{
  "action_dossiers": [
    {
      "id": "action-civ-ouattara-trafficking-htf-001",
      "title": "Côte d’Ivoire / Ouattara — devoir de protection, trafficking-risk governance, Epstein-network exposure et usurpation constitutionnelle",
      "country": "Côte d’Ivoire",
      "risk_level": "critical",
      "dossier_type": "constitutional_trafficking_elite_network_protection_inquiry",
      "visibility": "public_summary_plus_protected_annex",
      "status": "evidence_gated_action_dossier",
      "target_body": "Parlement, justice nationale, Commission africaine, ECOWAS Court, procédures spéciales ONU, WGAD, ICC art. 15 si seuil crimes contre l’humanité",
      "summary": "Teste si la convergence entre quatrième mandat contesté, répression de l’opposition, détentions arbitraires, vulnérabilités de traite, travail forcé/infantile dans le cacao, exposition de l’entourage présidentiel au réseau Epstein et risques de trafic d’organes peut fonder une procédure de responsabilité constitutionnelle et une saisine internationale.",
      "action_objective": "Transformer les signaux publics et pièces protégées en matrice probatoire: trafic/traite, travail forcé, exploitation d’enfants, répression, détention, quatrième mandat, réseau Epstein, risques organes sous scellés, droit de réponse et mesures conservatoires.",
      "legal_basis_placeholders": [
        "Constitution ivoirienne 2016: art. 1, 2, 28, 55",
        "Charte africaine des droits de l’homme et des peuples",
        "PIDCP",
        "Protocole de Palerme",
        "Conventions OIT 29 et 182",
        "Statut de Rome si seuil systématique/généralisé"
      ],
      "required_evidence": [
        "Constitution ivoirienne 2016 et jurisprudence électorale",
        "dossiers de la Commission électorale / Conseil constitutionnel",
        "rapports Amnesty/HRW/ONU/OIT/US TIP/US DOL",
        "dossiers cacao, travail forcé, traite et protection de l’enfance",
        "documents Epstein publics, correspondances et réponses officielles",
        "dossiers de détention/opposition/procès inéquitables",
        "annexes confidentielles: victimes, témoins, cliniques, itinéraires, intermédiaires, preuves numériques"
      ],
      "claim_strengthening_notes": [
        "Ne pas publier organ harvesting comme conclusion publique sans preuve directe; le traiter comme vecteur protégé.",
        "Epstein-network exposure est assez fort pour conservation de preuves et enquête, pas pour condamnation personnelle automatique.",
        "La traite/travail forcé et répression sont les couches publiques les plus solides."
      ],
      "full_dossier": "dossier-civ-ouattara-trafficking-htf.html"
    },
    {
      "id": "ACTION-DRC-TSHISEKEDI-HTF-001",
      "title": "RDC / Tshisekedi — dossier constitutionnel de haute trahison fonctionnelle",
      "country": "RDC",
      "risk_level": "critical",
      "dossier_type": "constitutional_accountability_impeachment_high_treason_inquiry",
      "visibility": "restricted_summary_public",
      "status": "evidence_gated_to_expand",
      "target_body": "Parlement, Cour constitutionnelle, magistrature, barreaux, société civile, UA/ONU selon compétence",
      "summary": "Dossier-cadre pour examiner si l’accumulation de défaillances vitales — sécurité biologique, justice, prisons, ressources stratégiques, guerre, droits humains, probité et capture institutionnelle — dépasse la mauvaise gestion et atteint le seuil d’une haute trahison fonctionnelle à instruire.",
      "action_objective": "Transformer le dossier en matrice probatoire: faits établis, allégations corroborées, éléments à authentifier, témoins protégés, clauses, budgets, audits, demandes de conservation des preuves et questions parlementaires.",
      "legal_basis_placeholders": [
        "Constitution RDC: souveraineté populaire",
        "devoir présidentiel de protection",
        "contrôle parlementaire",
        "souveraineté permanente sur ressources naturelles",
        "droits humains et droit à la justice",
        "biosécurité / sécurité biologique",
        "responsabilité des détenteurs de pouvoir public"
      ],
      "required_evidence": [
        "texte constitutionnel et jurisprudence applicable",
        "accords stratégiques, annexes et procédures de ratification",
        "budgets présidence/santé/justice/prisons/défense",
        "audits INRB, contrats, données/échantillons, supervision étatique",
        "dossiers de détention sans jugement et état des prisons",
        "rapports sur répression, disparitions, intimidation et violations des droits humains",
        "chronologie guerre/sécurité/civils/territoire",
        "droit de réponse des autorités concernées"
      ],
      "claim_strengthening_notes": [
        "Séparer strictement faute politique, négligence constitutionnelle grave et haute trahison fonctionnelle.",
        "L’argument central n’est pas seulement “il a mal gouverné”; c’est “les fonctions vitales non délégables de l’État ont été abandonnées ou subordonnées”.",
        "Ne pas dépendre d’une preuve unique: construire une convergence cumulative difficile à écarter."
      ]
    },
    {
      "id": "ACTION-KENYA-RUTO-HIGH-TREASON-001",
      "title": "Kenya / Ruto — dossier de haute trahison potentielle par subordination stratégique et mise en risque de protection",
      "country": "Kenya",
      "risk_level": "critical",
      "dossier_type": "constitutional_security_sovereignty_inquiry",
      "visibility": "restricted_summary_public",
      "status": "evidence_gated_template_to_expand",
      "target_body": "Parlement kényan, tribunaux, barreaux, commissions droits humains, médecins, syndicats, société civile, UA/ONU si pertinent",
      "summary": "Dossier-cadre pour tester si des accords militaires, sanitaires, diplomatiques ou économiques exposent la population à une immunité étrangère, une priorité externe, une perte de contrôle public ou une absence de recours incompatible avec le mandat constitutionnel.",
      "action_objective": "Structurer les griefs en preuve: textes d’accords, immunités, clauses de recours, protection des victimes, priorités sanitaires, contrôle parlementaire, coût public, bénéfice externe et droit de réponse.",
      "legal_basis_placeholders": [
        "Constitution kényane et souveraineté populaire",
        "devoir de protéger les citoyens",
        "contrôle parlementaire des accords internationaux",
        "droits à la vie, sécurité, santé, dignité et recours",
        "principe de non-subordination des fonctions souveraines"
      ],
      "required_evidence": [
        "accords Kenya–États-Unis / Kenya–France / accords de sécurité ou santé pertinents",
        "clauses d’immunité, juridiction, recherche, données, laboratoires, bases ou personnel étranger",
        "décisions judiciaires et débats parlementaires",
        "preuves d’impact sur patients/citoyens/travailleurs/victimes",
        "avis juridiques indépendants",
        "réponses officielles et dénégations"
      ],
      "claim_strengthening_notes": [
        "Présenter comme seuil d’enquête constitutionnelle, pas verdict.",
        "Tester la matérialité de la réciprocité: qui a accès, qui contrôle, qui répond devant les victimes?",
        "Lier sécurité nationale, santé publique, immunité et recours effectif."
      ]
    },
    {
      "id": "ACTION-MALI-AES-FRANCE-PROXY-TERROR-001",
      "title": "Mali / AES vs France — dossier d’enquête sur soutien indirect au terrorisme, proxy-guerre et responsabilité internationale",
      "country": "Mali / AES",
      "risk_level": "critical",
      "dossier_type": "un_au_ctc_1267_icc_icj_submission_support",
      "visibility": "restricted_summary_public",
      "status": "evidence_gated_to_legal_validate",
      "target_body": "Conseil de sécurité, CCT/CTED, Comité 1267/1989/2253, CPI, CIJ, UA, autorités AES",
      "summary": "Dossier renforcé pour soutenir une demande d’enquête sur une possible chaîne de relais technique, logistique, informationnelle, diplomatique ou médiatique bénéficiant à des acteurs armés dans l’environnement JNIM/Al-Qaida. Les dénégations françaises et ukrainiennes doivent être conservées et confrontées aux preuves.",
      "action_objective": "Établir que le seuil d’enquête, de conservation des preuves, d’attribution et de mesures conservatoires est atteint sans demander condamnation préalable.",
      "legal_basis_placeholders": [
        "Charte ONU",
        "résolutions anti-terrorisme pertinentes",
        "régime 1267/1989/2253",
        "responsabilité internationale de l’État",
        "non-intervention",
        "droit international humanitaire",
        "crimes contre l’humanité / crimes de guerre / risque génocidaire selon faits établis"
      ],
      "required_evidence": [
        "identification JNIM/AQMI/alliés par sources ONU",
        "communications officielles du Mali/AES",
        "transcriptions et déclarations vérifiées",
        "chronologie attaques, victimes, relais séparatistes et narratifs",
        "preuves techniques: drones, renseignement, formation, logistique, transmissions",
        "cartographie réseaux médiatiques et informationnels",
        "dénégations et droit de réponse France/Ukraine"
      ],
      "claim_strengthening_notes": [
        "La formule forte est: l’ambiguïté ne peut plus être traitée comme neutralité lorsque les signaux convergent autour d’un environnement lié à Al-Qaida.",
        "Distinguer soutien direct, soutien indirect, facilitation, blanchiment narratif et bénéfice opérationnel.",
        "Demander enquête internationale; ne pas affirmer culpabilité finale sans instruction."
      ]
    },
    {
      "id": "ACTION-US-KENYA-STRATEGIC-CLAIMS-001",
      "title": "États-Unis / Kenya — dossier maximal de révision: immunité, protection des civils, santé, données et subordination stratégique",
      "country": "Kenya / États-Unis",
      "risk_level": "critical",
      "dossier_type": "foreign_footprint_public_protection_review",
      "visibility": "restricted_summary_public",
      "status": "evidence_gated_template_to_expand",
      "target_body": "Parlement kényan, tribunaux, commissions droits humains, ministères, AU/UN, mécanismes de protection des victimes",
      "summary": "Dossier-cadre pour formuler les griefs les plus solides contre toute architecture d’accord où une puissance extérieure obtient accès, immunité, données, priorité sanitaire, avantage logistique ou contrôle opérationnel sans recours effectif pour la population exposée.",
      "action_objective": "Forcer une revue publique: publication des clauses, test de réciprocité matérielle, audit des risques pour civils, travailleurs et patients, mécanisme de plainte indépendant, suspension des clauses sans recours.",
      "legal_basis_placeholders": [
        "souveraineté populaire",
        "droit à la sécurité et au recours",
        "contrôle parlementaire",
        "protection contre l’exploitation et les abus",
        "responsabilité contractuelle et délictuelle",
        "protection des données et biosouveraineté"
      ],
      "required_evidence": [
        "SOFA/base/security/health agreements and annexes",
        "immunity and jurisdiction clauses",
        "contractor lists and inspection clauses",
        "incident/complaint history and remedy outcomes",
        "health/lab/data transfer terms",
        "parliamentary approval records",
        "budget and procurement records",
        "official U.S. and Kenyan responses"
      ],
      "claim_strengthening_notes": [
        "Le grief le plus robuste n’est pas anti-américain; il est protection-first: aucune mission ne doit être protégée mieux que les citoyens exposés.",
        "SOFA/immunité sans recours, données sans contrôle, entrepreneurs sans inspection et patients/citoyens sans remède forment le noyau du dossier.",
        "Garder la porte ouverte à correction: publication des clauses, mécanisme de recours, limitation d’immunité et audit indépendant peuvent réduire le risque."
      ]
    },
    {
      "action_objective": "Organize claims, legal bases, evidence maps, witness/source protection and annexes so lawyers, parliamentarians or diplomatic channels can prepare submissions without exposing sources.",
      "country": "Mali",
      "dossier_type": "international_action_support",
      "id": "ACTION-UN-MALI-FRANCE-001",
      "legal_basis_placeholders": [
        "UN Charter principles",
        "African Charter principles",
        "sovereign equality",
        "civilian protection",
        "right to development",
        "non-interference",
        "self-determination"
      ],
      "required_evidence": [
        "official communications and treaty texts",
        "military presence / cooperation agreement clauses",
        "public statements and verified transcripts",
        "documented sanctions, pressure or interference events",
        "civilian protection data and security incident chronology",
        "right-of-reply or official response record"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated action dossier for alleged foreign military, diplomatic, informational or economic pressure patterns affecting Mali's sovereign capability and civilian protection.",
      "target_body": "UN / AU / regional parliamentary and legal channels",
      "title": "Mali vs France — UN / AU action dossier template",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Build a legally cautious dossier around public-duty failure, not personal insult: budget lines, contracts, audits, health capacity, victims' fund execution, expenditure priorities and right of reply.",
      "country": "RDC",
      "dossier_type": "mandate_of_protection_failure",
      "id": "ACTION-DRC-MANDATE-PROTECTION-001",
      "required_evidence": [
        "budget execution for rape-victim or victim-protection funds",
        "Ebola, lab, biobank and epidemic-readiness funding records",
        "major contract ownership, exit, priority and policy-notice clauses",
        "travel/prestige spending versus clinics/labs/security capability lines",
        "public procurement records and audit reports",
        "source-protected testimony where lawful and safe"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach_right_of_reply_required",
      "summary": "Evidence-gated dossier template for state-capability collapse, foreign-dominated critical contracts, health/lab/biobank neglect, victim-fund misuse allegations and prestige spending versus life-protecting public capabilities.",
      "target_body": "Parliamentary, judicial, AU/UN, civil society and public-interest review channels",
      "title": "RDC — rupture du mandat de protection / high public duty dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Separate harmful executive/security patterns from counterpowers that protect the people. The score should penalize immunity/dependency risks while crediting courts, unions, medical bodies or civic actors when they block harm.",
      "country": "Kenya",
      "dossier_type": "health_security_sovereignty_review",
      "id": "ACTION-KENYA-RUTO-SECURITY-HEALTH-001",
      "required_evidence": [
        "foreign military/security agreement text and immunity clauses",
        "parliamentary scrutiny record",
        "court decisions and injunctions relating to public health or foreign arrangements",
        "health-system capacity records and patient impact data",
        "right-of-reply from named institutions",
        "civilian protection and abuse-pattern evidence where lawfully collected"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach_right_of_reply_required",
      "summary": "Balanced action dossier: tracks security-immunity agreements, health-sovereignty risks and counterpower actions such as judicial blocking of harmful health arrangements where verified.",
      "target_body": "Parliamentary committees, courts, medical associations, civic bodies, AU/UN special procedures where relevant",
      "title": "Kenya — security immunity, health sovereignty and counterpower dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Create a reusable legal/evidence template so every country can compare troop-immunity clauses against civilian protection, local jurisdiction and reparations capacity.",
      "country": "Pan-African",
      "dossier_type": "foreign_military_immunity_pattern",
      "id": "ACTION-FOREIGN-MILITARY-IMMUNITY-001",
      "required_evidence": [
        "SOFA/security agreements",
        "immunity clauses",
        "abuse allegations and adjudication records",
        "local jurisdiction rules",
        "civilian protection procedures",
        "redress and compensation mechanisms"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Cross-country dossier for foreign troops, training missions, immunity clauses, abuse allegations, jurisdiction gaps and civilian protection failures.",
      "target_body": "AU, regional parliaments, national courts, bar associations, human rights bodies",
      "title": "Foreign military immunity agreements — African public-protection dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Give students, researchers and administrators a non-insulting but hard scoring framework: upload proof, improve score, build capability.",
      "country": "Pan-African",
      "dossier_type": "institutional_reform_pack",
      "id": "ACTION-UNIV-SOVEREIGN-FITNESS-001",
      "required_evidence": [
        "syllabi",
        "publications",
        "adoption proofs",
        "prototypes",
        "patents/methods",
        "community impact",
        "open repositories",
        "right-of-reply"
      ],
      "risk_level": "medium",
      "status": "public_template",
      "summary": "Action pack to help universities move from prestige metrics to ATSS, useful science, local capability, open knowledge and epistemic sovereignty.",
      "target_body": "University senates, student unions, ministries, accreditation bodies, alumni networks",
      "title": "University sovereign fitness reform pack",
      "visibility": "public"
    },
    {
      "action_objective": "Separate verified treaty/legal constraints from rhetoric and map their concrete effect on public investment, industry, credit, food, health and sovereignty.",
      "country": "West/Central Africa",
      "dossier_type": "monetary_sovereignty_review",
      "id": "ACTION-CFA-MONETARY-SOVEREIGNTY-002",
      "required_evidence": [
        "current treaty texts and central-bank statutes",
        "reserve/guarantee mechanisms and amendments",
        "public statements by finance ministries and central banks",
        "economic indicators and policy-space analysis",
        "right-of-reply from monetary authorities",
        "independent African economist review"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for monetary arrangements, reserve rules, convertibility guarantees, policy constraints, inflation/credit effects and public development capacity.",
      "target_body": "Parliaments, regional courts, ECOWAS/CEMAC/UEMOA, AU, public finance experts",
      "title": "CFA/franc-zone monetary sovereignty and policy-space dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Map whether resource extraction builds Nigerien capability or transfers strategic value outward while local populations remain energy-poor.",
      "country": "Niger",
      "dossier_type": "resource_sovereignty",
      "id": "ACTION-NIGER-URANIUM-RESOURCE-001",
      "required_evidence": [
        "mining contract terms and licenses",
        "production/export data",
        "tax/royalty payment records",
        "local electricity access data",
        "environmental/community impact records",
        "company and state right-of-reply"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Dossier template for uranium extraction, pricing, contracts, energy access, military/security pressure and local community benefit.",
      "target_body": "National authorities, AU, ECOWAS/alternative regional mechanisms, mining regulators, civil society",
      "title": "Niger uranium, energy justice and resource sovereignty dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Assess whether bauxite exports translate into local industry, jobs, infrastructure, environmental repair and fiscal capacity.",
      "country": "Guinea",
      "dossier_type": "mineral_integrity",
      "id": "ACTION-GUINEA-BAUXITE-001",
      "required_evidence": [
        "mining licenses and convention texts",
        "export and buyer records",
        "community land/environment claims",
        "local-processing commitments",
        "tax/royalty records",
        "right-of-reply by companies and state bodies"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for bauxite extraction, infrastructure clauses, local processing, land/community harm and value-chain dependency.",
      "target_body": "Mining ministry, parliament, AU, ECOWAS, community representatives, buyers",
      "title": "Guinea bauxite and aluminium value-chain sovereignty dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Move beyond export scandal toward measurable local refining, jobs, skills, environmental repair, transparent ownership and protected communities.",
      "country": "RDC",
      "dossier_type": "mineral_integrity",
      "id": "ACTION-DRC-COPPER-COBALT-REFINING-002",
      "required_evidence": [
        "mining contracts and beneficial ownership records",
        "buyer/refiner supply-chain documentation",
        "community and worker protection data",
        "environmental remediation records",
        "local refining/industrialization commitments",
        "right-of-reply and correction record"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Stronger dossier for cobalt/copper extraction, refining, child/community protection, beneficial ownership, buyer responsibility and local industrialization.",
      "target_body": "DRC authorities, SADC, AU, buyers, auditors, civil society",
      "title": "DRC copper/cobalt refining and battery value-chain sovereignty dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Test whether lithium strategy creates African manufacturing capability or repeats raw-export dependency.",
      "country": "Zimbabwe / Namibia / Pan-African",
      "dossier_type": "critical_minerals",
      "id": "ACTION-LITHIUM-ZIMBABWE-NAMIBIA-001",
      "required_evidence": [
        "license and export rules",
        "processing plant records",
        "ownership and buyer data",
        "environmental and water impact data",
        "industrial policy commitments",
        "right-of-reply from firms/regulators"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Template for lithium extraction, export bans, processing capacity, ownership, environmental controls and battery/industrial policy.",
      "target_body": "Mining regulators, industrial ministries, SADC, AU, buyers",
      "title": "Lithium value-chain sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Create a lawful evidence map separating verified trade patterns, allegations, financial flows and civilian protection consequences.",
      "country": "Mali / Burkina Faso / Niger / Ghana / UAE routes",
      "dossier_type": "illicit_finance_resource_integrity",
      "id": "ACTION-GOLD-SAHEL-TRAFFICKING-001",
      "required_evidence": [
        "customs/export data",
        "refinery and buyer records",
        "site-level production estimates",
        "sanctions or FIU material where public/lawful",
        "security incident chronology",
        "right-of-reply from named actors"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Dossier template for artisanal/industrial gold flows, smuggling, armed-finance allegations, refineries, buyers and customs leakage.",
      "target_body": "Financial intelligence units, customs, mining regulators, AU, ECOWAS alternatives",
      "title": "Sahel gold, smuggling and armed-finance risk dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Measure whether digital modernization creates African-owned compute, skills, legal control and resilience or outsources state memory.",
      "country": "Pan-African",
      "dossier_type": "digital_sovereignty",
      "id": "ACTION-DIGITAL-CLOUD-DATA-DEPENDENCY-002",
      "required_evidence": [
        "cloud/public procurement contracts",
        "data-processing and residency clauses",
        "security/privacy assessments",
        "local staff and maintenance evidence",
        "open-source/sovereign alternatives",
        "right-of-reply from vendors and authorities"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for foreign cloud dependency, public-data hosting, AI/data extraction, procurement lock-in and local compute capability.",
      "target_body": "ICT ministries, data-protection authorities, public procurement offices, universities",
      "title": "African cloud, data-centre and public-data sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Protect African knowledge as living capability, not raw material for external AI models.",
      "country": "Pan-African / Diaspora",
      "dossier_type": "ai_data_sovereignty",
      "id": "ACTION-AI-DATA-EXTRACTION-001",
      "required_evidence": [
        "dataset descriptions and licenses",
        "AI/data processing terms",
        "language and cultural source provenance",
        "benefit-sharing/capability-transfer evidence",
        "privacy and consent review",
        "right-of-reply by AI/data actors"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for African-language, cultural, medical, legal and historical data extraction into AI systems without capability return.",
      "target_body": "Data-protection authorities, universities, publishers, AI labs, AU bodies",
      "title": "AI training-data extraction and epistemic sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Ensure health science protects populations while building African labs, ethics, storage, data governance and response capacity.",
      "country": "Pan-African",
      "dossier_type": "health_sovereignty",
      "id": "ACTION-HEALTH-BIOBANK-SOVEREIGNTY-002",
      "required_evidence": [
        "ethics approvals and MTAs",
        "sample/data transfer agreements",
        "lab capacity and ownership records",
        "emergency readiness plans",
        "community consent and benefit-sharing records",
        "right-of-reply by institutions/labs"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for sample export, pathogen/genomic data, biobank control, lab dependency and emergency readiness.",
      "target_body": "Health ministries, ethics boards, universities, WHO/AU health bodies, labs",
      "title": "Biobank, pathogen, lab and genomic sovereignty dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Map whether policy increases farmer capability, biodiversity and food resilience or locks countries into external input dependency.",
      "country": "Pan-African",
      "dossier_type": "food_sovereignty",
      "id": "ACTION-FOOD-SEED-IP-001",
      "required_evidence": [
        "seed laws and IP clauses",
        "import/fertilizer dependency data",
        "farmer rights records",
        "local seed-bank/agroecology evidence",
        "food price/security data",
        "right-of-reply from regulators and firms"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for seed laws, IP restrictions, farmer rights, food import dependency, fertilizer dependency and local agroecology capability.",
      "target_body": "Agriculture ministries, seed regulators, farmer organizations, AU, courts",
      "title": "Seed, food and agricultural IP sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Assess whether education produces local problem-solvers or trained dependency.",
      "country": "Pan-African / Caribbean",
      "dossier_type": "epistemic_sovereignty",
      "id": "ACTION-EDUCATION-CURRICULUM-CAPTURE-001",
      "required_evidence": [
        "curriculum and accreditation documents",
        "textbook/publisher procurement records",
        "language-policy records",
        "graduate employment and innovation data",
        "local archive/open knowledge evidence",
        "right-of-reply from institutions"
      ],
      "risk_level": "medium",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for curricula, language policy, imported accreditation, textbook dependency and absence of African methods/archives.",
      "target_body": "Education ministries, universities, accreditation bodies, publishers",
      "title": "Curriculum dependency and epistemic capture dossier",
      "visibility": "public"
    },
    {
      "action_objective": "Separate legitimate criticism of African governance from discourse patterns that erase external structure and weaken protection.",
      "country": "Pan-African / Diaspora",
      "dossier_type": "information_integrity",
      "id": "ACTION-MEDIA-NARRATIVE-CAPTURE-002",
      "required_evidence": [
        "transcripts and public statements",
        "funding/ownership/editorial links",
        "content analysis protocol",
        "right-of-reply by named outlets/persons",
        "counter-evidence review",
        "public correction record"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for narratives that minimize colonial/imperial harm, redirect structural grievance inward, normalize dependency or shield external power.",
      "target_body": "Media regulators, universities, civil society, journalism networks",
      "title": "Media narrative capture and grievance-inversion dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Protect evidence-gated speech while maintaining correction, right of reply and anti-defamation discipline.",
      "country": "Pan-African / Diaspora",
      "dossier_type": "public_interest_protection",
      "id": "ACTION-LAWFARE-DEFAMATION-PRESSURE-001",
      "required_evidence": [
        "legal letters and pleadings",
        "publication record and correction history",
        "source-protection risk assessment",
        "public-interest basis",
        "right-of-reply opportunities",
        "independent legal review"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for legal threats used to suppress public-interest analysis, whistleblowing, academic work or protected evidence.",
      "target_body": "Bar associations, courts, press freedom bodies, human rights mechanisms",
      "title": "Lawfare, defamation pressure and source-suppression dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Turn historical grievance into evidence-based policy demands, curriculum, public finance analysis and institutional repair.",
      "country": "Haiti / Caribbean",
      "dossier_type": "reparations_and_memory",
      "id": "ACTION-HAITI-REPARATIONS-EDUCATION-001",
      "required_evidence": [
        "treaty/debt records and historical archives",
        "public finance impact estimates",
        "official reparations statements",
        "education/curriculum records",
        "institutional rebuilding proposals",
        "right-of-reply/response record where relevant"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier linking independence debt, reparations, education, institutional rebuilding and sovereign knowledge infrastructure.",
      "target_body": "CARICOM, AU, UN, parliaments, universities, reparations commissions",
      "title": "Haiti reparations, education and debt-memory dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Ensure climate finance strengthens local capability rather than deepening debt or consultancy dependency.",
      "country": "Caribbean",
      "dossier_type": "climate_resilience_sovereignty",
      "id": "ACTION-CARIBBEAN-CLIMATE-DEBT-001",
      "required_evidence": [
        "loss-and-damage records",
        "debt and insurance terms",
        "climate finance agreements",
        "local adaptation projects",
        "community resilience outcomes",
        "right-of-reply by funders/insurers/states"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for climate loss, debt burden, insurance structures, resilience funding, local adaptation technology and sovereignty.",
      "target_body": "CARICOM, climate finance bodies, universities, insurers, parliaments",
      "title": "Caribbean climate debt, insurance and resilience sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Translate repeated family-field abuse patterns into culturally grounded prevention, mediation, clinical assessment and child/adult protection without misogyny or stereotype.",
      "country": "Pan-African / Diaspora",
      "dossier_type": "psychosocial_protection",
      "id": "ACTION-FAMILY-FIELD-PATHOLOGY-001",
      "required_evidence": [
        "clinical literature and culturally relevant studies",
        "case vignettes with anonymization",
        "family-court and mediation patterns where lawful",
        "right-of-reply where named",
        "safeguards against gender stereotyping",
        "healing and social-repair protocols"
      ],
      "risk_level": "medium",
      "status": "pattern_template_sources_needed",
      "summary": "Dossier cluster for mothers, stepmothers, mothers-in-law, sisters, patriarchal-coded cruelty, colorism and narcissistic family-field harm. Pattern-level only; no named person without evidence and clinical/legal safeguards.",
      "target_body": "Clinicians, family courts, community mediators, educators, faith/cultural institutions",
      "title": "Family-field pathogenic patterns, narcissism and social repair dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Evaluate influence patterns through sources, funding, discourse, outputs and right-of-reply, not rumor or political dislike.",
      "country": "Diaspora / Pan-African",
      "dossier_type": "influence_integrity",
      "id": "ACTION-DIASPORA-COOPTATION-001",
      "required_evidence": [
        "funding/affiliation records",
        "transcripts and publications",
        "network and platform analysis",
        "public-interest outputs",
        "counter-evidence and right-of-reply",
        "review by diaspora experts"
      ],
      "risk_level": "medium",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for diaspora figures or platforms that claim African representation while laundering external agendas, weakening repair claims or redirecting grievance inward.",
      "target_body": "Diaspora institutions, universities, media, public-interest networks",
      "title": "Diaspora cooptation and anti-sovereignty influence dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Apply MHD/ATSS logic: measure effects on human capability, maintenance, production, safety and long-term development, not only physical completion.",
      "country": "Pan-African",
      "dossier_type": "infrastructure_sovereignty",
      "id": "ACTION-INFRASTRUCTURE-DEBT-PUBLIC-CAPABILITY-001",
      "required_evidence": [
        "contract terms and debt clauses",
        "local labor/skills/maintenance records",
        "procurement and ownership data",
        "community impact and safety evidence",
        "lifecycle cost and repair plans",
        "right-of-reply by contractors/lenders/states"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Dossier for infrastructure contracts that build roads/buildings but not local maintenance, production, jobs, mental wellbeing or civilizational capability.",
      "target_body": "Infrastructure ministries, lenders, parliaments, auditors, engineering bodies",
      "title": "Infrastructure debt, maintenance and public capability dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Create a worker-protection evidence chain linking recruitment agencies, employers, consular records, labor complaints, repatriation, survivor protection and legal remedies.",
      "country": "Pan-African / Gulf interface",
      "dossier_type": "worker_protection_external_dependency",
      "id": "ACTION-GULF-WORKER-PROTECTION-001",
      "required_evidence": [
        "labor contracts and recruitment-agency records",
        "consular complaint records",
        "worker testimony through protected intake",
        "court/ILO/NGO records",
        "wage/passport/exit restriction evidence",
        "right-of-reply from agencies/employers where safe"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for African migrant-worker mistreatment, sponsorship/kafala-adjacent risks, withheld passports/wages, abuse, trafficking indicators and consular failure.",
      "target_body": "AU, labor ministries, consulates, courts, ILO channels",
      "title": "Gulf migrant-worker protection and labor-sovereignty dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Map public customs, refinery, export, sanctions, trade and financial records into an evidence-gated dossier for state revenue and civilian-protection repair.",
      "country": "Mali / Burkina Faso / Niger / Ghana / UAE interface",
      "dossier_type": "resource_smuggling_value_chain",
      "id": "ACTION-GOLD-SMUGGLING-SAHEL-GULF-001",
      "required_evidence": [
        "customs/export data",
        "refinery/buyer records",
        "sanctions/court/investigation records",
        "mining-site incident chronology",
        "financial intelligence indicators where lawful",
        "right-of-reply from named firms/states"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach",
      "summary": "Tracks artisanal/industrial gold flows, smuggling, refining, customs leakage, armed-group financing risk, state revenue loss and external value-chain capture.",
      "target_body": "AU, ECOWAS, national mining authorities, customs, financial intelligence units",
      "title": "Sahel gold smuggling and external refining/value-chain dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Assess conduct objectively by project, company and evidence rather than nationality alone: contracts, accidents, wages, unions, inspections and remedies.",
      "country": "Pan-African",
      "dossier_type": "labor_rights_infrastructure_mining",
      "id": "ACTION-CHINESE-WORKER-MISTREATMENT-AFRICA-001",
      "required_evidence": [
        "labor inspection reports",
        "workplace accident records",
        "contracts and wage records",
        "union/court complaints",
        "procurement clauses",
        "company response/right-of-reply"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for labor abuse, unsafe work, wage theft, intimidation, anti-union conduct or discriminatory treatment in foreign-led projects, including Chinese, Western, Gulf or domestic contractors.",
      "target_body": "Labor ministries, courts, unions, procurement authorities, AU labor channels",
      "title": "Worker mistreatment and labor-protection review in foreign-led infrastructure/mining projects",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Build sealed, survivor-safe evidence maps without public exposure of names, exact locations or raw testimony.",
      "country": "Pan-African / host communities",
      "dossier_type": "protected_population_abuse",
      "id": "ACTION-FOREIGN-BASE-CHILD-PROTECTION-001",
      "required_evidence": [
        "SOFA/immunity clauses",
        "child-protection reports",
        "court/inquiry records",
        "medical/psychosocial support records where lawful",
        "civilian protection chronology",
        "sealed source-handler evidence"
      ],
      "risk_level": "critical",
      "status": "template_evidence_to_attach_source_protection_required",
      "summary": "Tracks child abuse, exploitation, trafficking, impunity and survivor-protection failures around military bases, deployments or security installations.",
      "target_body": "Courts, child-protection agencies, parliaments, AU/UN special procedures",
      "title": "Foreign military base child/survivor protection dossier",
      "visibility": "restricted_summary_public"
    },
    {
      "action_objective": "Test whether digital ID strengthens citizen rights and local capability or creates dependency, surveillance and external data custody.",
      "country": "Pan-African",
      "dossier_type": "data_sovereignty_public_infrastructure",
      "id": "ACTION-DIGITAL-ID-BIOMETRIC-SOVEREIGNTY-001",
      "required_evidence": [
        "DPIA/data protection documents",
        "vendor contracts and hosting location",
        "source code/auditability clauses",
        "exclusion and grievance records",
        "cybersecurity certification",
        "right-of-reply from vendors and state agencies"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Tracks biometric/digital identity systems where foreign vendors, cloud providers or weak laws create surveillance, exclusion, data-export or lock-in risks.",
      "target_body": "Data protection authorities, parliaments, courts, public procurement bodies",
      "title": "Digital ID / biometric sovereignty and foreign-vendor lock-in dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Map ownership, debt, concession terms, tariff control, security access, local jobs and exit/remedy clauses.",
      "country": "Pan-African",
      "dossier_type": "strategic_infrastructure_capture",
      "id": "ACTION-PORTS-LOGISTICS-TAKEOVER-001",
      "required_evidence": [
        "concession contracts",
        "debt and guarantee terms",
        "tariff/control provisions",
        "local employment and maintenance records",
        "security access clauses",
        "audit and right-of-reply records"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for ports, rail, corridor, airport and logistics concessions that transfer strategic leverage without local maintenance, exit rights, jobs or public oversight.",
      "target_body": "Ports authorities, procurement bodies, parliaments, courts, AU infrastructure channels",
      "title": "Ports, logistics corridors and strategic infrastructure takeover dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Build a reproducible corpus: funding/ownership, content chronology, omissions, repeated frames, corrections and right-of-reply.",
      "country": "Pan-African public sphere",
      "dossier_type": "information_pressure_evidence_map",
      "id": "ACTION-MEDIA-PROXY-SPONSORSHIP-001",
      "required_evidence": [
        "ownership/funding records",
        "article/video corpus",
        "verified transcripts",
        "network amplification logs",
        "historical/context expert review",
        "responses/corrections"
      ],
      "risk_level": "high",
      "status": "template_evidence_to_attach",
      "summary": "Tracks sponsored media, proxy outlets, influencer networks and narrative packages that normalize imperial harm, hide external pressure or redirect grievance inward.",
      "target_body": "Media regulators, journalism councils, researchers, civic networks",
      "title": "Proxy media sponsorship and narrative-capture dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Score universities and accreditation regimes by usefulness, transfer, local relevance, publications, patents, public service and epistemic sovereignty.",
      "country": "Pan-African / Caribbean",
      "dossier_type": "education_sovereignty_review",
      "id": "ACTION-EDUCATION-ACCREDITATION-DEPENDENCY-001",
      "required_evidence": [
        "curricula",
        "accreditation standards",
        "grant conditions",
        "publication/patent records",
        "graduate outcomes",
        "local-language/archives/useful-science outputs"
      ],
      "risk_level": "medium",
      "status": "template_evidence_to_attach",
      "summary": "Assesses whether accreditation, ranking, grant and curriculum systems redirect universities away from local capability, useful science, African languages, archives and public-interest outputs.",
      "target_body": "Education ministries, university councils, accreditation agencies, AU/CARICOM education bodies",
      "title": "Education accreditation and curriculum dependency dossier",
      "visibility": "public_template_confidential_evidence"
    },
    {
      "action_objective": "Separate legitimate development support from influence operations, political conditioning, dependency creation, information shaping, public-health/data extraction, sanctions leverage and destabilization patterns affecting African sovereign capability.",
      "country": "Africa / country-specific review required",
      "critical_flags": [
        "source-linked profile still incomplete",
        "right-of-reply record missing",
        "requires reviewer approval before adverse final wording"
      ],
      "dossier_type": "foreign_influence_destabilization_review",
      "evidence_status_note": "Public evidence anchors are attached for funding, grant, security-cooperation, Church Committee interference history, NSSM 200, biosecurity/medical ethics history, USAID OIG diversion/material-support risks and official elite sex-trafficking accountability records. Reviewer must still distinguish legitimate assistance from influence, conditioning, interference, aid-diversion vulnerability, trafficking/accountability failure or destabilization before adverse final wording.",
      "id": "ACTION-US-USAID-DESTABILIZATION-001",
      "legal_boundary": [
        "Do not equate all aid with destabilization.",
        "Separate public funding, influence risk, alleged interference, documented interference and confirmed finding.",
        "Protect civil-society actors who may be exposed to retaliation.",
        "Require source-linked evidence before naming local recipients as capture actors."
      ],
      "public_actions": [
        "map funding and institutional dependencies",
        "identify policy conditions and narrative effects",
        "request public clarification from institutions",
        "link public records and verified reports",
        "escalate sensitive evidence through protected workflow"
      ],
      "risk_level": "high",
      "source_anchors": [
        {
          "evidence_use": "Official U.S. aid/funding data for dependency and recipient-network mapping.",
          "label": "ForeignAssistance.gov: U.S. foreign assistance public data",
          "type": "official_data",
          "url": "https://foreignassistance.gov/"
        },
        {
          "evidence_use": "Dataset source for reproducible funding analysis.",
          "label": "ForeignAssistance.gov data download",
          "type": "official_data",
          "url": "https://foreignassistance.gov/data"
        },
        {
          "evidence_use": "Public U.S. spending/award records, including USAID assistance awards.",
          "label": "USAspending.gov award search",
          "type": "official_data",
          "url": "https://www.usaspending.gov/"
        },
        {
          "evidence_use": "Public NED regional and grant-record reference for influence/network review.",
          "label": "NED Africa region and grant listings",
          "type": "official_data",
          "url": "https://www.ned.org/region/africa-3/"
        },
        {
          "evidence_use": "Public grant listing for recipient/network mapping.",
          "label": "NED FY2024 Africa active grant listing PDF",
          "type": "official_data",
          "url": "https://www.ned.org/wp-content/uploads/2025/04/Africa-Grant-Listing-FY24.pdf"
        },
        {
          "evidence_use": "Official statement of U.S. military/security-cooperation programs.",
          "label": "AFRICOM security cooperation",
          "type": "official_military",
          "url": "https://www.africom.mil/what-we-do/security-cooperation"
        },
        {
          "evidence_use": "Official mission framing and partnership posture.",
          "label": "AFRICOM official mission page",
          "type": "official_military",
          "url": "https://www.africom.mil/"
        },
        {
          "evidence_use": "Historical recurrence-risk context for consent, custody, disclosure and remedy questions.",
          "label": "CDC Tuskegee/Guatemala historical ethics context",
          "type": "official_ethics_history",
          "url": "https://www.cdc.gov/tuskegee/about/index.html"
        },
        {
          "evidence_use": "Primary U.S. Senate record for sabotage/interference history.",
          "label": "Church Committee report: Lumumba/CIA assassination-plot record",
          "type": "senate_report",
          "url": "https://www.aarclibrary.org/publib/church/reports/ir/pdf/ChurchIR_3A_Congo.pdf"
        },
        {
          "evidence_use": "Primary strategy document linking population growth, resources and U.S. security interests.",
          "label": "NSSM 200 population/resources/security document",
          "type": "official_strategy",
          "url": "https://www.nixonlibrary.gov/sites/default/files/virtuallibrary/documents/nssm/nssm_200.pdf"
        },
        {
          "evidence_use": "Biosecurity/medical ethics recurrence-risk anchor.",
          "label": "U.S. Presidential Commission report on Guatemala STD experiments",
          "type": "official_report",
          "url": "https://www.govinfo.gov/content/pkg/GOVPUB-PR-PURL-gpo15717/pdf/GOVPUB-PR-PURL-gpo15717.pdf"
        },
        {
          "evidence_use": "Official oversight record of USAID-funded aid diversion via implementer to HTS.",
          "label": "USAID OIG Syria aid diversion to HTS record",
          "type": "official_oversight",
          "url": "https://oig.usaid.gov/sites/default/files/2018-11/oir_dashboard_Sept_2018.pdf"
        },
        {
          "evidence_use": "Official criminal case anchor for diversion/material-support risk.",
          "label": "USAID OIG Syrian national charged over $9m diverted to terrorist organization",
          "type": "official_oversight",
          "url": "https://oig.usaid.gov/node/7283"
        },
        {
          "evidence_use": "Official OIG warning on diversion and material-support risks.",
          "label": "USAID OIG Gaza diversion/material-support situational alert",
          "type": "official_oversight",
          "url": "https://oig.usaid.gov/sites/default/files/2023-11/Situational%20Alert%20-%20Diversion%20and%20Material%20Support.pdf"
        },
        {
          "evidence_use": "Official OIG Taliban diversion risk alert.",
          "label": "USAID OIG Afghanistan Taliban diversion situational alert",
          "type": "official_oversight",
          "url": "https://oig.usaid.gov/sites/default/files/2023-04/Situational%20Alert%20-%20Afghanistan%20Taliban%20Diversion_0.pdf"
        },
        {
          "evidence_use": "Official DOJ charges; use for elite-accountability and survivor-protection review, not unsupported intelligence claims.",
          "label": "DOJ/SDNY: Jeffrey Epstein charged with sex trafficking of minors",
          "type": "official_court_record",
          "url": "https://www.justice.gov/usao-sdny/pr/jeffrey-epstein-charged-manhattan-federal-court-sex-trafficking-minors"
        },
        {
          "evidence_use": "Official conviction/sentencing record involving sex trafficking and abuse of minors.",
          "label": "DOJ/SDNY: Ghislaine Maxwell sentenced to 20 years",
          "type": "official_court_record",
          "url": "https://www.justice.gov/usao-sdny/pr/ghislaine-maxwell-sentenced-20-years-prison-conspiring-jeffrey-epstein-sexually-abuse"
        },
        {
          "evidence_use": "Official document-release library; requires redaction and survivor-protection discipline.",
          "label": "DOJ Epstein Library",
          "type": "official_document_library",
          "url": "https://www.justice.gov/epstein"
        }
      ],
      "source_classes": [
        "USAID grant records and recipient networks",
        "official U.S. strategy documents and congressional records",
        "NED/IRI/NDI or adjacent public funding records where relevant",
        "public-health, biobank, genomic/data-sharing agreements",
        "sanctions, aid suspension or conditionality chronology",
        "media/information campaign records",
        "local civil-society right-of-response and correction records",
        "public procurement or contractor documents"
      ],
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier template for reviewing U.S./USAID-linked influence, dependency, civil-society capture, political conditioning, information operations, public-health/data access, sanctions pressure or destabilization risk. This is not a claim of guilt; it structures public-source review and right-of-response.",
      "target_body": "parliamentary, legal, civil-society, AU/regional and international review channels",
      "title": "USAID / U.S. influence, dependency and destabilization-risk dossier"
    },
    {
      "action_objective": "Document and assess patterns such as base agreements, immunity clauses, currency/monetary constraints, resource-company leverage, media framing, elite protection, diplomatic pressure, sanctions alignment, and destabilization or counter-sovereignty narratives.",
      "country": "Africa / country-specific review required",
      "critical_flags": [
        "source-linked profile still incomplete",
        "right-of-reply record missing",
        "requires reviewer approval before adverse final wording"
      ],
      "dossier_type": "foreign_state_pressure_destabilization_review",
      "evidence_status_note": "Public evidence anchors are attached. Reviewer must still synthesize clause-level findings, right-of-reply, redaction/source-protection check and country-specific civilian-protection chronology before adverse final wording.",
      "id": "ACTION-FRANCE-FRANCAFRIQUE-DESTABILIZATION-001",
      "legal_boundary": [
        "Separate French citizens from French state/corporate/security structures.",
        "Separate colonial history, ongoing structural dependency, allegation and confirmed finding.",
        "Do not publish raw protected evidence or witness identities.",
        "Keep right-of-response and correction route visible."
      ],
      "public_actions": [
        "map military/legal/economic pressure mechanisms",
        "link public treaties and official records",
        "compare discourse with documented action",
        "identify capability compromised",
        "escalate sensitive evidence through protected workflow"
      ],
      "risk_level": "high",
      "source_anchors": [
        {
          "evidence_use": "Primary legal/treaty text.",
          "label": "UN Treaty Series: France–Chad 1976 technical military cooperation agreement",
          "type": "official_treaty_text",
          "url": "https://treaties.un.org/doc/Publication/UNTS/Volume%201092/volume-1092-I-16758-English.pdf"
        },
        {
          "evidence_use": "Official French legal publication.",
          "label": "Legifrance: 1977 law approving France–Chad military cooperation agreement",
          "type": "official_legal_text",
          "url": "https://www.legifrance.gouv.fr/loda/id/JORFTEXT000000522409"
        },
        {
          "evidence_use": "Parliamentary record and clause review source.",
          "label": "French Senate bill with annexed military cooperation texts",
          "type": "parliamentary_text",
          "url": "https://www.senat.fr/leg/1976-1977/i1976_1977_0411.pdf"
        },
        {
          "evidence_use": "Termination event and official statement framing.",
          "label": "Reuters: Chad ends defence cooperation pact with France",
          "type": "news_wire",
          "url": "https://www.reuters.com/world/africa/chad-ends-defence-cooperation-agreement-with-france-2024-11-28/"
        },
        {
          "evidence_use": "Withdrawal chronology.",
          "label": "Reuters: France begins military withdrawal from Chad",
          "type": "news_wire",
          "url": "https://www.reuters.com/world/france-begins-withdrawal-chad-says-french-army-2024-12-10/"
        },
        {
          "evidence_use": "Base handover detail and final withdrawal context.",
          "label": "Le Monde: last French soldiers/base handover in Chad",
          "type": "public_report",
          "url": "https://www.lemonde.fr/en/le-monde-africa/article/2025/02/02/chad-departure-of-the-last-french-soldiers-brings-an-end-to-a-special-relationship_6737701_124.html"
        },
        {
          "evidence_use": "Regional withdrawal pattern.",
          "label": "Al Jazeera: France hands over last bases in Senegal",
          "type": "public_report",
          "url": "https://www.aljazeera.com/news/2025/7/17/former-colonial-ruler-france-hands-over-its-last-military-bases-in-senegal"
        },
        {
          "evidence_use": "Independent analysis and reviewer note seed.",
          "label": "IRIS: end of France–Chad military agreements",
          "type": "expert_analysis",
          "url": "https://www.iris-france.org/en/fin-des-accords-militaires-entre-la-france-et-le-tchad-facteurs-et-enjeux-dune-rupture/"
        },
        {
          "evidence_use": "Civil-society/public sentiment record.",
          "label": "AP: protests in Chad against French military presence",
          "type": "public_report",
          "url": "https://apnews.com/article/0436a6c9a914c0dd007d603e279e44c8"
        }
      ],
      "source_classes": [
        "defense agreements, SOFA texts and base records",
        "CFA/franc-zone monetary documents and public policy records",
        "official French/African diplomatic communications",
        "resource contracts and corporate ownership records",
        "public statements and verified transcripts",
        "documented pressure, sanctions, interference or destabilization events",
        "civilian protection and abuse chronology",
        "right-of-reply and correction records"
      ],
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier template for reviewing French military, monetary, diplomatic, informational, corporate, intelligence-adjacent and Françafrique-linked pressure patterns affecting African sovereignty and civilian protection.",
      "target_body": "parliamentary, legal, civil-society, AU/regional and international review channels",
      "title": "France / Françafrique pressure, military presence and destabilization-risk dossier"
    },
    {
      "action_objective": "Assess whether foreign logistics, finance, training, mercenary deployment, gold/resource networks or security diplomacy materially increased RSF capacity to commit abuses or prolong conflict.",
      "country": "Sudan / regional spillover review",
      "critical_flags": [
        "requires legal review",
        "right-of-reply record missing",
        "do not publish final sponsorship wording without direct source synthesis"
      ],
      "dossier_type": "proxy_conflict_sponsorship_review",
      "id": "ACTION-UAE-RSF-PROXY-ABUSE-001",
      "risk_level": "critical",
      "source_anchors": [
        {
          "evidence_use": "Human-rights report for UAE-linked contractor/RSF support allegations.",
          "label": "HRW: Colombians linked to atrocities trained in UAE bases",
          "type": "human_rights_report",
          "url": "https://www.hrw.org/news/2026/05/25/sudan-colombians-linked-to-atrocities-trained-in-uae-bases"
        },
        {
          "evidence_use": "Independent report on HRW/UN-linked allegations and denials.",
          "label": "AP: UAE accused of training Colombian mercenaries for Sudan's war",
          "type": "news_wire",
          "url": "https://apnews.com/article/5c02e3b580f01b840251c206673123a7"
        },
        {
          "evidence_use": "UN reporting index for Sudan sanctions/expert documents.",
          "label": "UN Security Council Sudan Panel of Experts reports",
          "type": "UN_document_index",
          "url": "https://main.un.org/securitycouncil/en/sanctions/1591/panel-of-experts/reports"
        }
      ],
      "source_classes": [
        "UN Panel of Experts reports",
        "HRW reports",
        "AP/Reuters/WaPo reporting",
        "flight/logistics records",
        "arms-transfer evidence",
        "RSF atrocity chronology",
        "UAE official denials/right-of-reply"
      ],
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for reviewing UAE-linked allegations around RSF support, mercenary/contractor routes, logistics, arms flows, gold/resource networks and civilian-abuse consequences in Sudan. UAE denials and right-of-reply must be preserved.",
      "target_body": "AU, UN, parliamentary, sanctions, legal and human-rights review channels",
      "title": "UAE / RSF support, proxy-conflict and abuse-risk dossier"
    },
    {
      "action_objective": "Protect African workers and states by mapping labour-abuse risks, recruitment chains, employer accountability, consular protection, investment leverage, soft-power influence and right-of-response records.",
      "country": "Qatar / African migrant-worker and Africa-facing investment review",
      "critical_flags": [
        "worker identities must be protected",
        "requires right-of-reply and reform-status review",
        "do not expose survivor/worker details"
      ],
      "dossier_type": "labour_rights_soft_power_investment_review",
      "id": "ACTION-QATAR-LABOUR-SOFTPOWER-001",
      "risk_level": "high",
      "source_anchors": [
        {
          "evidence_use": "Current overview of migrant-worker vulnerability and rights restrictions.",
          "label": "Amnesty Qatar 2025 human-rights report",
          "type": "human_rights_report",
          "url": "https://www.amnesty.org/en/location/middle-east-and-north-africa/middle-east/qatar/report-qatar/"
        },
        {
          "evidence_use": "Detailed forced-labour and private-security worker abuse report.",
          "label": "Amnesty: 'They think that we're machines'",
          "type": "human_rights_report",
          "url": "https://www.amnesty.org/en/documents/mde22/5388/2022/en/"
        },
        {
          "evidence_use": "Historical labour reform gap and migrant-worker abuse context.",
          "label": "Amnesty USA: Promising Little, Delivering Less",
          "type": "human_rights_report",
          "url": "https://www.amnestyusa.org/reports/promising-little-delivering-less-qatar-and-migrant-labor-abuse-ahead-of-the-2022-football-world-cup/"
        }
      ],
      "source_classes": [
        "Amnesty/ILO/human-rights reports",
        "worker testimonies with redaction",
        "employment/recruitment records",
        "consular records",
        "company responses",
        "Qatar reform-status documents",
        "African state labour agreements"
      ],
      "status": "template_evidence_to_attach",
      "summary": "Evidence-gated dossier for labour rights, religious/soft-power influence, investment leverage and security diplomacy involving African states and African workers. It focuses on worker protection, recruitment chains, wage theft, coercion, reform gaps, religious/NGO influence and investment dependencies.",
      "target_body": "labour-rights, consular, parliamentary, AU, ILO and civil-society channels",
      "title": "Qatar / labour rights, religious-soft-power and investment leverage dossier"
    }
  ],
  "advisories": [],
  "advisory_targets": [
    {
      "delivery": [
        "executive brief",
        "clause-risk annex",
        "evidence manifest",
        "right-of-reply status"
      ],
      "guardrail": "Nonpartisan: same method and evidence rules for all parties and governments.",
      "label": "Parliamentary opposition / investigative committee",
      "purpose": "Provide source-linked risk briefs before votes, treaty renewals, budget reviews or inquiry hearings.",
      "target_type": "parliamentary_opposition_or_committee"
    },
    {
      "delivery": [
        "short visual brief",
        "radar widget",
        "missing-evidence list",
        "institutional reform questions"
      ],
      "guardrail": "No incitement or harassment. Focus on public-interest questions, documents and institutional correction.",
      "label": "Labor unions and student syndicates",
      "purpose": "Turn abstract sovereignty scores into workplace, campus, tuition, jobs, skills and local capability questions.",
      "target_type": "labor_union_student_union"
    },
    {
      "delivery": [
        "investment-risk advisory",
        "capability score",
        "contract red flags",
        "local ownership test"
      ],
      "guardrail": "Investment advice remains analytic, source-linked and not a substitute for regulated financial advice.",
      "label": "African sovereign wealth funds / public investors",
      "purpose": "Assess which sectors, countries, universities and companies build real African capabilities and which create dependency risk.",
      "target_type": "sovereign_wealth_or_public_investor"
    },
    {
      "delivery": [
        "embed widgets",
        "fact sheet",
        "source links",
        "methodology version"
      ],
      "guardrail": "Embeds must preserve attribution, method version and evidence status.",
      "label": "Journalists, researchers and public educators",
      "purpose": "Provide reusable spider charts, methodology snippets and verifiable claims for public education.",
      "target_type": "journalist_researcher_blogger"
    },
    {
      "delivery": [
        "localized brief",
        "safe reporting guide",
        "source-protection notes"
      ],
      "guardrail": "No exposure of witnesses, minors, victims, or life-threatening sources.",
      "label": "Community rapporteurs",
      "purpose": "Collect local evidence safely, report capability gaps, and translate findings into major African languages.",
      "target_type": "community_rapporteur"
    }
  ],
  "african_state_index": [
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Maurice",
      "evidence": 74,
      "iso": "MU",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe / Océan Indien",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 78,
      "stock_score": 78,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Seychelles",
      "evidence": 68,
      "iso": "SC",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Est / Océan Indien",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 74,
      "stock_score": 74,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Botswana",
      "evidence": 70,
      "iso": "BW",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 72,
      "stock_score": 72,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Cabo Verde",
      "evidence": 66,
      "iso": "CV",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 70,
      "stock_score": 70,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Namibie",
      "evidence": 65,
      "iso": "NA",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 66,
      "stock_score": 66,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Ghana",
      "evidence": 66,
      "iso": "GH",
      "momentum_correction": -1,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 62,
      "stock_score": 63,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": -2
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Maroc",
      "evidence": 67,
      "iso": "MA",
      "momentum_correction": 1,
      "people_capability": null,
      "region": "Afrique du Nord",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 63,
      "stock_score": 62,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "progression positive",
      "trend": 3
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Afrique du Sud",
      "evidence": 72,
      "iso": "ZA",
      "momentum_correction": -1,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 60,
      "stock_score": 61,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "régression",
      "trend": -3
    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
      },
      "country": "Sénégal",
      "evidence": 63,
      "iso": "SN",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 60,
      "stock_score": 60,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Rwanda",
      "evidence": 64,
      "iso": "RW",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 59,
      "stock_score": 59,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Tunisie",
      "evidence": 63,
      "iso": "TN",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique du Nord",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 56,
      "stock_score": 56,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Tanzanie",
      "evidence": 59,
      "iso": "TZ",
      "momentum_correction": 1,
      "people_capability": null,
      "region": "Afrique de l’Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 56,
      "stock_score": 55,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "progression positive",
      "trend": 4
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Égypte",
      "evidence": 66,
      "iso": "EG",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique du Nord",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 54,
      "stock_score": 54,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Algérie",
      "evidence": 64,
      "iso": "DZ",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique du Nord",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 53,
      "stock_score": 53,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Bénin",
      "evidence": 58,
      "iso": "BJ",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 52,
      "stock_score": 52,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Kenya",
      "evidence": 65,
      "iso": "KE",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 52,
      "stock_score": 52,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": -1
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Sao Tomé-et-Principe",
      "evidence": 53,
      "iso": "ST",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique centrale / Golfe de Guinée",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 51,
      "stock_score": 51,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Zambie",
      "evidence": 60,
      "iso": "ZM",
      "momentum_correction": 1,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 51,
      "stock_score": 50,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "progression positive",
      "trend": 4
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Côte d’Ivoire",
      "evidence": 59,
      "iso": "CI",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 50,
      "stock_score": 50,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Ouganda",
      "evidence": 60,
      "iso": "UG",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 49,
      "stock_score": 49,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Nigeria",
      "evidence": 68,
      "iso": "NG",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 48,
      "stock_score": 48,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Gabon",
      "evidence": 57,
      "iso": "GA",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique centrale",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 48,
      "stock_score": 48,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Malawi",
      "evidence": 55,
      "iso": "MW",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 48,
      "stock_score": 48,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Gambie",
      "evidence": 52,
      "iso": "GM",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Ouest",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 47,
      "stock_score": 47,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Lesotho",
      "evidence": 54,
      "iso": "LS",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 47,
      "stock_score": 47,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Angola",
      "evidence": 61,
      "iso": "AO",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique australe",
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    },
    {
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        "label": "Dépendance structurelle",
        "tone": "amber"
      },
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      "iso": "MZ",
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      "region": "Afrique australe",
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    },
    {
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        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Éthiopie",
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      "region": "Afrique de l’Est",
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    {
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        "label": "Dépendance structurelle",
        "tone": "amber"
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    {
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      },
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    {
      "class": {
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        "tone": "amber"
      },
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    {
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    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
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      "iso": "CG",
      "momentum_correction": 0,
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    },
    {
      "class": {
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        "tone": "amber"
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      "iso": "ZW",
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      "region": "Afrique australe",
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        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
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    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
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      },
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      "iso": "CM",
      "momentum_correction": -1,
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      "region": "Afrique centrale",
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      "trajectory_drivers": [
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      ],
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      "trend": -3
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
      },
      "country": "Guinée",
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      "region": "Afrique de l’Ouest",
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      "stock_score": 39,
      "trajectory_drivers": [
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      ],
      "trajectory_label": "progression positive",
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    {
      "class": {
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      "class": {
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        "données à compléter"
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    {
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      "iso": "BF",
      "momentum_correction": 9,
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        "capabilityRetention": 86,
        "localOwnership": 88,
        "recovery": 82,
        "stressNote": "Résistance à pression coordonnée et récupération territoriale à documenter secteur par secteur."
      },
      "score": 65,
      "stock_score": 48,
      "trajectory_drivers": [
        "suffisance alimentaire à documenter",
        "lois culturellement ancrées",
        "faible dépendance militaire extérieure",
        "entreprises populaires et emplois locaux"
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      "trajectory_label": "accélération souveraine",
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    },
    {
      "class": {
        "label": "Capacité partielle",
        "tone": "blue"
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      "region": "Afrique de l’Ouest / Sahel",
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      "resilience_profile": {
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        "localOwnership": 82,
        "recovery": 78,
        "stressNote": "Résistance à guerre hybride et recomposition sécuritaire."
      },
      "score": 62,
      "stock_score": 46,
      "trajectory_drivers": [
        "autonomie militaire croissante",
        "renégociation souveraine",
        "refondation institutionnelle"
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      "trajectory_label": "accélération souveraine",
      "trend": 25
    },
    {
      "class": {
        "label": "Dépendance structurelle",
        "tone": "amber"
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      "country": "Niger",
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      "iso": "NE",
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      "region": "Afrique de l’Ouest / Sahel",
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      "resilience_profile": {
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        "localOwnership": 79,
        "recovery": 70,
        "stressNote": "Pression militaire, énergétique et géopolitique; reprise de contrôle souverain à documenter."
      },
      "score": 58,
      "stock_score": 44,
      "trajectory_drivers": [
        "reprise contrôle ressources stratégiques",
        "réduction dépendance militaire",
        "souveraineté énergétique"
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    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
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      "country": "Burundi",
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      "iso": "BI",
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      "people_capability": null,
      "region": "Afrique de l’Est / Grands Lacs",
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      "resilience_profile": null,
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      "stock_score": 34,
      "trajectory_drivers": [
        "données à compléter"
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    },
    {
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        "label": "Vulnérabilité sévère",
        "tone": "red"
      },
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      "iso": "ER",
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      "region": "Afrique de l’Est / Corne",
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      "stock_score": 32,
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    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
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      "country": "Tchad",
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      "iso": "TD",
      "momentum_correction": 0,
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      "region": "Afrique centrale / Sahel",
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      "resilience_profile": null,
      "score": 31,
      "stock_score": 31,
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        "données à compléter"
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    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
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      "country": "Guinée équatoriale",
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      "iso": "GQ",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique centrale",
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      "resilience_profile": null,
      "score": 30,
      "stock_score": 30,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
      },
      "country": "Libye",
      "evidence": 56,
      "iso": "LY",
      "momentum_correction": -2,
      "people_capability": null,
      "region": "Afrique du Nord",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 26,
      "stock_score": 28,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "régression",
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    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
      },
      "country": "République centrafricaine",
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      "iso": "CF",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique centrale",
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      "score": 25,
      "stock_score": 25,
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      ],
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    },
    {
      "class": {
        "label": "Capture / effondrement fonctionnel",
        "tone": "red"
      },
      "country": "RDC",
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      "iso": "CD",
      "momentum_correction": -5,
      "people_capability": {
        "includedInStateScore": false,
        "label": "réserve civilisationnelle populaire non étatique",
        "note": "USK, CENA et les infrastructures kimbanguistes sont des capacités populaires réelles, mais hors score État lorsque l’État ne les finance, protège ni mobilise.",
        "score": 36
      },
      "region": "Afrique centrale / Grands Lacs",
      "resilience_bonus": 0,
      "resilience_profile": null,
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      "stock_score": 16,
      "trajectory_drivers": [
        "contrats majeurs étrangers",
        "infrastructures critiques étrangères",
        "santé/recherche négligées",
        "audit faible"
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      "trajectory_label": "effondrement étatique malgré réserve civilisationnelle",
      "trend": -14
    },
    {
      "class": {
        "label": "Vulnérabilité sévère",
        "tone": "red"
      },
      "country": "Somalie",
      "evidence": 48,
      "iso": "SO",
      "momentum_correction": 0,
      "people_capability": null,
      "region": "Afrique de l’Est / Corne",
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      "resilience_profile": null,
      "score": 23,
      "stock_score": 23,
      "trajectory_drivers": [
        "données à compléter"
      ],
      "trajectory_label": "stabilité / transition",
      "trend": 0
    },
    {
      "class": {
        "label": "Capture / effondrement fonctionnel",
        "tone": "red"
      },
      "country": "Soudan",
      "evidence": 58,
      "iso": "SD",
      "momentum_correction": -7,
      "people_capability": null,
      "region": "Afrique du Nord-Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 11,
      "stock_score": 18,
      "trajectory_drivers": [
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      "trajectory_label": "détérioration critique",
      "trend": -20
    },
    {
      "class": {
        "label": "Capture / effondrement fonctionnel",
        "tone": "red"
      },
      "country": "Soudan du Sud",
      "evidence": 50,
      "iso": "SS",
      "momentum_correction": -4,
      "people_capability": null,
      "region": "Afrique de l’Est",
      "resilience_bonus": 0,
      "resilience_profile": null,
      "score": 12,
      "stock_score": 16,
      "trajectory_drivers": [
        "données à compléter"
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      "trajectory_label": "détérioration critique",
      "trend": -12
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  ],
  "african_university_index": [
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      "audit": 58,
      "class": {
        "label": "forte utilité souveraine",
        "tone": "blue"
      },
      "computed_score": 79,
      "conventional": 34,
      "country": "RDC",
      "epistemic": 99,
      "evidence": 62,
      "gaps": [
        "indexation internationale",
        "preuves structurées",
        "données d’impact"
      ],
      "impact": 82,
      "innovation": 78,
      "name": "Université Simon Kimbangu",
      "openKnowledge": 78,
      "region": "Afrique centrale",
      "short": "USK",
      "sourceNeeds": [
        "revues USK/CENA",
        "programmes",
        "archives",
        "rapports d’impact",
        "publications"
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      "sovereignty": 97,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 98,
        "data_ai_cyber": 72,
        "education_epistemic": 96,
        "engineering_energy": 35,
        "health": 58,
        "industry_maintenance": 35,
        "law_governance": 74,
        "public_policy": 76
      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 59,
        "culture_civilization": 91,
        "cybersecurity": 42,
        "data_ai_cyber": 78,
        "decolonial_studies": 42,
        "education_epistemic": 90,
        "energy_transition": 42,
        "engineering_energy": 59,
        "health": 71,
        "industry_maintenance": 59,
        "language_cognitive_sovereignty": 42,
        "law_governance": 79,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
        "nanotech_materials": 42,
        "public_policy": 80,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Prépublication — fort bonus souveraineté/ATSS, preuves à lier",
      "strengths": [
        "Mandombe",
        "CENA",
        "épistémologie africaine",
        "archives",
        "capacité populaire"
      ],
      "top_specialties": [
        [
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          91
        ],
        [
          "education_epistemic",
          90
        ],
        [
          "public_policy",
          80
        ]
      ]
    },
    {
      "atss": 92,
      "audit": 52,
      "class": {
        "label": "forte utilité souveraine",
        "tone": "blue"
      },
      "computed_score": 78,
      "conventional": 22,
      "country": "RDC",
      "epistemic": 100,
      "evidence": 58,
      "gaps": [
        "statut institutionnel",
        "indexation",
        "preuves externes"
      ],
      "impact": 78,
      "innovation": 86,
      "name": "CENA / Centre Mandombe",
      "openKnowledge": 72,
      "region": "Afrique centrale",
      "short": "CENA",
      "sourceNeeds": [
        "catalogue innovations",
        "publications",
        "supports pédagogiques",
        "preuves d’adoption"
      ],
      "sovereignty": 99,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 100,
        "data_ai_cyber": 78,
        "education_epistemic": 98,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 76,
        "public_policy": 74
      },
      "specialty_summary": {
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        "climate_environment": 60,
        "culture_civilization": 92,
        "cybersecurity": 42,
        "data_ai_cyber": 81,
        "decolonial_studies": 42,
        "education_epistemic": 91,
        "energy_transition": 42,
        "engineering_energy": 60,
        "health": 60,
        "industry_maintenance": 60,
        "language_cognitive_sovereignty": 42,
        "law_governance": 80,
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        "mining_resource_governance": 42,
        "nanotech_materials": 42,
        "public_policy": 79,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Profil centre — hors université classique, stratégique",
      "strengths": [
        "Mandombe",
        "doctrine",
        "innovation cognitive",
        "formation",
        "civilisation"
      ],
      "top_specialties": [
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          "culture_civilization",
          92
        ],
        [
          "education_epistemic",
          91
        ],
        [
          "data_ai_cyber",
          81
        ]
      ]
    },
    {
      "atss": 70,
      "audit": 80,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 69,
      "conventional": 92,
      "country": "Afrique du Sud",
      "epistemic": 55,
      "evidence": 78,
      "gaps": [
        "dépendance prestige global",
        "épistémologie africaine"
      ],
      "impact": 74,
      "innovation": 76,
      "name": "University of Cape Town",
      "openKnowledge": 78,
      "region": "Afrique australe",
      "short": "UCT",
      "sourceNeeds": [
        "OpenAlex",
        "Crossref",
        "DataCite",
        "rapports d’impact"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 86,
        "culture_civilization": 35,
        "data_ai_cyber": 74,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 88,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 76
      },
      "specialty_summary": {
        "agriculture_food": 53,
        "biotech_genomics": 36,
        "climate_environment": 79,
        "culture_civilization": 53,
        "cybersecurity": 36,
        "data_ai_cyber": 73,
        "decolonial_studies": 36,
        "education_epistemic": 53,
        "energy_transition": 36,
        "engineering_energy": 53,
        "health": 80,
        "industry_maintenance": 53,
        "language_cognitive_sovereignty": 36,
        "law_governance": 53,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 74,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "status": "Prépublication — fort output, souveraineté épistémique à tester",
      "strengths": [
        "recherche",
        "santé",
        "climat",
        "données"
      ],
      "top_specialties": [
        [
          "health",
          80
        ],
        [
          "climate_environment",
          79
        ],
        [
          "public_policy",
          74
        ]
      ]
    },
    {
      "atss": 70,
      "audit": 78,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 68,
      "conventional": 89,
      "country": "Afrique du Sud",
      "epistemic": 54,
      "evidence": 76,
      "gaps": [
        "souveraineté épistémique",
        "ATSS continental"
      ],
      "impact": 72,
      "innovation": 74,
      "name": "University of the Witwatersrand",
      "openKnowledge": 75,
      "region": "Afrique australe",
      "short": "Wits",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "brevets",
        "partenariats africains"
      ],
      "sovereignty": 57,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 80,
        "health": 82,
        "industry_maintenance": 74,
        "law_governance": 66,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 35,
        "climate_environment": 53,
        "culture_civilization": 53,
        "cybersecurity": 35,
        "data_ai_cyber": 53,
        "decolonial_studies": 35,
        "education_epistemic": 53,
        "energy_transition": 35,
        "engineering_energy": 75,
        "health": 76,
        "industry_maintenance": 72,
        "language_cognitive_sovereignty": 35,
        "law_governance": 68,
        "manufacturing_robotics": 35,
        "mental_health_psychiatry": 35,
        "mining_resource_governance": 35,
        "nanotech_materials": 35,
        "public_policy": 53,
        "quantum_science": 35,
        "reparations_memory": 35,
        "space_satellite": 35
      },
      "status": "Prépublication — fort output, impact local à documenter",
      "strengths": [
        "médecine",
        "mines",
        "ingénierie",
        "recherche"
      ],
      "top_specialties": [
        [
          "health",
          76
        ],
        [
          "engineering_energy",
          75
        ],
        [
          "industry_maintenance",
          72
        ]
      ]
    },
    {
      "atss": 68,
      "audit": 78,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 66,
      "conventional": 88,
      "country": "Afrique du Sud",
      "epistemic": 52,
      "evidence": 76,
      "gaps": [
        "souveraineté épistémique",
        "impact populaire"
      ],
      "impact": 70,
      "innovation": 75,
      "name": "University of Pretoria",
      "openKnowledge": 72,
      "region": "Afrique australe",
      "short": "UP",
      "sourceNeeds": [
        "OpenAlex",
        "rapports d’impact",
        "brevets"
      ],
      "sovereignty": 55,
      "specialty_scores": {
        "agriculture_food": 84,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 78,
        "health": 76,
        "industry_maintenance": 35,
        "law_governance": 74,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 35,
        "climate_environment": 52,
        "culture_civilization": 52,
        "cybersecurity": 35,
        "data_ai_cyber": 52,
        "decolonial_studies": 35,
        "education_epistemic": 52,
        "energy_transition": 35,
        "engineering_energy": 74,
        "health": 73,
        "industry_maintenance": 52,
        "language_cognitive_sovereignty": 35,
        "law_governance": 72,
        "manufacturing_robotics": 35,
        "mental_health_psychiatry": 35,
        "mining_resource_governance": 35,
        "nanotech_materials": 35,
        "public_policy": 52,
        "quantum_science": 35,
        "reparations_memory": 35,
        "space_satellite": 35
      },
      "status": "Prépublication — output élevé, souveraineté à tester",
      "strengths": [
        "vétérinaire",
        "ingénierie",
        "droit",
        "agriculture"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          77
        ],
        [
          "engineering_energy",
          74
        ],
        [
          "health",
          73
        ]
      ]
    },
    {
      "atss": 68,
      "audit": 70,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 65,
      "conventional": 80,
      "country": "Afrique du Sud",
      "epistemic": 58,
      "evidence": 72,
      "gaps": [
        "preuve ATSS",
        "financement"
      ],
      "impact": 70,
      "innovation": 66,
      "name": "University of KwaZulu-Natal",
      "openKnowledge": 70,
      "region": "Afrique australe",
      "short": "UKZN",
      "sourceNeeds": [
        "OpenAlex",
        "rapports santé",
        "programmes"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 62,
        "data_ai_cyber": 35,
        "education_epistemic": 66,
        "engineering_energy": 35,
        "health": 84,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 70
      },
      "specialty_summary": {
        "agriculture_food": 51,
        "biotech_genomics": 34,
        "climate_environment": 51,
        "culture_civilization": 65,
        "cybersecurity": 34,
        "data_ai_cyber": 51,
        "decolonial_studies": 34,
        "education_epistemic": 67,
        "energy_transition": 34,
        "engineering_energy": 51,
        "health": 76,
        "industry_maintenance": 51,
        "language_cognitive_sovereignty": 34,
        "law_governance": 51,
        "manufacturing_robotics": 34,
        "mental_health_psychiatry": 34,
        "mining_resource_governance": 34,
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        "quantum_science": 34,
        "reparations_memory": 34,
        "space_satellite": 34
      },
      "status": "Prépublication — forte utilité santé régionale",
      "strengths": [
        "santé",
        "VIH",
        "sciences sociales",
        "région"
      ],
      "top_specialties": [
        [
          "health",
          76
        ],
        [
          "public_policy",
          69
        ],
        [
          "education_epistemic",
          67
        ]
      ]
    },
    {
      "atss": 68,
      "audit": 66,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 65,
      "conventional": 76,
      "country": "Ghana",
      "epistemic": 58,
      "evidence": 68,
      "gaps": [
        "ATSS rural",
        "souveraineté épistémique"
      ],
      "impact": 70,
      "innovation": 74,
      "name": "Kwame Nkrumah University of Science and Technology",
      "openKnowledge": 64,
      "region": "Afrique de l’Ouest",
      "short": "KNUST",
      "sourceNeeds": [
        "OpenAlex",
        "brevets",
        "prototypes",
        "rapports"
      ],
      "sovereignty": 62,
      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 82,
        "health": 70,
        "industry_maintenance": 78,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 35,
        "climate_environment": 52,
        "culture_civilization": 52,
        "cybersecurity": 35,
        "data_ai_cyber": 52,
        "decolonial_studies": 35,
        "education_epistemic": 52,
        "energy_transition": 35,
        "engineering_energy": 76,
        "health": 70,
        "industry_maintenance": 74,
        "language_cognitive_sovereignty": 35,
        "law_governance": 52,
        "manufacturing_robotics": 35,
        "mental_health_psychiatry": 35,
        "mining_resource_governance": 35,
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        "quantum_science": 35,
        "reparations_memory": 35,
        "space_satellite": 35
      },
      "status": "Prépublication — capacité technique forte",
      "strengths": [
        "ingénierie",
        "santé",
        "architecture",
        "innovation"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          76
        ],
        [
          "industry_maintenance",
          74
        ],
        [
          "health",
          70
        ]
      ]
    },
    {
      "atss": 68,
      "audit": 66,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 65,
      "conventional": 82,
      "country": "Nigeria",
      "epistemic": 62,
      "evidence": 70,
      "gaps": [
        "financement",
        "conversion en prototypes"
      ],
      "impact": 70,
      "innovation": 64,
      "name": "University of Ibadan",
      "openKnowledge": 66,
      "region": "Afrique de l’Ouest",
      "short": "UI",
      "sourceNeeds": [
        "OpenAlex",
        "AJOL",
        "rapports santé",
        "alumni"
      ],
      "sovereignty": 60,
      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 70,
        "engineering_energy": 35,
        "health": 80,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 74
      },
      "specialty_summary": {
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        "biotech_genomics": 34,
        "climate_environment": 51,
        "culture_civilization": 51,
        "cybersecurity": 34,
        "data_ai_cyber": 51,
        "decolonial_studies": 34,
        "education_epistemic": 69,
        "energy_transition": 34,
        "engineering_energy": 51,
        "health": 74,
        "industry_maintenance": 51,
        "language_cognitive_sovereignty": 34,
        "law_governance": 51,
        "manufacturing_robotics": 34,
        "mental_health_psychiatry": 34,
        "mining_resource_governance": 34,
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        "public_policy": 71,
        "quantum_science": 34,
        "reparations_memory": 34,
        "space_satellite": 34
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "agriculture",
        "sciences sociales",
        "recherche"
      ],
      "top_specialties": [
        [
          "health",
          74
        ],
        [
          "agriculture_food",
          72
        ],
        [
          "public_policy",
          71
        ]
      ]
    },
    {
      "atss": 72,
      "audit": 64,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 65,
      "conventional": 68,
      "country": "Maroc",
      "epistemic": 52,
      "evidence": 66,
      "gaps": [
        "dépendance capital/agenda",
        "épistémique"
      ],
      "impact": 70,
      "innovation": 82,
      "name": "Université Mohammed VI Polytechnique",
      "openKnowledge": 58,
      "region": "Afrique du Nord",
      "short": "UM6P",
      "sourceNeeds": [
        "brevets",
        "prototypes",
        "rapports ATSS"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 86,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 74,
        "education_epistemic": 35,
        "engineering_energy": 82,
        "health": 35,
        "industry_maintenance": 76,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 36,
        "climate_environment": 53,
        "culture_civilization": 53,
        "cybersecurity": 36,
        "data_ai_cyber": 73,
        "decolonial_studies": 36,
        "education_epistemic": 53,
        "energy_transition": 36,
        "engineering_energy": 77,
        "health": 53,
        "industry_maintenance": 74,
        "language_cognitive_sovereignty": 36,
        "law_governance": 53,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 53,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "status": "Prépublication — forte innovation, souveraineté à tester",
      "strengths": [
        "innovation",
        "agriculture",
        "énergie",
        "industrie"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          79
        ],
        [
          "engineering_energy",
          77
        ],
        [
          "industry_maintenance",
          74
        ]
      ]
    },
    {
      "atss": 66,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 64,
      "conventional": 68,
      "country": "Sénégal",
      "epistemic": 74,
      "evidence": 64,
      "gaps": [
        "innovation/outils",
        "données d’impact"
      ],
      "impact": 66,
      "innovation": 58,
      "name": "Université Cheikh Anta Diop",
      "openKnowledge": 63,
      "region": "Afrique de l’Ouest",
      "short": "UCAD",
      "sourceNeeds": [
        "AJOL",
        "OpenAlex",
        "archives",
        "rapports d’impact"
      ],
      "sovereignty": 70,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 84,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 72,
        "industry_maintenance": 35,
        "law_governance": 78,
        "public_policy": 72
      },
      "specialty_summary": {
        "agriculture_food": 50,
        "biotech_genomics": 32,
        "climate_environment": 50,
        "culture_civilization": 74,
        "cybersecurity": 32,
        "data_ai_cyber": 50,
        "decolonial_studies": 32,
        "education_epistemic": 50,
        "energy_transition": 32,
        "engineering_energy": 50,
        "health": 68,
        "industry_maintenance": 50,
        "language_cognitive_sovereignty": 32,
        "law_governance": 71,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 68,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — force épistémique et régionale",
      "strengths": [
        "sciences humaines africaines",
        "médecine",
        "droit",
        "région"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          74
        ],
        [
          "law_governance",
          71
        ],
        [
          "health",
          68
        ]
      ]
    },
    {
      "atss": 65,
      "audit": 78,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 63,
      "conventional": 85,
      "country": "Afrique du Sud",
      "epistemic": 42,
      "evidence": 74,
      "gaps": [
        "héritage institutionnel",
        "langues africaines",
        "souveraineté cognitive"
      ],
      "impact": 68,
      "innovation": 76,
      "name": "Stellenbosch University",
      "openKnowledge": 70,
      "region": "Afrique australe",
      "short": "SU",
      "sourceNeeds": [
        "OpenAlex",
        "brevets",
        "rapports transformation"
      ],
      "sovereignty": 48,
      "specialty_scores": {
        "agriculture_food": 86,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 78,
        "health": 70,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 77,
        "biotech_genomics": 34,
        "climate_environment": 51,
        "culture_civilization": 51,
        "cybersecurity": 34,
        "data_ai_cyber": 51,
        "decolonial_studies": 34,
        "education_epistemic": 51,
        "energy_transition": 34,
        "engineering_energy": 73,
        "health": 69,
        "industry_maintenance": 51,
        "language_cognitive_sovereignty": 34,
        "law_governance": 51,
        "manufacturing_robotics": 34,
        "mental_health_psychiatry": 34,
        "mining_resource_governance": 34,
        "nanotech_materials": 34,
        "public_policy": 51,
        "quantum_science": 34,
        "reparations_memory": 34,
        "space_satellite": 34
      },
      "status": "Prépublication — forte capacité technique, souveraineté à nuancer",
      "strengths": [
        "agriculture",
        "ingénierie",
        "santé",
        "innovation"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          77
        ],
        [
          "engineering_energy",
          73
        ],
        [
          "health",
          69
        ]
      ]
    },
    {
      "atss": 64,
      "audit": 66,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 63,
      "conventional": 82,
      "country": "Égypte",
      "epistemic": 55,
      "evidence": 72,
      "gaps": [
        "auditabilité",
        "liberté académique",
        "ATSS mesuré"
      ],
      "impact": 68,
      "innovation": 68,
      "name": "Cairo University",
      "openKnowledge": 62,
      "region": "Afrique du Nord",
      "short": "Cairo",
      "sourceNeeds": [
        "OpenAlex",
        "rapports nationaux",
        "archives institutionnelles"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 72,
        "health": 78,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 64
      },
      "specialty_summary": {
        "agriculture_food": 50,
        "biotech_genomics": 33,
        "climate_environment": 50,
        "culture_civilization": 50,
        "cybersecurity": 33,
        "data_ai_cyber": 50,
        "decolonial_studies": 33,
        "education_epistemic": 50,
        "energy_transition": 33,
        "engineering_energy": 69,
        "health": 72,
        "industry_maintenance": 50,
        "language_cognitive_sovereignty": 33,
        "law_governance": 50,
        "manufacturing_robotics": 33,
        "mental_health_psychiatry": 33,
        "mining_resource_governance": 33,
        "nanotech_materials": 33,
        "public_policy": 65,
        "quantum_science": 33,
        "reparations_memory": 33,
        "space_satellite": 33
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "ingénierie",
        "taille",
        "recherche"
      ],
      "top_specialties": [
        [
          "health",
          72
        ],
        [
          "engineering_energy",
          69
        ],
        [
          "public_policy",
          65
        ]
      ]
    },
    {
      "atss": 64,
      "audit": 66,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 62,
      "conventional": 74,
      "country": "Ghana",
      "epistemic": 60,
      "evidence": 66,
      "gaps": [
        "innovation brevetable",
        "ATSS adoption"
      ],
      "impact": 66,
      "innovation": 62,
      "name": "University of Ghana",
      "openKnowledge": 66,
      "region": "Afrique de l’Ouest",
      "short": "UG",
      "sourceNeeds": [
        "OpenAlex",
        "AJOL",
        "rapports",
        "outputs utiles"
      ],
      "sovereignty": 60,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 66,
        "engineering_energy": 35,
        "health": 72,
        "industry_maintenance": 35,
        "law_governance": 72,
        "public_policy": 74
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 49,
        "decolonial_studies": 32,
        "education_epistemic": 65,
        "energy_transition": 32,
        "engineering_energy": 49,
        "health": 68,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 32,
        "law_governance": 68,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 69,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "santé",
        "sciences sociales",
        "politique publique",
        "diaspora"
      ],
      "top_specialties": [
        [
          "public_policy",
          69
        ],
        [
          "health",
          68
        ],
        [
          "law_governance",
          68
        ]
      ]
    },
    {
      "atss": 70,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 62,
      "conventional": 58,
      "country": "Tanzanie",
      "epistemic": 60,
      "evidence": 62,
      "gaps": [
        "open knowledge",
        "brevets"
      ],
      "impact": 70,
      "innovation": 58,
      "name": "Sokoine University of Agriculture",
      "openKnowledge": 54,
      "region": "Afrique de l’Est",
      "short": "SUA",
      "sourceNeeds": [
        "rapports agricoles",
        "extension",
        "adoption"
      ],
      "sovereignty": 68,
      "specialty_scores": {
        "agriculture_food": 88,
        "climate_environment": 66,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 58,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 77,
        "biotech_genomics": 33,
        "climate_environment": 66,
        "culture_civilization": 51,
        "cybersecurity": 33,
        "data_ai_cyber": 51,
        "decolonial_studies": 33,
        "education_epistemic": 51,
        "energy_transition": 33,
        "engineering_energy": 51,
        "health": 51,
        "industry_maintenance": 62,
        "language_cognitive_sovereignty": 33,
        "law_governance": 51,
        "manufacturing_robotics": 33,
        "mental_health_psychiatry": 33,
        "mining_resource_governance": 33,
        "nanotech_materials": 33,
        "public_policy": 51,
        "quantum_science": 33,
        "reparations_memory": 33,
        "space_satellite": 33
      },
      "status": "Prépublication — forte utilité alimentaire",
      "strengths": [
        "agriculture",
        "sécurité alimentaire",
        "vétérinaire",
        "rural"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          77
        ],
        [
          "climate_environment",
          66
        ],
        [
          "industry_maintenance",
          62
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 62,
      "conventional": 64,
      "country": "United States / African diaspora",
      "epistemic": 76,
      "evidence": 62,
      "gaps": [
        "Africa-facing capability evidence",
        "patent/prototype mapping"
      ],
      "impact": 62,
      "innovation": 54,
      "name": "Howard University",
      "openKnowledge": 58,
      "region": "HBCU / diaspora",
      "short": "Howard",
      "sourceNeeds": [
        "official programs",
        "faculty publications",
        "medical/law outputs",
        "Africa partnerships"
      ],
      "sovereignty": 68,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 82,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 70,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 78,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 60,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 76,
        "quantum_science": 36,
        "reparations_memory": 76,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 48,
        "biotech_genomics": 48,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 48,
        "data_ai_cyber": 48,
        "decolonial_studies": 71,
        "education_epistemic": 48,
        "energy_transition": 48,
        "engineering_energy": 48,
        "health": 65,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 48,
        "law_governance": 69,
        "manufacturing_robotics": 48,
        "mental_health_psychiatry": 60,
        "mining_resource_governance": 48,
        "nanotech_materials": 48,
        "public_policy": 68,
        "quantum_science": 48,
        "reparations_memory": 68,
        "space_satellite": 48
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "medicine",
        "law",
        "Black Studies",
        "public leadership"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          71
        ],
        [
          "law_governance",
          69
        ],
        [
          "public_policy",
          68
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 76,
      "country": "Nigeria",
      "epistemic": 54,
      "evidence": 66,
      "gaps": [
        "ATSS national",
        "auditabilité"
      ],
      "impact": 64,
      "innovation": 70,
      "name": "University of Lagos",
      "openKnowledge": 62,
      "region": "Afrique de l’Ouest",
      "short": "UNILAG",
      "sourceNeeds": [
        "incubateurs",
        "OpenAlex",
        "rapports alumni"
      ],
      "sovereignty": 56,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 76,
        "education_epistemic": 35,
        "engineering_energy": 68,
        "health": 35,
        "industry_maintenance": 62,
        "law_governance": 70,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 70,
        "decolonial_studies": 32,
        "education_epistemic": 49,
        "energy_transition": 32,
        "engineering_energy": 66,
        "health": 49,
        "industry_maintenance": 63,
        "language_cognitive_sovereignty": 32,
        "law_governance": 67,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 49,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "technologie",
        "entrepreneuriat",
        "droit",
        "ville"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          70
        ],
        [
          "law_governance",
          67
        ],
        [
          "engineering_energy",
          66
        ]
      ]
    },
    {
      "atss": 64,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 52,
      "country": "Burkina Faso",
      "epistemic": 78,
      "evidence": 58,
      "gaps": [
        "preuves récentes",
        "infrastructure",
        "sécurité"
      ],
      "impact": 64,
      "innovation": 56,
      "name": "Université Joseph Ki-Zerbo",
      "openKnowledge": 52,
      "region": "Afrique de l’Ouest / Sahel",
      "short": "UJKZ",
      "sourceNeeds": [
        "rapports nationaux",
        "programmes",
        "publications",
        "adoption"
      ],
      "sovereignty": 76,
      "specialty_scores": {
        "agriculture_food": 60,
        "climate_environment": 35,
        "culture_civilization": 82,
        "data_ai_cyber": 35,
        "education_epistemic": 80,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 72,
        "public_policy": 70
      },
      "specialty_summary": {
        "agriculture_food": 61,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 72,
        "cybersecurity": 32,
        "data_ai_cyber": 49,
        "decolonial_studies": 32,
        "education_epistemic": 72,
        "energy_transition": 32,
        "engineering_energy": 49,
        "health": 49,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 32,
        "law_governance": 68,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 66,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — trajectoire souveraine à documenter",
      "strengths": [
        "souveraineté culturelle",
        "formation",
        "Sahel",
        "droit"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          72
        ],
        [
          "culture_civilization",
          72
        ],
        [
          "law_governance",
          68
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 64,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 78,
      "country": "Égypte",
      "epistemic": 52,
      "evidence": 70,
      "gaps": [
        "auditabilité",
        "données ATSS"
      ],
      "impact": 66,
      "innovation": 64,
      "name": "Ain Shams University",
      "openKnowledge": 58,
      "region": "Afrique du Nord",
      "short": "AinShams",
      "sourceNeeds": [
        "OpenAlex",
        "rapports santé",
        "programmes"
      ],
      "sovereignty": 56,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 62,
        "engineering_energy": 68,
        "health": 76,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 49,
        "decolonial_studies": 32,
        "education_epistemic": 63,
        "energy_transition": 32,
        "engineering_energy": 66,
        "health": 70,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 32,
        "law_governance": 49,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 49,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "ingénierie",
        "éducation",
        "taille"
      ],
      "top_specialties": [
        [
          "health",
          70
        ],
        [
          "engineering_energy",
          66
        ],
        [
          "education_epistemic",
          63
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 64,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 72,
      "country": "Tunisie",
      "epistemic": 58,
      "evidence": 66,
      "gaps": [
        "dette/contexte",
        "ATSS"
      ],
      "impact": 64,
      "innovation": 66,
      "name": "Université de Tunis El Manar",
      "openKnowledge": 60,
      "region": "Afrique du Nord",
      "short": "UTM",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "brevets"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 66,
        "education_epistemic": 35,
        "engineering_energy": 72,
        "health": 74,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 65,
        "decolonial_studies": 32,
        "education_epistemic": 49,
        "energy_transition": 32,
        "engineering_energy": 68,
        "health": 69,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 32,
        "law_governance": 49,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 49,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "ingénierie",
        "sciences",
        "recherche"
      ],
      "top_specialties": [
        [
          "health",
          69
        ],
        [
          "engineering_energy",
          68
        ],
        [
          "data_ai_cyber",
          65
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 74,
      "country": "Éthiopie",
      "epistemic": 64,
      "evidence": 66,
      "gaps": [
        "conflits",
        "preuves ATSS",
        "audit"
      ],
      "impact": 64,
      "innovation": 58,
      "name": "Addis Ababa University",
      "openKnowledge": 62,
      "region": "Afrique de l’Est",
      "short": "AAU",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 68,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 68,
        "engineering_energy": 35,
        "health": 70,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 76
      },
      "specialty_summary": {
        "agriculture_food": 65,
        "biotech_genomics": 31,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 31,
        "data_ai_cyber": 49,
        "decolonial_studies": 31,
        "education_epistemic": 65,
        "energy_transition": 31,
        "engineering_energy": 49,
        "health": 66,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 31,
        "law_governance": 49,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 69,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "politique publique",
        "santé",
        "agriculture",
        "formation"
      ],
      "top_specialties": [
        [
          "public_policy",
          69
        ],
        [
          "health",
          66
        ],
        [
          "agriculture_food",
          65
        ]
      ]
    },
    {
      "atss": 64,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 68,
      "country": "Tanzanie",
      "epistemic": 66,
      "evidence": 64,
      "gaps": [
        "innovation brevetable",
        "open data"
      ],
      "impact": 66,
      "innovation": 56,
      "name": "University of Dar es Salaam",
      "openKnowledge": 58,
      "region": "Afrique de l’Est",
      "short": "UDSM",
      "sourceNeeds": [
        "OpenAlex",
        "programmes",
        "rapports"
      ],
      "sovereignty": 66,
      "specialty_scores": {
        "agriculture_food": 62,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 72,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 72,
        "public_policy": 70
      },
      "specialty_summary": {
        "agriculture_food": 63,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 49,
        "decolonial_studies": 32,
        "education_epistemic": 68,
        "energy_transition": 32,
        "engineering_energy": 49,
        "health": 49,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 32,
        "law_governance": 68,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 67,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "formation",
        "droit",
        "sciences",
        "Afrique de l’Est"
      ],
      "top_specialties": [
        [
          "law_governance",
          68
        ],
        [
          "education_epistemic",
          68
        ],
        [
          "public_policy",
          67
        ]
      ]
    },
    {
      "atss": 66,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 68,
      "country": "Kenya",
      "epistemic": 52,
      "evidence": 64,
      "gaps": [
        "données ATSS",
        "propriété locale"
      ],
      "impact": 66,
      "innovation": 72,
      "name": "Jomo Kenyatta University of Agriculture and Technology",
      "openKnowledge": 58,
      "region": "Afrique de l’Est",
      "short": "JKUAT",
      "sourceNeeds": [
        "brevets",
        "incubateurs",
        "OpenAlex"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 78,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 76,
        "education_epistemic": 35,
        "engineering_energy": 72,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 72,
        "biotech_genomics": 33,
        "climate_environment": 51,
        "culture_civilization": 51,
        "cybersecurity": 33,
        "data_ai_cyber": 71,
        "decolonial_studies": 33,
        "education_epistemic": 51,
        "energy_transition": 33,
        "engineering_energy": 69,
        "health": 51,
        "industry_maintenance": 51,
        "language_cognitive_sovereignty": 33,
        "law_governance": 51,
        "manufacturing_robotics": 33,
        "mental_health_psychiatry": 33,
        "mining_resource_governance": 33,
        "nanotech_materials": 33,
        "public_policy": 51,
        "quantum_science": 33,
        "reparations_memory": 33,
        "space_satellite": 33
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "agriculture",
        "technologie",
        "ingénierie",
        "ICT"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          72
        ],
        [
          "data_ai_cyber",
          71
        ],
        [
          "engineering_energy",
          69
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 66,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 66,
      "country": "Maurice",
      "epistemic": 60,
      "evidence": 66,
      "gaps": [
        "échelle",
        "impact continental"
      ],
      "impact": 62,
      "innovation": 62,
      "name": "University of Mauritius",
      "openKnowledge": 64,
      "region": "Afrique australe / Océan Indien",
      "short": "UoM",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 70,
        "culture_civilization": 35,
        "data_ai_cyber": 68,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 64
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 31,
        "climate_environment": 66,
        "culture_civilization": 49,
        "cybersecurity": 31,
        "data_ai_cyber": 65,
        "decolonial_studies": 31,
        "education_epistemic": 49,
        "energy_transition": 31,
        "engineering_energy": 49,
        "health": 49,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 31,
        "law_governance": 49,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 63,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "formation",
        "économie insulaire",
        "ICT",
        "environnement"
      ],
      "top_specialties": [
        [
          "climate_environment",
          66
        ],
        [
          "data_ai_cyber",
          65
        ],
        [
          "public_policy",
          63
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 61,
      "conventional": 66,
      "country": "Morocco",
      "epistemic": 58,
      "evidence": 62,
      "gaps": [
        "continental transfer",
        "funding/ownership context"
      ],
      "impact": 62,
      "innovation": 70,
      "name": "Université Mohammed VI Polytechnique",
      "openKnowledge": 58,
      "region": "North Africa",
      "short": "UM6P",
      "sourceNeeds": [
        "official programs",
        "patents",
        "research centers"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 72,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 70,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 78,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 68,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 68,
        "nanotech_materials": 76,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 67,
        "biotech_genomics": 49,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 49,
        "data_ai_cyber": 66,
        "decolonial_studies": 49,
        "education_epistemic": 49,
        "energy_transition": 70,
        "engineering_energy": 49,
        "health": 49,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 49,
        "law_governance": 49,
        "manufacturing_robotics": 65,
        "mental_health_psychiatry": 49,
        "mining_resource_governance": 65,
        "nanotech_materials": 69,
        "public_policy": 49,
        "quantum_science": 49,
        "reparations_memory": 49,
        "space_satellite": 49
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "energy",
        "materials",
        "AI",
        "agriculture",
        "industry"
      ],
      "top_specialties": [
        [
          "energy_transition",
          70
        ],
        [
          "nanotech_materials",
          69
        ],
        [
          "agriculture_food",
          67
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 68,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 60,
      "conventional": 70,
      "country": "Afrique du Sud",
      "epistemic": 60,
      "evidence": 66,
      "gaps": [
        "petite taille",
        "innovation limitée"
      ],
      "impact": 62,
      "innovation": 58,
      "name": "Rhodes University",
      "openKnowledge": 66,
      "region": "Afrique australe",
      "short": "Rhodes",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 55,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 58,
        "culture_civilization": 70,
        "data_ai_cyber": 35,
        "education_epistemic": 68,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 66
      },
      "specialty_summary": {
        "agriculture_food": 48,
        "biotech_genomics": 30,
        "climate_environment": 59,
        "culture_civilization": 65,
        "cybersecurity": 30,
        "data_ai_cyber": 48,
        "decolonial_studies": 30,
        "education_epistemic": 64,
        "energy_transition": 30,
        "engineering_energy": 48,
        "health": 48,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 30,
        "law_governance": 48,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
        "nanotech_materials": 30,
        "public_policy": 63,
        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "journalisme",
        "humanités",
        "sciences",
        "formation"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          65
        ],
        [
          "education_epistemic",
          64
        ],
        [
          "public_policy",
          63
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 60,
      "conventional": 70,
      "country": "Nigeria",
      "epistemic": 58,
      "evidence": 64,
      "gaps": [
        "sécurité régionale",
        "preuves innovation"
      ],
      "impact": 64,
      "innovation": 60,
      "name": "Ahmadu Bello University",
      "openKnowledge": 58,
      "region": "Afrique de l’Ouest",
      "short": "ABU",
      "sourceNeeds": [
        "programmes",
        "rapports agricoles",
        "OpenAlex"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 78,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 62,
        "engineering_energy": 35,
        "health": 60,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 66
      },
      "specialty_summary": {
        "agriculture_food": 70,
        "biotech_genomics": 31,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 31,
        "data_ai_cyber": 48,
        "decolonial_studies": 31,
        "education_epistemic": 62,
        "energy_transition": 31,
        "engineering_energy": 48,
        "health": 61,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 31,
        "law_governance": 48,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 64,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "agriculture",
        "vétérinaire",
        "Nord Nigeria",
        "administration"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          70
        ],
        [
          "public_policy",
          64
        ],
        [
          "education_epistemic",
          62
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 60,
      "conventional": 70,
      "country": "Nigeria",
      "epistemic": 60,
      "evidence": 64,
      "gaps": [
        "impact mesuré",
        "innovation"
      ],
      "impact": 62,
      "innovation": 60,
      "name": "Obafemi Awolowo University",
      "openKnowledge": 60,
      "region": "Afrique de l’Ouest",
      "short": "OAU",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 66,
        "data_ai_cyber": 35,
        "education_epistemic": 66,
        "engineering_energy": 35,
        "health": 70,
        "industry_maintenance": 35,
        "law_governance": 70,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 48,
        "biotech_genomics": 30,
        "climate_environment": 48,
        "culture_civilization": 63,
        "cybersecurity": 30,
        "data_ai_cyber": 48,
        "decolonial_studies": 30,
        "education_epistemic": 63,
        "energy_transition": 30,
        "engineering_energy": 48,
        "health": 65,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 30,
        "law_governance": 65,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
        "nanotech_materials": 30,
        "public_policy": 48,
        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "droit",
        "architecture",
        "humanités"
      ],
      "top_specialties": [
        [
          "health",
          65
        ],
        [
          "law_governance",
          65
        ],
        [
          "education_epistemic",
          63
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 64,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 60,
      "conventional": 70,
      "country": "Maroc",
      "epistemic": 55,
      "evidence": 66,
      "gaps": [
        "impact Afrique subsaharienne",
        "souveraineté épistémique"
      ],
      "impact": 62,
      "innovation": 68,
      "name": "Université Mohammed V",
      "openKnowledge": 58,
      "region": "Afrique du Nord",
      "short": "UM5",
      "sourceNeeds": [
        "brevets",
        "OpenAlex",
        "rapports partenariats"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 68,
        "education_epistemic": 35,
        "engineering_energy": 72,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 66,
        "public_policy": 64
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 31,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 31,
        "data_ai_cyber": 65,
        "decolonial_studies": 31,
        "education_epistemic": 49,
        "energy_transition": 31,
        "engineering_energy": 67,
        "health": 49,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 31,
        "law_governance": 64,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 63,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "ingénierie",
        "sciences",
        "administration",
        "innovation"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          67
        ],
        [
          "data_ai_cyber",
          65
        ],
        [
          "law_governance",
          64
        ]
      ]
    },
    {
      "atss": 66,
      "audit": 46,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 59,
      "conventional": 42,
      "country": "Burkina Faso",
      "epistemic": 70,
      "evidence": 54,
      "gaps": [
        "preuves ATSS",
        "infrastructure"
      ],
      "impact": 62,
      "innovation": 58,
      "name": "Université Nazi Boni",
      "openKnowledge": 46,
      "region": "Afrique de l’Ouest / Sahel",
      "short": "UNB",
      "sourceNeeds": [
        "rapports agricoles",
        "programmes",
        "prototypes"
      ],
      "sovereignty": 74,
      "specialty_scores": {
        "agriculture_food": 76,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 62,
        "health": 66,
        "industry_maintenance": 60,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 70,
        "biotech_genomics": 32,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 32,
        "data_ai_cyber": 49,
        "decolonial_studies": 32,
        "education_epistemic": 49,
        "energy_transition": 32,
        "engineering_energy": 63,
        "health": 65,
        "industry_maintenance": 62,
        "language_cognitive_sovereignty": 32,
        "law_governance": 49,
        "manufacturing_robotics": 32,
        "mental_health_psychiatry": 32,
        "mining_resource_governance": 32,
        "nanotech_materials": 32,
        "public_policy": 49,
        "quantum_science": 32,
        "reparations_memory": 32,
        "space_satellite": 32
      },
      "status": "Prépublication — utile pour souveraineté productive",
      "strengths": [
        "sciences appliquées",
        "agriculture",
        "santé",
        "Bobo-Dioulasso"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          70
        ],
        [
          "health",
          65
        ],
        [
          "engineering_energy",
          63
        ]
      ]
    },
    {
      "atss": 64,
      "audit": 48,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 59,
      "conventional": 48,
      "country": "Mali",
      "epistemic": 68,
      "evidence": 56,
      "gaps": [
        "preuves impact",
        "sécurité",
        "infrastructures"
      ],
      "impact": 64,
      "innovation": 56,
      "name": "Université des Sciences, des Techniques et des Technologies de Bamako",
      "openKnowledge": 48,
      "region": "Afrique de l’Ouest / Sahel",
      "short": "USTTB",
      "sourceNeeds": [
        "programmes",
        "rapports santé",
        "publications"
      ],
      "sovereignty": 72,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 58,
        "education_epistemic": 66,
        "engineering_energy": 62,
        "health": 76,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 31,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 31,
        "data_ai_cyber": 60,
        "decolonial_studies": 31,
        "education_epistemic": 64,
        "energy_transition": 31,
        "engineering_energy": 62,
        "health": 69,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 31,
        "law_governance": 49,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 49,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — trajectoire souveraine malienne",
      "strengths": [
        "santé",
        "sciences",
        "technologies",
        "Sahel"
      ],
      "top_specialties": [
        [
          "health",
          69
        ],
        [
          "education_epistemic",
          64
        ],
        [
          "engineering_energy",
          62
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 62,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 59,
      "conventional": 68,
      "country": "Maroc",
      "epistemic": 52,
      "evidence": 64,
      "gaps": [
        "preuve ATSS",
        "orientation africaine"
      ],
      "impact": 62,
      "innovation": 68,
      "name": "Université Hassan II de Casablanca",
      "openKnowledge": 56,
      "region": "Afrique du Nord",
      "short": "UH2C",
      "sourceNeeds": [
        "OpenAlex",
        "brevets",
        "rapports"
      ],
      "sovereignty": 56,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 66,
        "education_epistemic": 35,
        "engineering_energy": 70,
        "health": 64,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 49,
        "biotech_genomics": 31,
        "climate_environment": 49,
        "culture_civilization": 49,
        "cybersecurity": 31,
        "data_ai_cyber": 64,
        "decolonial_studies": 31,
        "education_epistemic": 49,
        "energy_transition": 31,
        "engineering_energy": 66,
        "health": 63,
        "industry_maintenance": 49,
        "language_cognitive_sovereignty": 31,
        "law_governance": 49,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
        "nanotech_materials": 31,
        "public_policy": 49,
        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "ville",
        "sciences",
        "ingénierie",
        "santé"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          66
        ],
        [
          "data_ai_cyber",
          64
        ],
        [
          "health",
          63
        ]
      ]
    },
    {
      "atss": 56,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 59,
      "conventional": 72,
      "country": "Égypte",
      "epistemic": 78,
      "evidence": 64,
      "gaps": [
        "science appliquée",
        "innovation"
      ],
      "impact": 60,
      "innovation": 44,
      "name": "Al-Azhar University",
      "openKnowledge": 54,
      "region": "Afrique du Nord",
      "short": "Azhar",
      "sourceNeeds": [
        "archives",
        "curricula",
        "publications"
      ],
      "sovereignty": 66,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 88,
        "data_ai_cyber": 35,
        "education_epistemic": 78,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 60,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 46,
        "biotech_genomics": 28,
        "climate_environment": 46,
        "culture_civilization": 72,
        "cybersecurity": 28,
        "data_ai_cyber": 46,
        "decolonial_studies": 28,
        "education_epistemic": 67,
        "energy_transition": 28,
        "engineering_energy": 46,
        "health": 46,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 28,
        "law_governance": 58,
        "manufacturing_robotics": 28,
        "mental_health_psychiatry": 28,
        "mining_resource_governance": 28,
        "nanotech_materials": 28,
        "public_policy": 46,
        "quantum_science": 28,
        "reparations_memory": 28,
        "space_satellite": 28
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "civilisation",
        "théologie",
        "langues",
        "formation"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          72
        ],
        [
          "education_epistemic",
          67
        ],
        [
          "law_governance",
          58
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 62,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
      "conventional": 78,
      "country": "Nigeria",
      "epistemic": 46,
      "evidence": 62,
      "gaps": [
        "prestige quantitatif",
        "souveraineté épistémique faible"
      ],
      "impact": 60,
      "innovation": 72,
      "name": "Covenant University",
      "openKnowledge": 58,
      "region": "Afrique de l’Ouest",
      "short": "Covenant",
      "sourceNeeds": [
        "OpenAlex",
        "brevets",
        "startups",
        "rapports"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 78,
        "education_epistemic": 35,
        "engineering_energy": 70,
        "health": 35,
        "industry_maintenance": 66,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 48,
        "biotech_genomics": 30,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 30,
        "data_ai_cyber": 69,
        "decolonial_studies": 30,
        "education_epistemic": 48,
        "energy_transition": 30,
        "engineering_energy": 65,
        "health": 48,
        "industry_maintenance": 63,
        "language_cognitive_sovereignty": 30,
        "law_governance": 48,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
        "nanotech_materials": 30,
        "public_policy": 48,
        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "ingénierie",
        "ICT",
        "entrepreneuriat",
        "privé"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          69
        ],
        [
          "engineering_energy",
          65
        ],
        [
          "industry_maintenance",
          63
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
      "conventional": 58,
      "country": "Sénégal",
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      "evidence": 58,
      "gaps": [
        "taille",
        "innovation",
        "preuves"
      ],
      "impact": 58,
      "innovation": 54,
      "name": "Université Gaston Berger",
      "openKnowledge": 54,
      "region": "Afrique de l’Ouest",
      "short": "UGB",
      "sourceNeeds": [
        "programmes",
        "rapports",
        "OpenAlex"
      ],
      "sovereignty": 66,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 72,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 64,
        "public_policy": 62
      },
      "specialty_summary": {
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        "biotech_genomics": 29,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 29,
        "data_ai_cyber": 46,
        "decolonial_studies": 29,
        "education_epistemic": 65,
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        "engineering_energy": 46,
        "health": 46,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 29,
        "law_governance": 61,
        "manufacturing_robotics": 29,
        "mental_health_psychiatry": 29,
        "mining_resource_governance": 29,
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        "quantum_science": 29,
        "reparations_memory": 29,
        "space_satellite": 29
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "formation",
        "sciences sociales",
        "région",
        "recherche"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          65
        ],
        [
          "law_governance",
          61
        ],
        [
          "public_policy",
          60
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
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      "country": "Maroc",
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      "evidence": 62,
      "gaps": [
        "impact continental",
        "open knowledge"
      ],
      "impact": 60,
      "innovation": 66,
      "name": "Université Cadi Ayyad",
      "openKnowledge": 54,
      "region": "Afrique du Nord",
      "short": "UCA",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "brevets"
      ],
      "sovereignty": 56,
      "specialty_scores": {
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        "climate_environment": 68,
        "culture_civilization": 35,
        "data_ai_cyber": 62,
        "education_epistemic": 35,
        "engineering_energy": 70,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 31,
        "climate_environment": 64,
        "culture_civilization": 48,
        "cybersecurity": 31,
        "data_ai_cyber": 62,
        "decolonial_studies": 31,
        "education_epistemic": 48,
        "energy_transition": 31,
        "engineering_energy": 66,
        "health": 48,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 31,
        "law_governance": 48,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
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        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "sciences",
        "énergie",
        "Marrakech",
        "innovation"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          66
        ],
        [
          "climate_environment",
          64
        ],
        [
          "data_ai_cyber",
          62
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 62,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
      "conventional": 74,
      "country": "Égypte",
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      "evidence": 68,
      "gaps": [
        "impact mesuré",
        "souveraineté"
      ],
      "impact": 64,
      "innovation": 62,
      "name": "Alexandria University",
      "openKnowledge": 56,
      "region": "Afrique du Nord",
      "short": "AlexU",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "partenariats"
      ],
      "sovereignty": 55,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 72,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 66,
        "health": 70,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 31,
        "climate_environment": 67,
        "culture_civilization": 48,
        "cybersecurity": 31,
        "data_ai_cyber": 48,
        "decolonial_studies": 31,
        "education_epistemic": 48,
        "energy_transition": 31,
        "engineering_energy": 64,
        "health": 66,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 31,
        "law_governance": 48,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
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        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "médecine",
        "sciences marines",
        "ingénierie"
      ],
      "top_specialties": [
        [
          "climate_environment",
          67
        ],
        [
          "health",
          66
        ],
        [
          "engineering_energy",
          64
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 60,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
      "conventional": 60,
      "country": "Namibie",
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      "evidence": 62,
      "gaps": [
        "preuves innovation",
        "open data"
      ],
      "impact": 62,
      "innovation": 58,
      "name": "University of Namibia",
      "openKnowledge": 56,
      "region": "Afrique australe",
      "short": "UNAM",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 64,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 70,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 64,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 62
      },
      "specialty_summary": {
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        "biotech_genomics": 31,
        "climate_environment": 66,
        "culture_civilization": 48,
        "cybersecurity": 31,
        "data_ai_cyber": 48,
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        "education_epistemic": 48,
        "energy_transition": 31,
        "engineering_energy": 63,
        "health": 48,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 31,
        "law_governance": 48,
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        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
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        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "formation nationale",
        "ressources",
        "environnement"
      ],
      "top_specialties": [
        [
          "climate_environment",
          66
        ],
        [
          "engineering_energy",
          63
        ],
        [
          "public_policy",
          62
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 58,
      "conventional": 66,
      "country": "United States / African diaspora",
      "epistemic": 60,
      "evidence": 60,
      "gaps": [
        "Africa-facing partnerships",
        "sovereign tech transfer"
      ],
      "impact": 60,
      "innovation": 62,
      "name": "North Carolina A&T State University",
      "openKnowledge": 52,
      "region": "HBCU / diaspora",
      "short": "NC A&T",
      "sourceNeeds": [
        "official research",
        "engineering centers",
        "patents",
        "industry output"
      ],
      "sovereignty": 56,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 64,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 66,
        "engineering_energy": 76,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 70,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 48,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 62,
        "data_ai_cyber": 48,
        "decolonial_studies": 48,
        "education_epistemic": 48,
        "energy_transition": 63,
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        "health": 48,
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        "language_cognitive_sovereignty": 48,
        "law_governance": 48,
        "manufacturing_robotics": 65,
        "mental_health_psychiatry": 48,
        "mining_resource_governance": 48,
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        "quantum_science": 48,
        "reparations_memory": 48,
        "space_satellite": 48
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "engineering",
        "agriculture",
        "applied research"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          68
        ],
        [
          "agriculture_food",
          65
        ],
        [
          "manufacturing_robotics",
          65
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 46,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 44,
      "country": "Niger",
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      "evidence": 54,
      "gaps": [
        "preuves impact",
        "infrastructure",
        "sécurité"
      ],
      "impact": 60,
      "innovation": 50,
      "name": "Université Abdou Moumouni",
      "openKnowledge": 45,
      "region": "Afrique de l’Ouest / Sahel",
      "short": "UAM",
      "sourceNeeds": [
        "programmes",
        "rapports ressources",
        "publications"
      ],
      "sovereignty": 72,
      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 70,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 64,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 62
      },
      "specialty_summary": {
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        "biotech_genomics": 30,
        "climate_environment": 47,
        "culture_civilization": 65,
        "cybersecurity": 30,
        "data_ai_cyber": 47,
        "decolonial_studies": 30,
        "education_epistemic": 47,
        "energy_transition": 30,
        "engineering_energy": 62,
        "health": 47,
        "industry_maintenance": 47,
        "language_cognitive_sovereignty": 30,
        "law_governance": 47,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
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        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — trajectoire souveraine à sourcer",
      "strengths": [
        "Sahel",
        "ressources",
        "agriculture",
        "formation"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          65
        ],
        [
          "agriculture_food",
          64
        ],
        [
          "engineering_energy",
          62
        ]
      ]
    },
    {
      "atss": 60,
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      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
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      "country": "Tunisie",
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      "evidence": 62,
      "gaps": [
        "open knowledge",
        "impact"
      ],
      "impact": 60,
      "innovation": 64,
      "name": "Université de Sfax",
      "openKnowledge": 56,
      "region": "Afrique du Nord",
      "short": "Sfax",
      "sourceNeeds": [
        "OpenAlex",
        "brevets",
        "rapports"
      ],
      "sovereignty": 56,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 68,
        "health": 64,
        "industry_maintenance": 68,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 30,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 30,
        "data_ai_cyber": 48,
        "decolonial_studies": 30,
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        "engineering_energy": 64,
        "health": 62,
        "industry_maintenance": 64,
        "language_cognitive_sovereignty": 30,
        "law_governance": 48,
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        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
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        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "ingénierie",
        "santé",
        "industrie"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          64
        ],
        [
          "industry_maintenance",
          64
        ],
        [
          "health",
          62
        ]
      ]
    },
    {
      "atss": 62,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 62,
      "country": "Rwanda",
      "epistemic": 58,
      "evidence": 60,
      "gaps": [
        "liberté académique",
        "dépendance partenariats"
      ],
      "impact": 62,
      "innovation": 60,
      "name": "University of Rwanda",
      "openKnowledge": 56,
      "region": "Afrique de l’Est",
      "short": "UR",
      "sourceNeeds": [
        "rapports",
        "OpenAlex",
        "programmes"
      ],
      "sovereignty": 60,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 70,
        "education_epistemic": 62,
        "engineering_energy": 35,
        "health": 68,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 31,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 31,
        "data_ai_cyber": 66,
        "decolonial_studies": 31,
        "education_epistemic": 62,
        "energy_transition": 31,
        "engineering_energy": 48,
        "health": 65,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 31,
        "law_governance": 48,
        "manufacturing_robotics": 31,
        "mental_health_psychiatry": 31,
        "mining_resource_governance": 31,
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        "quantum_science": 31,
        "reparations_memory": 31,
        "space_satellite": 31
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "santé",
        "ICT",
        "formation nationale"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          66
        ],
        [
          "health",
          65
        ],
        [
          "education_epistemic",
          62
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 62,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 64,
      "country": "Kenya",
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      "evidence": 60,
      "gaps": [
        "souveraineté épistémique",
        "accès populaire"
      ],
      "impact": 58,
      "innovation": 70,
      "name": "Strathmore University",
      "openKnowledge": 56,
      "region": "Afrique de l’Est",
      "short": "Strathmore",
      "sourceNeeds": [
        "incubateurs",
        "rapports",
        "programmes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 76,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 68,
        "public_policy": 62
      },
      "specialty_summary": {
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        "biotech_genomics": 30,
        "climate_environment": 47,
        "culture_civilization": 47,
        "cybersecurity": 30,
        "data_ai_cyber": 68,
        "decolonial_studies": 30,
        "education_epistemic": 47,
        "energy_transition": 30,
        "engineering_energy": 47,
        "health": 47,
        "industry_maintenance": 47,
        "language_cognitive_sovereignty": 30,
        "law_governance": 64,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
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        "public_policy": 61,
        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "business",
        "data",
        "law",
        "private"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          68
        ],
        [
          "law_governance",
          64
        ],
        [
          "public_policy",
          61
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 62,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 62,
      "country": "Botswana",
      "epistemic": 60,
      "evidence": 62,
      "gaps": [
        "innovation",
        "ATSS"
      ],
      "impact": 60,
      "innovation": 56,
      "name": "University of Botswana",
      "openKnowledge": 56,
      "region": "Afrique australe",
      "short": "UB",
      "sourceNeeds": [
        "OpenAlex",
        "rapports nationaux"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 66,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 64,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 62
      },
      "specialty_summary": {
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        "biotech_genomics": 30,
        "climate_environment": 63,
        "culture_civilization": 47,
        "cybersecurity": 30,
        "data_ai_cyber": 47,
        "decolonial_studies": 30,
        "education_epistemic": 47,
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        "engineering_energy": 47,
        "health": 62,
        "industry_maintenance": 47,
        "language_cognitive_sovereignty": 30,
        "law_governance": 47,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
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        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "formation nationale",
        "santé",
        "environnement"
      ],
      "top_specialties": [
        [
          "climate_environment",
          63
        ],
        [
          "health",
          62
        ],
        [
          "public_policy",
          61
        ]
      ]
    },
    {
      "atss": 55,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 58,
      "country": "United States / African diaspora",
      "epistemic": 74,
      "evidence": 58,
      "gaps": [
        "Africa-facing outputs",
        "open evidence"
      ],
      "impact": 56,
      "innovation": 48,
      "name": "Spelman College",
      "openKnowledge": 52,
      "region": "HBCU / diaspora",
      "short": "Spelman",
      "sourceNeeds": [
        "official programs",
        "STEM outcomes",
        "Black Studies outputs"
      ],
      "sovereignty": 66,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 74,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 78,
        "education_epistemic": 72,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 68,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 46,
        "biotech_genomics": 46,
        "climate_environment": 46,
        "culture_civilization": 65,
        "cybersecurity": 46,
        "data_ai_cyber": 46,
        "decolonial_studies": 67,
        "education_epistemic": 64,
        "energy_transition": 46,
        "engineering_energy": 46,
        "health": 46,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 46,
        "law_governance": 46,
        "manufacturing_robotics": 46,
        "mental_health_psychiatry": 46,
        "mining_resource_governance": 46,
        "nanotech_materials": 46,
        "public_policy": 46,
        "quantum_science": 46,
        "reparations_memory": 62,
        "space_satellite": 46
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "women leadership",
        "Black Studies",
        "STEM pipeline"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          67
        ],
        [
          "culture_civilization",
          65
        ],
        [
          "education_epistemic",
          64
        ]
      ]
    },
    {
      "atss": 55,
      "audit": 55,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 58,
      "country": "United States / African diaspora",
      "epistemic": 72,
      "evidence": 58,
      "gaps": [
        "capability transfer evidence",
        "African institutional links"
      ],
      "impact": 56,
      "innovation": 48,
      "name": "Morehouse College",
      "openKnowledge": 52,
      "region": "HBCU / diaspora",
      "short": "Morehouse",
      "sourceNeeds": [
        "official programs",
        "alumni public service",
        "research outputs"
      ],
      "sovereignty": 65,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 72,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 76,
        "education_epistemic": 70,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 70,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 46,
        "biotech_genomics": 46,
        "climate_environment": 46,
        "culture_civilization": 64,
        "cybersecurity": 46,
        "data_ai_cyber": 46,
        "decolonial_studies": 66,
        "education_epistemic": 63,
        "energy_transition": 46,
        "engineering_energy": 46,
        "health": 46,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 46,
        "law_governance": 46,
        "manufacturing_robotics": 46,
        "mental_health_psychiatry": 46,
        "mining_resource_governance": 46,
        "nanotech_materials": 46,
        "public_policy": 63,
        "quantum_science": 46,
        "reparations_memory": 46,
        "space_satellite": 46
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "leadership",
        "Black public thought",
        "STEM pipeline"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          66
        ],
        [
          "culture_civilization",
          64
        ],
        [
          "education_epistemic",
          63
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 66,
      "country": "Rwanda / Pan-African",
      "epistemic": 52,
      "evidence": 60,
      "gaps": [
        "ownership/curriculum sovereignty",
        "local retention"
      ],
      "impact": 60,
      "innovation": 66,
      "name": "Carnegie Mellon University Africa",
      "openKnowledge": 56,
      "region": "technology university node",
      "short": "CMU-Africa",
      "sourceNeeds": [
        "official programs",
        "graduate outcomes",
        "industry links"
      ],
      "sovereignty": 52,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 78,
        "data_ai_cyber": 82,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 68,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 60,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 56,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 48,
        "biotech_genomics": 48,
        "climate_environment": 48,
        "culture_civilization": 48,
        "cybersecurity": 69,
        "data_ai_cyber": 71,
        "decolonial_studies": 48,
        "education_epistemic": 48,
        "energy_transition": 48,
        "engineering_energy": 64,
        "health": 48,
        "industry_maintenance": 48,
        "language_cognitive_sovereignty": 48,
        "law_governance": 48,
        "manufacturing_robotics": 60,
        "mental_health_psychiatry": 48,
        "mining_resource_governance": 48,
        "nanotech_materials": 48,
        "public_policy": 58,
        "quantum_science": 48,
        "reparations_memory": 48,
        "space_satellite": 48
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "engineering",
        "ICT",
        "AI",
        "cybersecurity"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          71
        ],
        [
          "cybersecurity",
          69
        ],
        [
          "engineering_energy",
          64
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 56,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 57,
      "conventional": 62,
      "country": "Ghana",
      "epistemic": 62,
      "evidence": 58,
      "gaps": [
        "scale",
        "long-term public impact"
      ],
      "impact": 58,
      "innovation": 56,
      "name": "Ashesi University",
      "openKnowledge": 54,
      "region": "West Africa",
      "short": "Ashesi",
      "sourceNeeds": [
        "official programs",
        "alumni outcomes",
        "innovation output"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 58,
        "data_ai_cyber": 62,
        "decolonial_studies": 36,
        "education_epistemic": 74,
        "energy_transition": 36,
        "engineering_energy": 64,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 66,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 47,
        "biotech_genomics": 47,
        "climate_environment": 47,
        "culture_civilization": 47,
        "cybersecurity": 58,
        "data_ai_cyber": 60,
        "decolonial_studies": 47,
        "education_epistemic": 66,
        "energy_transition": 47,
        "engineering_energy": 61,
        "health": 47,
        "industry_maintenance": 47,
        "language_cognitive_sovereignty": 47,
        "law_governance": 47,
        "manufacturing_robotics": 47,
        "mental_health_psychiatry": 47,
        "mining_resource_governance": 47,
        "nanotech_materials": 47,
        "public_policy": 62,
        "quantum_science": 47,
        "reparations_memory": 47,
        "space_satellite": 47
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "ethical leadership",
        "engineering",
        "entrepreneurship",
        "African education model"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          66
        ],
        [
          "public_policy",
          62
        ],
        [
          "engineering_energy",
          61
        ]
      ]
    },
    {
      "atss": 60,
      "audit": 46,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 38,
      "country": "Mali",
      "epistemic": 78,
      "evidence": 52,
      "gaps": [
        "innovation technique",
        "open knowledge"
      ],
      "impact": 58,
      "innovation": 42,
      "name": "Université des Lettres et des Sciences Humaines de Bamako",
      "openKnowledge": 44,
      "region": "Afrique de l’Ouest / Sahel",
      "short": "ULSHB",
      "sourceNeeds": [
        "curricula",
        "archives",
        "publications"
      ],
      "sovereignty": 74,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 86,
        "data_ai_cyber": 35,
        "education_epistemic": 78,
        "engineering_energy": 35,
        "health": 35,
        "industry_maintenance": 35,
        "law_governance": 62,
        "public_policy": 60
      },
      "specialty_summary": {
        "agriculture_food": 46,
        "biotech_genomics": 28,
        "climate_environment": 46,
        "culture_civilization": 71,
        "cybersecurity": 28,
        "data_ai_cyber": 46,
        "decolonial_studies": 28,
        "education_epistemic": 67,
        "energy_transition": 28,
        "engineering_energy": 46,
        "health": 46,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 28,
        "law_governance": 59,
        "manufacturing_robotics": 28,
        "mental_health_psychiatry": 28,
        "mining_resource_governance": 28,
        "nanotech_materials": 28,
        "public_policy": 58,
        "quantum_science": 28,
        "reparations_memory": 28,
        "space_satellite": 28
      },
      "status": "Prépublication — souveraineté culturelle à documenter",
      "strengths": [
        "langues",
        "histoire",
        "culture",
        "refondation"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          71
        ],
        [
          "education_epistemic",
          67
        ],
        [
          "law_governance",
          59
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 62,
      "country": "Zambie",
      "epistemic": 58,
      "evidence": 60,
      "gaps": [
        "financement",
        "innovation"
      ],
      "impact": 60,
      "innovation": 54,
      "name": "University of Zambia",
      "openKnowledge": 54,
      "region": "Afrique australe",
      "short": "UNZA",
      "sourceNeeds": [
        "OpenAlex",
        "rapports mines",
        "programmes"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 68,
        "health": 64,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 62
      },
      "specialty_summary": {
        "agriculture_food": 46,
        "biotech_genomics": 29,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 29,
        "data_ai_cyber": 46,
        "decolonial_studies": 29,
        "education_epistemic": 46,
        "energy_transition": 29,
        "engineering_energy": 63,
        "health": 61,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 29,
        "law_governance": 46,
        "manufacturing_robotics": 29,
        "mental_health_psychiatry": 29,
        "mining_resource_governance": 29,
        "nanotech_materials": 29,
        "public_policy": 60,
        "quantum_science": 29,
        "reparations_memory": 29,
        "space_satellite": 29
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "mines",
        "santé",
        "politique publique"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          63
        ],
        [
          "health",
          61
        ],
        [
          "public_policy",
          60
        ]
      ]
    },
    {
      "atss": 56,
      "audit": 54,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 60,
      "country": "United States / African diaspora",
      "epistemic": 62,
      "evidence": 58,
      "gaps": [
        "Africa-facing output",
        "local capability metrics"
      ],
      "impact": 58,
      "innovation": 54,
      "name": "Florida A&M University",
      "openKnowledge": 50,
      "region": "HBCU / diaspora",
      "short": "FAMU",
      "sourceNeeds": [
        "official programs",
        "research centers",
        "patents",
        "alumni outcomes"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 66,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 58,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 62,
        "health": 72,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 58,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 61,
        "biotech_genomics": 46,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 57,
        "data_ai_cyber": 46,
        "decolonial_studies": 46,
        "education_epistemic": 46,
        "energy_transition": 46,
        "engineering_energy": 59,
        "health": 64,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 46,
        "law_governance": 46,
        "manufacturing_robotics": 46,
        "mental_health_psychiatry": 46,
        "mining_resource_governance": 46,
        "nanotech_materials": 46,
        "public_policy": 57,
        "quantum_science": 46,
        "reparations_memory": 46,
        "space_satellite": 46
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "pharmacy",
        "agriculture",
        "engineering pipeline"
      ],
      "top_specialties": [
        [
          "health",
          64
        ],
        [
          "agriculture_food",
          61
        ],
        [
          "engineering_energy",
          59
        ]
      ]
    },
    {
      "atss": 56,
      "audit": 54,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 58,
      "country": "United States / African diaspora",
      "epistemic": 66,
      "evidence": 58,
      "gaps": [
        "current Africa links",
        "updated research evidence"
      ],
      "impact": 58,
      "innovation": 52,
      "name": "Tuskegee University",
      "openKnowledge": 50,
      "region": "HBCU / diaspora",
      "short": "Tuskegee",
      "sourceNeeds": [
        "official programs",
        "agriculture outputs",
        "public health history"
      ],
      "sovereignty": 60,
      "specialty_scores": {
        "agriculture_food": 76,
        "biotech_genomics": 58,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 70,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 66,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 72,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 66,
        "biotech_genomics": 57,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 46,
        "data_ai_cyber": 46,
        "decolonial_studies": 63,
        "education_epistemic": 46,
        "energy_transition": 46,
        "engineering_energy": 46,
        "health": 61,
        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 46,
        "law_governance": 46,
        "manufacturing_robotics": 46,
        "mental_health_psychiatry": 46,
        "mining_resource_governance": 46,
        "nanotech_materials": 46,
        "public_policy": 46,
        "quantum_science": 46,
        "reparations_memory": 64,
        "space_satellite": 46
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "agriculture",
        "veterinary medicine",
        "Black scientific history"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          66
        ],
        [
          "reparations_memory",
          64
        ],
        [
          "decolonial_studies",
          63
        ]
      ]
    },
    {
      "atss": 54,
      "audit": 58,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 60,
      "country": "United States / African diaspora",
      "epistemic": 78,
      "evidence": 62,
      "gaps": [
        "direct African capability transfer",
        "method transparency"
      ],
      "impact": 58,
      "innovation": 42,
      "name": "Harvard Hutchins Center for African & African American Research",
      "openKnowledge": 60,
      "region": "research center",
      "short": "Hutchins Center",
      "sourceNeeds": [
        "official center profile",
        "publications",
        "archives"
      ],
      "sovereignty": 62,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 76,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 82,
        "education_epistemic": 70,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 78,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 45,
        "biotech_genomics": 45,
        "climate_environment": 45,
        "culture_civilization": 65,
        "cybersecurity": 45,
        "data_ai_cyber": 45,
        "decolonial_studies": 68,
        "education_epistemic": 62,
        "energy_transition": 45,
        "engineering_energy": 45,
        "health": 45,
        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 45,
        "law_governance": 45,
        "manufacturing_robotics": 45,
        "mental_health_psychiatry": 45,
        "mining_resource_governance": 45,
        "nanotech_materials": 45,
        "public_policy": 45,
        "quantum_science": 45,
        "reparations_memory": 66,
        "space_satellite": 45
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "African and African-American research",
        "archives",
        "public scholarship"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          68
        ],
        [
          "reparations_memory",
          66
        ],
        [
          "culture_civilization",
          65
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 54,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 58,
      "country": "Senegal / Pan-African",
      "epistemic": 62,
      "evidence": 58,
      "gaps": [
        "local industry transfer",
        "graduate tracking"
      ],
      "impact": 58,
      "innovation": 54,
      "name": "African Institute for Mathematical Sciences Senegal",
      "openKnowledge": 54,
      "region": "Pan-African research network",
      "short": "AIMS Senegal",
      "sourceNeeds": [
        "official programs",
        "research outputs",
        "alumni outcomes"
      ],
      "sovereignty": 64,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 70,
        "decolonial_studies": 36,
        "education_epistemic": 64,
        "energy_transition": 36,
        "engineering_energy": 36,
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        "language_cognitive_sovereignty": 36,
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        "public_policy": 56,
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        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 47,
        "climate_environment": 47,
        "culture_civilization": 47,
        "cybersecurity": 47,
        "data_ai_cyber": 64,
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        "law_governance": 47,
        "manufacturing_robotics": 47,
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        "mining_resource_governance": 47,
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        "quantum_science": 58,
        "reparations_memory": 47,
        "space_satellite": 47
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "mathematics",
        "AI",
        "pan-African training"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          64
        ],
        [
          "education_epistemic",
          61
        ],
        [
          "quantum_science",
          58
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 54,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 56,
      "conventional": 60,
      "country": "South Africa / Pan-African",
      "epistemic": 62,
      "evidence": 58,
      "gaps": [
        "local capability evidence"
      ],
      "impact": 58,
      "innovation": 54,
      "name": "AIMS South Africa",
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      "region": "Pan-African research network",
      "short": "AIMS SA",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 64,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 60,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 72,
        "decolonial_studies": 36,
        "education_epistemic": 64,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
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        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 47,
        "climate_environment": 59,
        "culture_civilization": 47,
        "cybersecurity": 47,
        "data_ai_cyber": 65,
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        "language_cognitive_sovereignty": 47,
        "law_governance": 47,
        "manufacturing_robotics": 47,
        "mental_health_psychiatry": 47,
        "mining_resource_governance": 47,
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        "public_policy": 47,
        "quantum_science": 59,
        "reparations_memory": 47,
        "space_satellite": 47
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "mathematics",
        "AI",
        "pan-African training"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          65
        ],
        [
          "education_epistemic",
          61
        ],
        [
          "climate_environment",
          59
        ]
      ]
    },
    {
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      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 54,
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      "country": "Zambie",
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      "evidence": 56,
      "gaps": [
        "open knowledge",
        "ATSS"
      ],
      "impact": 60,
      "innovation": 58,
      "name": "Copperbelt University",
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      "region": "Afrique australe",
      "short": "CBU",
      "sourceNeeds": [
        "rapports mines",
        "brevets",
        "programmes"
      ],
      "sovereignty": 58,
      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 74,
        "health": 35,
        "industry_maintenance": 72,
        "law_governance": 35,
        "public_policy": 48
      },
      "specialty_summary": {
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        "biotech_genomics": 30,
        "climate_environment": 47,
        "culture_civilization": 47,
        "cybersecurity": 30,
        "data_ai_cyber": 47,
        "decolonial_studies": 30,
        "education_epistemic": 47,
        "energy_transition": 30,
        "engineering_energy": 66,
        "health": 47,
        "industry_maintenance": 66,
        "language_cognitive_sovereignty": 30,
        "law_governance": 47,
        "manufacturing_robotics": 30,
        "mental_health_psychiatry": 30,
        "mining_resource_governance": 30,
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        "quantum_science": 30,
        "reparations_memory": 30,
        "space_satellite": 30
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "mines",
        "ingénierie",
        "industrie"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          66
        ],
        [
          "industry_maintenance",
          66
        ],
        [
          "public_policy",
          53
        ]
      ]
    },
    {
      "atss": 58,
      "audit": 54,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 54,
      "conventional": 60,
      "country": "Zimbabwe",
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      "evidence": 58,
      "gaps": [
        "financement",
        "preuves innovation"
      ],
      "impact": 58,
      "innovation": 54,
      "name": "University of Zimbabwe",
      "openKnowledge": 52,
      "region": "Afrique australe",
      "short": "UZ",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
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      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
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        "industry_maintenance": 35,
        "law_governance": 62,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 29,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 29,
        "data_ai_cyber": 46,
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        "language_cognitive_sovereignty": 29,
        "law_governance": 60,
        "manufacturing_robotics": 29,
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      "status": "Prépublication — preuves à lier",
      "strengths": [
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        "agriculture",
        "droit"
      ],
      "top_specialties": [
        [
          "health",
          62
        ],
        [
          "agriculture_food",
          62
        ],
        [
          "law_governance",
          60
        ]
      ]
    },
    {
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      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "country": "United States / African diaspora",
      "epistemic": 62,
      "evidence": 56,
      "gaps": [
        "source-linked Africa output"
      ],
      "impact": 54,
      "innovation": 50,
      "name": "Morgan State University",
      "openKnowledge": 48,
      "region": "HBCU / diaspora",
      "short": "Morgan State",
      "sourceNeeds": [
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        "research centers",
        "public policy outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
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        "language_cognitive_sovereignty": 36,
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        "mental_health_psychiatry": 36,
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        "nanotech_materials": 36,
        "public_policy": 68,
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        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 45,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 45,
        "data_ai_cyber": 45,
        "decolonial_studies": 58,
        "education_epistemic": 45,
        "energy_transition": 45,
        "engineering_energy": 58,
        "health": 45,
        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 45,
        "law_governance": 57,
        "manufacturing_robotics": 45,
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        "space_satellite": 45
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "urban research",
        "engineering",
        "policy"
      ],
      "top_specialties": [
        [
          "public_policy",
          61
        ],
        [
          "engineering_energy",
          58
        ],
        [
          "decolonial_studies",
          58
        ]
      ]
    },
    {
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      "audit": 52,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 54,
      "conventional": 58,
      "country": "Rwanda / Pan-African",
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      "evidence": 56,
      "gaps": [
        "local ownership",
        "public evidence"
      ],
      "impact": 56,
      "innovation": 52,
      "name": "AIMS Rwanda",
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      "region": "Pan-African research network",
      "short": "AIMS Rwanda",
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        "research outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 58,
        "data_ai_cyber": 70,
        "decolonial_studies": 36,
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        "engineering_energy": 36,
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        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 58,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 46,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 57,
        "data_ai_cyber": 63,
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        "engineering_energy": 46,
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        "industry_maintenance": 46,
        "language_cognitive_sovereignty": 46,
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        "manufacturing_robotics": 46,
        "mental_health_psychiatry": 46,
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        "space_satellite": 46
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "AI",
        "pan-African training"
      ],
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        [
          "data_ai_cyber",
          63
        ],
        [
          "education_epistemic",
          59
        ],
        [
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          57
        ]
      ]
    },
    {
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        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "evidence": 56,
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      "name": "AIMS Ghana",
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      "short": "AIMS Ghana",
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        "official programs",
        "research outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 46,
        "climate_environment": 46,
        "culture_civilization": 46,
        "cybersecurity": 46,
        "data_ai_cyber": 63,
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        "education_epistemic": 59,
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        "health": 46,
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        "language_cognitive_sovereignty": 46,
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        "space_satellite": 46
      },
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      "strengths": [
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        "AI",
        "pan-African training"
      ],
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        [
          "data_ai_cyber",
          63
        ],
        [
          "education_epistemic",
          59
        ],
        [
          "quantum_science",
          57
        ]
      ]
    },
    {
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        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "country": "Caribbean / diaspora",
      "epistemic": 68,
      "evidence": 56,
      "gaps": [
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      ],
      "impact": 54,
      "innovation": 46,
      "name": "University of the West Indies Global Campus",
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      "region": "Caribbean / diaspora",
      "short": "UWI Global",
      "sourceNeeds": [
        "official programs",
        "regional outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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      },
      "specialty_summary": {
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        "climate_environment": 45,
        "culture_civilization": 45,
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        "language_cognitive_sovereignty": 45,
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      },
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      "strengths": [
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        "Caribbean reach",
        "diaspora"
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        [
          "education_epistemic",
          63
        ],
        [
          "decolonial_studies",
          61
        ],
        [
          "reparations_memory",
          59
        ]
      ]
    },
    {
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        "label": "potentiel à consolider",
        "tone": "amber"
      },
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        "innovation"
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      "region": "Afrique australe",
      "short": "UNIMA",
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        "programmes",
        "rapports",
        "OpenAlex"
      ],
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      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
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        "health": 62,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 28,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 28,
        "data_ai_cyber": 45,
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        "education_epistemic": 60,
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        "language_cognitive_sovereignty": 28,
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      },
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        "santé"
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        [
          "agriculture_food",
          61
        ],
        [
          "education_epistemic",
          60
        ],
        [
          "health",
          59
        ]
      ]
    },
    {
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        "label": "potentiel à consolider",
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      },
      "computed_score": 53,
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      "country": "Mozambique",
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      "evidence": 56,
      "gaps": [
        "conflit",
        "infrastructure",
        "ATSS"
      ],
      "impact": 58,
      "innovation": 50,
      "name": "Eduardo Mondlane University",
      "openKnowledge": 48,
      "region": "Afrique australe",
      "short": "UEM",
      "sourceNeeds": [
        "OpenAlex",
        "rapports",
        "programmes"
      ],
      "sovereignty": 56,
      "specialty_scores": {
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        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
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        "health": 62,
        "industry_maintenance": 35,
        "law_governance": 35,
        "public_policy": 58
      },
      "specialty_summary": {
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        "biotech_genomics": 28,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 28,
        "data_ai_cyber": 45,
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        "engineering_energy": 58,
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        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 28,
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        "space_satellite": 28
      },
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      "strengths": [
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        "ressources",
        "santé"
      ],
      "top_specialties": [
        [
          "health",
          59
        ],
        [
          "engineering_energy",
          58
        ],
        [
          "public_policy",
          57
        ]
      ]
    },
    {
      "atss": 56,
      "audit": 52,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 53,
      "conventional": 54,
      "country": "Bénin",
      "epistemic": 56,
      "evidence": 56,
      "gaps": [
        "preuves ATSS",
        "infrastructure"
      ],
      "impact": 56,
      "innovation": 48,
      "name": "Université d’Abomey-Calavi",
      "openKnowledge": 48,
      "region": "Afrique de l’Ouest",
      "short": "UAC",
      "sourceNeeds": [
        "OpenAlex",
        "programmes",
        "rapports"
      ],
      "sovereignty": 58,
      "specialty_scores": {
        "agriculture_food": 64,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 35,
        "health": 62,
        "industry_maintenance": 35,
        "law_governance": 60,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 59,
        "biotech_genomics": 27,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 27,
        "data_ai_cyber": 45,
        "decolonial_studies": 27,
        "education_epistemic": 45,
        "energy_transition": 27,
        "engineering_energy": 45,
        "health": 58,
        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 27,
        "law_governance": 57,
        "manufacturing_robotics": 27,
        "mental_health_psychiatry": 27,
        "mining_resource_governance": 27,
        "nanotech_materials": 27,
        "public_policy": 45,
        "quantum_science": 27,
        "reparations_memory": 27,
        "space_satellite": 27
      },
      "status": "Prépublication — preuves à lier",
      "strengths": [
        "santé",
        "agriculture",
        "droit",
        "formation"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          59
        ],
        [
          "health",
          58
        ],
        [
          "law_governance",
          57
        ]
      ]
    },
    {
      "atss": 52,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 56,
      "country": "United States / African diaspora",
      "epistemic": 60,
      "evidence": 55,
      "gaps": [
        "updated output evidence"
      ],
      "impact": 52,
      "innovation": 50,
      "name": "Hampton University",
      "openKnowledge": 46,
      "region": "HBCU / diaspora",
      "short": "Hampton",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 56,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 62,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 64,
        "education_epistemic": 66,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 62,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 44,
        "biotech_genomics": 44,
        "climate_environment": 44,
        "culture_civilization": 57,
        "cybersecurity": 44,
        "data_ai_cyber": 44,
        "decolonial_studies": 58,
        "education_epistemic": 59,
        "energy_transition": 44,
        "engineering_energy": 44,
        "health": 57,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 44,
        "law_governance": 44,
        "manufacturing_robotics": 44,
        "mental_health_psychiatry": 44,
        "mining_resource_governance": 44,
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        "public_policy": 44,
        "quantum_science": 44,
        "reparations_memory": 44,
        "space_satellite": 44
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "STEM",
        "health",
        "Black education history"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          59
        ],
        [
          "decolonial_studies",
          58
        ],
        [
          "health",
          57
        ]
      ]
    },
    {
      "atss": 52,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 58,
      "country": "United States / African diaspora",
      "epistemic": 60,
      "evidence": 56,
      "gaps": [
        "Africa-facing output",
        "research translation"
      ],
      "impact": 56,
      "innovation": 46,
      "name": "Xavier University of Louisiana",
      "openKnowledge": 46,
      "region": "HBCU / diaspora",
      "short": "XULA",
      "sourceNeeds": [
        "official programs",
        "health outcomes",
        "alumni data"
      ],
      "sovereignty": 54,
      "specialty_scores": {
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        "biotech_genomics": 56,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 58,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 78,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 58,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 44,
        "biotech_genomics": 54,
        "climate_environment": 44,
        "culture_civilization": 44,
        "cybersecurity": 44,
        "data_ai_cyber": 44,
        "decolonial_studies": 44,
        "education_epistemic": 55,
        "energy_transition": 44,
        "engineering_energy": 44,
        "health": 65,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 44,
        "law_governance": 44,
        "manufacturing_robotics": 44,
        "mental_health_psychiatry": 55,
        "mining_resource_governance": 44,
        "nanotech_materials": 44,
        "public_policy": 44,
        "quantum_science": 44,
        "reparations_memory": 44,
        "space_satellite": 44
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "health pipeline",
        "pharmacy",
        "pre-med"
      ],
      "top_specialties": [
        [
          "health",
          65
        ],
        [
          "education_epistemic",
          55
        ],
        [
          "mental_health_psychiatry",
          55
        ]
      ]
    },
    {
      "atss": 50,
      "audit": 48,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 54,
      "country": "United States / African diaspora",
      "epistemic": 66,
      "evidence": 54,
      "gaps": [
        "current research evidence"
      ],
      "impact": 52,
      "innovation": 44,
      "name": "Clark Atlanta University",
      "openKnowledge": 46,
      "region": "HBCU / diaspora",
      "short": "CAU",
      "sourceNeeds": [
        "official programs",
        "Africana studies outputs"
      ],
      "sovereignty": 58,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 76,
        "education_epistemic": 64,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 62,
        "quantum_science": 36,
        "reparations_memory": 70,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 43,
        "biotech_genomics": 43,
        "climate_environment": 43,
        "culture_civilization": 43,
        "cybersecurity": 43,
        "data_ai_cyber": 43,
        "decolonial_studies": 63,
        "education_epistemic": 57,
        "energy_transition": 43,
        "engineering_energy": 43,
        "health": 43,
        "industry_maintenance": 43,
        "language_cognitive_sovereignty": 43,
        "law_governance": 43,
        "manufacturing_robotics": 43,
        "mental_health_psychiatry": 43,
        "mining_resource_governance": 43,
        "nanotech_materials": 43,
        "public_policy": 56,
        "quantum_science": 43,
        "reparations_memory": 60,
        "space_satellite": 43
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "Africana studies",
        "public policy",
        "STEM"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          63
        ],
        [
          "reparations_memory",
          60
        ],
        [
          "education_epistemic",
          57
        ]
      ]
    },
    {
      "atss": 54,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 56,
      "country": "Cameroon / Pan-African",
      "epistemic": 58,
      "evidence": 54,
      "gaps": [
        "evidence packaging"
      ],
      "impact": 54,
      "innovation": 50,
      "name": "AIMS Cameroon",
      "openKnowledge": 50,
      "region": "Pan-African research network",
      "short": "AIMS Cameroon",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 60,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 66,
        "decolonial_studies": 36,
        "education_epistemic": 60,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 56,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 45,
        "biotech_genomics": 45,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 45,
        "data_ai_cyber": 60,
        "decolonial_studies": 45,
        "education_epistemic": 57,
        "energy_transition": 45,
        "engineering_energy": 45,
        "health": 45,
        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 45,
        "law_governance": 45,
        "manufacturing_robotics": 45,
        "mental_health_psychiatry": 45,
        "mining_resource_governance": 45,
        "nanotech_materials": 45,
        "public_policy": 45,
        "quantum_science": 55,
        "reparations_memory": 45,
        "space_satellite": 45
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "mathematics",
        "AI",
        "pan-African training"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          60
        ],
        [
          "education_epistemic",
          57
        ],
        [
          "quantum_science",
          55
        ]
      ]
    },
    {
      "atss": 52,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 58,
      "country": "Côte d’Ivoire",
      "epistemic": 56,
      "evidence": 54,
      "gaps": [
        "sovereignty output evidence"
      ],
      "impact": 54,
      "innovation": 48,
      "name": "Université Félix Houphouët-Boigny",
      "openKnowledge": 46,
      "region": "West Africa",
      "short": "UFHB",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 52,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 62,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 60,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 58,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 44,
        "biotech_genomics": 44,
        "climate_environment": 44,
        "culture_civilization": 44,
        "cybersecurity": 44,
        "data_ai_cyber": 44,
        "decolonial_studies": 44,
        "education_epistemic": 54,
        "energy_transition": 44,
        "engineering_energy": 44,
        "health": 57,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 44,
        "law_governance": 56,
        "manufacturing_robotics": 44,
        "mental_health_psychiatry": 44,
        "mining_resource_governance": 44,
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        "public_policy": 55,
        "quantum_science": 44,
        "reparations_memory": 44,
        "space_satellite": 44
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "public university",
        "science",
        "law",
        "health"
      ],
      "top_specialties": [
        [
          "health",
          57
        ],
        [
          "law_governance",
          56
        ],
        [
          "public_policy",
          55
        ]
      ]
    },
    {
      "atss": 52,
      "audit": 48,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
      "conventional": 58,
      "country": "Nigeria",
      "epistemic": 50,
      "evidence": 54,
      "gaps": [
        "public adoption evidence"
      ],
      "impact": 54,
      "innovation": 58,
      "name": "Federal University of Technology Akure",
      "openKnowledge": 44,
      "region": "West Africa",
      "short": "FUTA",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 52,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 64,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 70,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 60,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 58,
        "biotech_genomics": 45,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 45,
        "data_ai_cyber": 59,
        "decolonial_studies": 45,
        "education_epistemic": 45,
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        "engineering_energy": 62,
        "health": 45,
        "industry_maintenance": 45,
        "language_cognitive_sovereignty": 45,
        "law_governance": 45,
        "manufacturing_robotics": 57,
        "mental_health_psychiatry": 45,
        "mining_resource_governance": 45,
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        "quantum_science": 45,
        "reparations_memory": 45,
        "space_satellite": 45
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "technology",
        "engineering",
        "ICT",
        "agriculture"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          62
        ],
        [
          "data_ai_cyber",
          59
        ],
        [
          "agriculture_food",
          58
        ]
      ]
    },
    {
      "atss": 52,
      "audit": 50,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 52,
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      "country": "Mauritius",
      "epistemic": 54,
      "evidence": 54,
      "gaps": [
        "Africa-facing output"
      ],
      "impact": 54,
      "innovation": 50,
      "name": "University of Mauritius",
      "openKnowledge": 46,
      "region": "Indian Ocean / Africa",
      "short": "UoM",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 64,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 54,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 62,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 60,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 44,
        "climate_environment": 58,
        "culture_civilization": 44,
        "cybersecurity": 44,
        "data_ai_cyber": 53,
        "decolonial_studies": 44,
        "education_epistemic": 44,
        "energy_transition": 44,
        "engineering_energy": 44,
        "health": 44,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 44,
        "law_governance": 57,
        "manufacturing_robotics": 44,
        "mental_health_psychiatry": 44,
        "mining_resource_governance": 44,
        "nanotech_materials": 44,
        "public_policy": 56,
        "quantum_science": 44,
        "reparations_memory": 44,
        "space_satellite": 44
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "small island capability",
        "law",
        "finance",
        "environment"
      ],
      "top_specialties": [
        [
          "climate_environment",
          58
        ],
        [
          "law_governance",
          57
        ],
        [
          "public_policy",
          56
        ]
      ]
    },
    {
      "atss": 50,
      "audit": 48,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
      "computed_score": 51,
      "conventional": 56,
      "country": "United States / African diaspora",
      "epistemic": 56,
      "evidence": 54,
      "gaps": [
        "source-linked output"
      ],
      "impact": 52,
      "innovation": 50,
      "name": "Prairie View A&M University",
      "openKnowledge": 44,
      "region": "HBCU / diaspora",
      "short": "PVAMU",
      "sourceNeeds": [
        "official programs",
        "research centers"
      ],
      "sovereignty": 52,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 56,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 66,
        "health": 62,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 58,
        "biotech_genomics": 44,
        "climate_environment": 44,
        "culture_civilization": 44,
        "cybersecurity": 54,
        "data_ai_cyber": 44,
        "decolonial_studies": 44,
        "education_epistemic": 44,
        "energy_transition": 44,
        "engineering_energy": 59,
        "health": 57,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 44,
        "law_governance": 44,
        "manufacturing_robotics": 44,
        "mental_health_psychiatry": 44,
        "mining_resource_governance": 44,
        "nanotech_materials": 44,
        "public_policy": 44,
        "quantum_science": 44,
        "reparations_memory": 44,
        "space_satellite": 44
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "engineering",
        "agriculture",
        "nursing"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          59
        ],
        [
          "agriculture_food",
          58
        ],
        [
          "health",
          57
        ]
      ]
    },
    {
      "atss": 50,
      "audit": 52,
      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "epistemic": 74,
      "evidence": 56,
      "gaps": [
        "Africa-facing capacity evidence"
      ],
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      "name": "Columbia Institute for Research in African-American Studies",
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      "region": "research center",
      "short": "IRAAS",
      "sourceNeeds": [
        "official programs",
        "publications"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 70,
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        "data_ai_cyber": 36,
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        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 43,
        "climate_environment": 43,
        "culture_civilization": 60,
        "cybersecurity": 43,
        "data_ai_cyber": 43,
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        "space_satellite": 43
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "public scholarship"
      ],
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        [
          "decolonial_studies",
          64
        ],
        [
          "reparations_memory",
          61
        ],
        [
          "culture_civilization",
          60
        ]
      ]
    },
    {
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      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "country": "United States / African diaspora",
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      "evidence": 56,
      "gaps": [
        "African capability transfer"
      ],
      "impact": 50,
      "innovation": 38,
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      "region": "research center",
      "short": "UCLA Bunche Center",
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        "official center profile",
        "publications"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "data_ai_cyber": 36,
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        "education_epistemic": 36,
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        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
        "cybersecurity": 42,
        "data_ai_cyber": 42,
        "decolonial_studies": 61,
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        "health": 42,
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        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
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        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "policy",
        "media"
      ],
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        [
          "decolonial_studies",
          61
        ],
        [
          "reparations_memory",
          59
        ],
        [
          "public_policy",
          57
        ]
      ]
    },
    {
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      "class": {
        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "country": "Ethiopia",
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      "evidence": 52,
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        "public evidence"
      ],
      "impact": 52,
      "innovation": 56,
      "name": "Bahir Dar Institute of Technology",
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      "region": "East Africa",
      "short": "BiT",
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        "research outputs"
      ],
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        "data_ai_cyber": 58,
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        "language_cognitive_sovereignty": 36,
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      },
      "specialty_summary": {
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        "biotech_genomics": 44,
        "climate_environment": 44,
        "culture_civilization": 44,
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        "data_ai_cyber": 55,
        "decolonial_studies": 44,
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        "energy_transition": 57,
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        "health": 44,
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        "language_cognitive_sovereignty": 44,
        "law_governance": 44,
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        "mining_resource_governance": 44,
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        "reparations_memory": 44,
        "space_satellite": 44
      },
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      "strengths": [
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        "ICT",
        "manufacturing"
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        [
          "engineering_energy",
          60
        ],
        [
          "energy_transition",
          57
        ],
        [
          "manufacturing_robotics",
          57
        ]
      ]
    },
    {
      "atss": 50,
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      "class": {
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        "tone": "amber"
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      "computed_score": 51,
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      "country": "Kenya",
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      "gaps": [
        "evidence packaging"
      ],
      "impact": 52,
      "innovation": 56,
      "name": "Dedan Kimathi University of Technology",
      "openKnowledge": 44,
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      "short": "DeKUT",
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        "research outputs"
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      "specialty_scores": {
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        "climate_environment": 36,
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        "space_satellite": 36
      },
      "specialty_summary": {
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        "climate_environment": 44,
        "culture_civilization": 44,
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        "data_ai_cyber": 57,
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        "language_cognitive_sovereignty": 44,
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        "space_satellite": 44
      },
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      "strengths": [
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        "engineering",
        "coffee/agri",
        "ICT"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          59
        ],
        [
          "data_ai_cyber",
          57
        ],
        [
          "agriculture_food",
          55
        ]
      ]
    },
    {
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      "class": {
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        "tone": "amber"
      },
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      "country": "Rwanda / Mauritius / Pan-African",
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      "gaps": [
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        "depth of hard science"
      ],
      "impact": 54,
      "innovation": 50,
      "name": "African Leadership University",
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      "region": "Pan-African private university",
      "short": "ALU",
      "sourceNeeds": [
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        "graduate outcomes"
      ],
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      "specialty_scores": {
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        "climate_environment": 36,
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        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 45,
        "climate_environment": 45,
        "culture_civilization": 45,
        "cybersecurity": 45,
        "data_ai_cyber": 54,
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        "education_epistemic": 60,
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        "language_cognitive_sovereignty": 45,
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        "manufacturing_robotics": 45,
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        "mining_resource_governance": 45,
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        "quantum_science": 45,
        "reparations_memory": 45,
        "space_satellite": 45
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "pan-African training"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          60
        ],
        [
          "public_policy",
          58
        ],
        [
          "data_ai_cyber",
          54
        ]
      ]
    },
    {
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        "tone": "amber"
      },
      "computed_score": 50,
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      "evidence": 54,
      "gaps": [
        "financement",
        "innovation",
        "audit"
      ],
      "impact": 54,
      "innovation": 46,
      "name": "University of Lomé",
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      "region": "Afrique de l’Ouest",
      "short": "UL",
      "sourceNeeds": [
        "programmes",
        "OpenAlex",
        "rapports"
      ],
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      "specialty_scores": {
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        "climate_environment": 35,
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        "industry_maintenance": 35,
        "law_governance": 60,
        "public_policy": 35
      },
      "specialty_summary": {
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        "biotech_genomics": 26,
        "climate_environment": 44,
        "culture_civilization": 44,
        "cybersecurity": 26,
        "data_ai_cyber": 44,
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        "language_cognitive_sovereignty": 26,
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        "space_satellite": 26
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      "strengths": [
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        "droit",
        "santé"
      ],
      "top_specialties": [
        [
          "law_governance",
          56
        ],
        [
          "education_epistemic",
          55
        ],
        [
          "health",
          54
        ]
      ]
    },
    {
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        "label": "potentiel à consolider",
        "tone": "amber"
      },
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      "epistemic": 56,
      "evidence": 52,
      "gaps": [
        "evidence packaging"
      ],
      "impact": 50,
      "innovation": 46,
      "name": "Jackson State University",
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      "region": "HBCU / diaspora",
      "short": "JSU",
      "sourceNeeds": [
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        "research outputs"
      ],
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        "climate_environment": 36,
        "culture_civilization": 36,
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        "data_ai_cyber": 36,
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        "language_cognitive_sovereignty": 36,
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      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
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        "language_cognitive_sovereignty": 42,
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      },
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      "strengths": [
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        "urban research",
        "public health",
        "education"
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      "top_specialties": [
        [
          "education_epistemic",
          55
        ],
        [
          "public_policy",
          55
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        [
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          54
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      ]
    },
    {
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      "evidence": 52,
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      ],
      "impact": 50,
      "innovation": 46,
      "name": "Tennessee State University",
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      "region": "HBCU / diaspora",
      "short": "TSU",
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        "research outputs"
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        "space_satellite": 36
      },
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        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
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        "language_cognitive_sovereignty": 42,
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      },
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        "agriculture",
        "engineering",
        "public service"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          55
        ],
        [
          "engineering_energy",
          55
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        [
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          53
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      ]
    },
    {
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      "evidence": 52,
      "gaps": [
        "evidence curation"
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      "impact": 50,
      "innovation": 46,
      "name": "Southern University and A&M College",
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      "short": "Southern",
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        "law/agriculture outputs"
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      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
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        "health": 42,
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        "language_cognitive_sovereignty": 42,
        "law_governance": 56,
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        "mining_resource_governance": 42,
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      },
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      "strengths": [
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        "agriculture",
        "law",
        "public service"
      ],
      "top_specialties": [
        [
          "law_governance",
          56
        ],
        [
          "agriculture_food",
          55
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        [
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          54
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      ]
    },
    {
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        "tone": "amber"
      },
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      "country": "Nigeria",
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      "evidence": 52,
      "gaps": [
        "public evidence",
        "local adoption"
      ],
      "impact": 50,
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      "name": "African University of Science and Technology",
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      "short": "AUST",
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          60
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        [
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          57
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          56
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      "short": "UMaT",
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          65
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        [
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          60
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          55
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        "public scholarship"
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      },
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        "climate_environment": 42,
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        [
          "culture_civilization",
          60
        ],
        [
          "decolonial_studies",
          59
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          57
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          62
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        [
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          59
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        "climate_environment": 42,
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          62
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          59
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      "short": "UENR",
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        "climate_environment": 60,
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          63
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          60
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          59
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        [
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      "short": "Bowie State",
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        "climate_environment": 42,
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          58
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        [
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          55
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          52
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      ],
      "impact": 48,
      "innovation": 46,
      "name": "University of Maryland Eastern Shore",
      "openKnowledge": 42,
      "region": "HBCU / diaspora",
      "short": "UMES",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 60,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 62,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 54,
        "culture_civilization": 42,
        "cybersecurity": 42,
        "data_ai_cyber": 42,
        "decolonial_studies": 42,
        "education_epistemic": 42,
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        "engineering_energy": 42,
        "health": 55,
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        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
        "nanotech_materials": 42,
        "public_policy": 42,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "agriculture",
        "marine science",
        "pharmacy"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          57
        ],
        [
          "health",
          55
        ],
        [
          "climate_environment",
          54
        ]
      ]
    },
    {
      "atss": 46,
      "audit": 46,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 48,
      "conventional": 52,
      "country": "United States / African diaspora",
      "epistemic": 52,
      "evidence": 50,
      "gaps": [
        "evidence packaging"
      ],
      "impact": 48,
      "innovation": 46,
      "name": "Alabama A&M University",
      "openKnowledge": 42,
      "region": "HBCU / diaspora",
      "short": "AAMU",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 60,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 54,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 57,
        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
        "cybersecurity": 42,
        "data_ai_cyber": 42,
        "decolonial_studies": 42,
        "education_epistemic": 42,
        "energy_transition": 42,
        "engineering_energy": 54,
        "health": 42,
        "industry_maintenance": 42,
        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 51,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
        "nanotech_materials": 42,
        "public_policy": 42,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "agriculture",
        "engineering",
        "STEM"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          57
        ],
        [
          "engineering_energy",
          54
        ],
        [
          "manufacturing_robotics",
          51
        ]
      ]
    },
    {
      "atss": 46,
      "audit": 46,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 48,
      "conventional": 52,
      "country": "United States / African diaspora",
      "epistemic": 52,
      "evidence": 50,
      "gaps": [
        "Africa-facing evidence"
      ],
      "impact": 48,
      "innovation": 44,
      "name": "Delaware State University",
      "openKnowledge": 42,
      "region": "HBCU / diaspora",
      "short": "DSU",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 58,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 56,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 56
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 52,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 51,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 51
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "aviation",
        "STEM",
        "public service"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          52
        ],
        [
          "public_policy",
          51
        ],
        [
          "space_satellite",
          51
        ]
      ]
    },
    {
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      "audit": 46,
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        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 48,
      "conventional": 52,
      "country": "United States / African diaspora",
      "epistemic": 52,
      "evidence": 50,
      "gaps": [
        "source-linked output"
      ],
      "impact": 48,
      "innovation": 44,
      "name": "University of the District of Columbia",
      "openKnowledge": 42,
      "region": "public urban university / diaspora",
      "short": "UDC",
      "sourceNeeds": [
        "official programs",
        "law/community outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 58,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 62,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 64,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 52,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 54,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 55,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "urban public university",
        "law",
        "community capability",
        "Black city context"
      ],
      "top_specialties": [
        [
          "public_policy",
          55
        ],
        [
          "law_governance",
          54
        ],
        [
          "education_epistemic",
          52
        ]
      ]
    },
    {
      "atss": 48,
      "audit": 46,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 48,
      "conventional": 54,
      "country": "Côte d’Ivoire",
      "epistemic": 52,
      "evidence": 50,
      "gaps": [
        "source-linked output"
      ],
      "impact": 50,
      "innovation": 48,
      "name": "Université Nangui Abrogoua",
      "openKnowledge": 44,
      "region": "West Africa",
      "short": "UNA",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 62,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 56,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 52,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 42,
        "climate_environment": 55,
        "culture_civilization": 42,
        "cybersecurity": 42,
        "data_ai_cyber": 42,
        "decolonial_studies": 42,
        "education_epistemic": 42,
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        "engineering_energy": 52,
        "health": 42,
        "industry_maintenance": 42,
        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
        "nanotech_materials": 50,
        "public_policy": 42,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "environment",
        "technology"
      ],
      "top_specialties": [
        [
          "climate_environment",
          55
        ],
        [
          "engineering_energy",
          52
        ],
        [
          "nanotech_materials",
          50
        ]
      ]
    },
    {
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      "audit": 46,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
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      "conventional": 54,
      "country": "Nigeria",
      "epistemic": 50,
      "evidence": 50,
      "gaps": [
        "sovereignty orientation evidence"
      ],
      "impact": 50,
      "innovation": 46,
      "name": "Pan-Atlantic University / Lagos Business and media capability",
      "openKnowledge": 44,
      "region": "West Africa",
      "short": "PAU Lagos",
      "sourceNeeds": [
        "official programs",
        "enterprise outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 52,
        "decolonial_studies": 36,
        "education_epistemic": 52,
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        "engineering_energy": 36,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
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        "nanotech_materials": 36,
        "public_policy": 58,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 42,
        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
        "cybersecurity": 42,
        "data_ai_cyber": 50,
        "decolonial_studies": 42,
        "education_epistemic": 50,
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        "health": 42,
        "industry_maintenance": 42,
        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
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        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "media",
        "enterprise"
      ],
      "top_specialties": [
        [
          "public_policy",
          53
        ],
        [
          "data_ai_cyber",
          50
        ],
        [
          "education_epistemic",
          50
        ]
      ]
    },
    {
      "atss": 45,
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        "label": "mimétisme / faible output",
        "tone": "red"
      },
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      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Meharry Medical College",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "Meharry",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 60,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 82,
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        "language_cognitive_sovereignty": 36,
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        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 64,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 58,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 53,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 64,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 55,
        "mining_resource_governance": 41,
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        "public_policy": 41,
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        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "medicine",
        "public health",
        "health equity"
      ],
      "top_specialties": [
        [
          "health",
          64
        ],
        [
          "mental_health_psychiatry",
          55
        ],
        [
          "biotech_genomics",
          53
        ]
      ]
    },
    {
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        "label": "mimétisme / faible output",
        "tone": "red"
      },
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      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Charles R. Drew University of Medicine and Science",
      "openKnowledge": 40,
      "region": "HBCU-adjacent / diaspora",
      "short": "CDU",
      "sourceNeeds": [
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        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 60,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
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        "education_epistemic": 36,
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        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 66,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 53,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 65,
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        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
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        "mining_resource_governance": 41,
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        "quantum_science": 41,
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        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "public health",
        "urban health",
        "Black health equity"
      ],
      "top_specialties": [
        [
          "health",
          65
        ],
        [
          "mental_health_psychiatry",
          56
        ],
        [
          "biotech_genomics",
          53
        ]
      ]
    },
    {
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        "label": "mimétisme / faible output",
        "tone": "red"
      },
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      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Florida Memorial University",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "FMU",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 52,
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        "reparations_memory": 36,
        "space_satellite": 54
      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 51,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
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        "public_policy": 49,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 50
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "aviation",
        "education",
        "business"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          51
        ],
        [
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          49
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      },
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      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
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      "name": "Virginia State University",
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      "region": "HBCU / diaspora",
      "short": "VSU",
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        "program pages",
        "research/public-service outputs",
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        "public service"
      ],
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        [
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          55
        ],
        [
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          52
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        [
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          51
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        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
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      "short": "NSU",
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          56
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          56
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      "short": "NCCU",
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          57
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        [
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          57
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          57
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        [
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          54
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        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 60
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 50,
        "energy_transition": 41,
        "engineering_energy": 51,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 53
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "aviation",
        "STEM",
        "education"
      ],
      "top_specialties": [
        [
          "space_satellite",
          53
        ],
        [
          "engineering_energy",
          51
        ],
        [
          "education_epistemic",
          50
        ]
      ]
    },
    {
      "atss": 45,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 47,
      "conventional": 50,
      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Fayetteville State University",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "FSU",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 62,
        "data_ai_cyber": 58,
        "decolonial_studies": 36,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 54,
        "data_ai_cyber": 52,
        "decolonial_studies": 41,
        "education_epistemic": 51,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "cybersecurity",
        "education",
        "public service"
      ],
      "top_specialties": [
        [
          "cybersecurity",
          54
        ],
        [
          "data_ai_cyber",
          52
        ],
        [
          "education_epistemic",
          51
        ]
      ]
    },
    {
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      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "Rwanda",
      "epistemic": 44,
      "evidence": 48,
      "gaps": [
        "university equivalence",
        "long-term outcomes"
      ],
      "impact": 48,
      "innovation": 52,
      "name": "Rwanda Coding Academy / digital talent pipeline",
      "openKnowledge": 42,
      "region": "East Africa",
      "short": "RCA",
      "sourceNeeds": [
        "official records",
        "graduate outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 62,
        "data_ai_cyber": 66,
        "decolonial_studies": 36,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 42,
        "biotech_genomics": 42,
        "climate_environment": 42,
        "culture_civilization": 42,
        "cybersecurity": 56,
        "data_ai_cyber": 58,
        "decolonial_studies": 42,
        "education_epistemic": 52,
        "energy_transition": 42,
        "engineering_energy": 42,
        "health": 42,
        "industry_maintenance": 42,
        "language_cognitive_sovereignty": 42,
        "law_governance": 42,
        "manufacturing_robotics": 42,
        "mental_health_psychiatry": 42,
        "mining_resource_governance": 42,
        "nanotech_materials": 42,
        "public_policy": 42,
        "quantum_science": 42,
        "reparations_memory": 42,
        "space_satellite": 42
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "software",
        "youth training",
        "digital skills"
      ],
      "top_specialties": [
        [
          "data_ai_cyber",
          58
        ],
        [
          "cybersecurity",
          56
        ],
        [
          "education_epistemic",
          52
        ]
      ]
    },
    {
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      "audit": 44,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "Senegal",
      "epistemic": 52,
      "evidence": 48,
      "gaps": [
        "evidence packaging"
      ],
      "impact": 48,
      "innovation": 44,
      "name": "Université Assane Seck de Ziguinchor",
      "openKnowledge": 42,
      "region": "West Africa",
      "short": "UASZ",
      "sourceNeeds": [
        "official programs",
        "regional outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 56,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 56,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 53,
        "biotech_genomics": 41,
        "climate_environment": 51,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 51,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "agriculture",
        "peace/local development"
      ],
      "top_specialties": [
        [
          "agriculture_food",
          53
        ],
        [
          "climate_environment",
          51
        ],
        [
          "public_policy",
          51
        ]
      ]
    },
    {
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      "audit": 44,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "Senegal",
      "epistemic": 52,
      "evidence": 48,
      "gaps": [
        "source-linked output"
      ],
      "impact": 48,
      "innovation": 44,
      "name": "Université Alioune Diop de Bambey",
      "openKnowledge": 42,
      "region": "West Africa",
      "short": "UADB",
      "sourceNeeds": [
        "official programs",
        "research outputs"
      ],
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      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 58,
        "decolonial_studies": 36,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 54,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 52,
        "decolonial_studies": 41,
        "education_epistemic": 51,
        "energy_transition": 41,
        "engineering_energy": 50,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "ICT",
        "science"
      ],
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        [
          "data_ai_cyber",
          52
        ],
        [
          "education_epistemic",
          51
        ],
        [
          "engineering_energy",
          50
        ]
      ]
    },
    {
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      "audit": 44,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 52,
      "country": "Bahamas / Caribbean",
      "epistemic": 52,
      "evidence": 50,
      "gaps": [
        "open research evidence"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "College of The Bahamas / University of The Bahamas research capability",
      "openKnowledge": 42,
      "region": "Caribbean",
      "short": "UB Research",
      "sourceNeeds": [
        "official programs",
        "climate outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 64,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 58,
        "quantum_science": 36,
        "reparations_memory": 52,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 55,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
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        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
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        "quantum_science": 41,
        "reparations_memory": 49,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "climate",
        "tourism economy"
      ],
      "top_specialties": [
        [
          "climate_environment",
          55
        ],
        [
          "public_policy",
          52
        ],
        [
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          49
        ]
      ]
    },
    {
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        "label": "mimétisme / faible output",
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      },
      "computed_score": 46,
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      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Morehouse School of Medicine",
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      "region": "HBCU / diaspora",
      "short": "MSM",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 58,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
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        "language_cognitive_sovereignty": 36,
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        "manufacturing_robotics": 36,
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        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 60,
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        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 52,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 41,
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        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 56,
        "mining_resource_governance": 41,
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      },
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        "public health",
        "Black health equity"
      ],
      "top_specialties": [
        [
          "health",
          65
        ],
        [
          "mental_health_psychiatry",
          56
        ],
        [
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          53
        ]
      ]
    },
    {
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      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
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      "short": "MVA",
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        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 58,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "mental_health_psychiatry": 62,
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        "quantum_science": 36,
        "reparations_memory": 36,
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      },
      "specialty_summary": {
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        "biotech_genomics": 52,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
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        "education_epistemic": 41,
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        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
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        "mining_resource_governance": 41,
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      },
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        "clinical research",
        "community health"
      ],
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        [
          "health",
          59
        ],
        [
          "mental_health_psychiatry",
          54
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        [
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          52
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      ]
    },
    {
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      },
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      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
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      "short": "ITC",
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        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 70,
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        "data_ai_cyber": 36,
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        "language_cognitive_sovereignty": 36,
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        "manufacturing_robotics": 36,
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      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 58,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 57,
        "education_epistemic": 41,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
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        "manufacturing_robotics": 41,
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        "mining_resource_governance": 41,
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        "quantum_science": 41,
        "reparations_memory": 55,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
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        "public ethics",
        "community leadership"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          58
        ],
        [
          "decolonial_studies",
          57
        ],
        [
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          55
        ]
      ]
    },
    {
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        "label": "mimétisme / faible output",
        "tone": "red"
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      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Bethune-Cookman University",
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      "region": "HBCU / diaspora",
      "short": "BCU",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "data_ai_cyber": 36,
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      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
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        "data_ai_cyber": 41,
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        "space_satellite": 41
      },
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      "strengths": [
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        "education",
        "public service"
      ],
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        [
          "education_epistemic",
          53
        ],
        [
          "decolonial_studies",
          52
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        [
          "public_policy",
          50
        ]
      ]
    },
    {
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        "tone": "red"
      },
      "computed_score": 46,
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      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Dillard University",
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      "region": "HBCU / diaspora",
      "short": "Dillard",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "data_ai_cyber": 36,
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      },
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
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        "data_ai_cyber": 41,
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        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "liberal arts",
        "New Orleans Black history"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          54
        ],
        [
          "education_epistemic",
          52
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        [
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          52
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      },
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      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
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        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
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        "biotech_genomics": 36,
        "climate_environment": 36,
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      },
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
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        "public leadership",
        "Black education"
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        [
          "decolonial_studies",
          56
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        [
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          54
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          52
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      "gaps": [
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "impact": 48,
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      "name": "Cheyney University of Pennsylvania",
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      "short": "Cheyney",
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        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
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      },
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        "climate_environment": 41,
        "culture_civilization": 41,
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        "Black education",
        "public leadership"
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        [
          "decolonial_studies",
          55
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        [
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      "name": "Grambling State University",
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      "short": "Grambling",
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        "program pages",
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        "alumni/capability outcomes"
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        "climate_environment": 41,
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          52
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        [
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      "evidence": 48,
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "name": "Langston University",
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      "short": "Langston",
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        "program pages",
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        "alumni/capability outcomes"
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        "climate_environment": 41,
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        "education"
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        [
          "agriculture_food",
          53
        ],
        [
          "education_epistemic",
          51
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          49
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        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
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      "region": "HBCU / diaspora",
      "short": "FVSU",
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        "climate_environment": 41,
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        [
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          57
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        [
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          51
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      "evidence": 48,
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "short": "Bluefield State",
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        "program pages",
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      },
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        "climate_environment": 41,
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        "public service"
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        [
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          53
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        [
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      "evidence": 48,
      "gaps": [
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "impact": 48,
      "innovation": 42,
      "name": "Savannah State University",
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      "short": "Savannah State",
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        "alumni/capability outcomes"
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        "climate_environment": 62,
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      },
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        "climate_environment": 54,
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      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "marine science",
        "public service"
      ],
      "top_specialties": [
        [
          "climate_environment",
          54
        ],
        [
          "health",
          50
        ],
        [
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          49
        ]
      ]
    },
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      },
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      "evidence": 48,
      "gaps": [
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        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
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      "short": "Central State",
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        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
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      },
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        "agriculture",
        "STEM"
      ],
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        [
          "agriculture_food",
          55
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        [
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          50
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          49
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "short": "Tougaloo",
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        "program pages",
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        [
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          55
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        [
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        "Africa-facing capability evidence",
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      "short": "Bennett",
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        [
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          54
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        [
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        "Africa-facing capability evidence",
        "reviewed public impact"
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      "short": "LOC",
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          52
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        "Africa-facing capability evidence",
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      "short": "Philander Smith",
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        "public leadership"
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        [
          "public_policy",
          52
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        [
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        "Africa-facing capability evidence",
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      "short": "SAU",
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          52
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        [
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          41
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          51
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        [
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          49
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          41
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          52
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      "short": "Miles",
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        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 58,
        "education_epistemic": 54,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 56,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 52,
        "education_epistemic": 50,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 51,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "civil rights region",
        "public education"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          52
        ],
        [
          "reparations_memory",
          51
        ],
        [
          "education_epistemic",
          50
        ]
      ]
    },
    {
      "atss": 45,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Talladega College",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "Talladega",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 58,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 60,
        "education_epistemic": 56,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 52,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 53,
        "education_epistemic": 51,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "Black history",
        "liberal arts"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          53
        ],
        [
          "culture_civilization",
          52
        ],
        [
          "education_epistemic",
          51
        ]
      ]
    },
    {
      "atss": 45,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Paine College",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "Paine",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 54,
        "education_epistemic": 54,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 50,
        "education_epistemic": 50,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "Black education",
        "public service"
      ],
      "top_specialties": [
        [
          "education_epistemic",
          50
        ],
        [
          "decolonial_studies",
          50
        ],
        [
          "health",
          41
        ]
      ]
    },
    {
      "atss": 45,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Allen University",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "Allen",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 56,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 54,
        "education_epistemic": 54,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 51,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 50,
        "education_epistemic": 50,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "theology",
        "public education"
      ],
      "top_specialties": [
        [
          "culture_civilization",
          51
        ],
        [
          "education_epistemic",
          50
        ],
        [
          "decolonial_studies",
          50
        ]
      ]
    },
    {
      "atss": 45,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 46,
      "conventional": 50,
      "country": "United States / African diaspora",
      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Oakwood University",
      "openKnowledge": 40,
      "region": "HBCU / diaspora",
      "short": "Oakwood",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
      "sovereignty": 50,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 56,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 54,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 58,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 51,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 50,
        "energy_transition": 41,
        "engineering_energy": 41,
        "health": 52,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
        "nanotech_materials": 41,
        "public_policy": 41,
        "quantum_science": 41,
        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "health",
        "faith-based education"
      ],
      "top_specialties": [
        [
          "health",
          52
        ],
        [
          "culture_civilization",
          51
        ],
        [
          "education_epistemic",
          50
        ]
      ]
    },
    {
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      "audit": 44,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 45,
      "conventional": 50,
      "country": "Seychelles",
      "epistemic": 50,
      "evidence": 48,
      "gaps": [
        "research depth",
        "source evidence"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "University of Seychelles",
      "openKnowledge": 40,
      "region": "Indian Ocean / Africa",
      "short": "UniSey",
      "sourceNeeds": [
        "official programs",
        "climate/ocean outputs"
      ],
      "sovereignty": 50,
      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 66,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 52,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 54,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 56,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 41,
        "education_epistemic": 49,
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        "health": 41,
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        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
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        "public_policy": 50,
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        "reparations_memory": 41,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "ocean",
        "environment"
      ],
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        [
          "climate_environment",
          56
        ],
        [
          "public_policy",
          50
        ],
        [
          "education_epistemic",
          49
        ]
      ]
    },
    {
      "atss": 44,
      "audit": 42,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 44,
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      "country": "Mauritius",
      "epistemic": 48,
      "evidence": 48,
      "gaps": [
        "research output"
      ],
      "impact": 46,
      "innovation": 44,
      "name": "University of Technology Mauritius",
      "openKnowledge": 38,
      "region": "Indian Ocean / Africa",
      "short": "UTM",
      "sourceNeeds": [
        "official programs",
        "outputs"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 56,
        "decolonial_studies": 36,
        "education_epistemic": 36,
        "energy_transition": 36,
        "engineering_energy": 52,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 54,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 41,
        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 51,
        "decolonial_studies": 41,
        "education_epistemic": 41,
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        "engineering_energy": 49,
        "health": 41,
        "industry_maintenance": 41,
        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
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        "quantum_science": 41,
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        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "management",
        "small island capability"
      ],
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        [
          "data_ai_cyber",
          51
        ],
        [
          "public_policy",
          50
        ],
        [
          "engineering_energy",
          49
        ]
      ]
    },
    {
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      },
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      "epistemic": 54,
      "evidence": 48,
      "gaps": [
        "source-linked outputs",
        "Africa-facing capability evidence",
        "reviewed public impact"
      ],
      "impact": 48,
      "innovation": 42,
      "name": "Morris Brown College",
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      "region": "HBCU / diaspora",
      "short": "Morris Brown",
      "sourceNeeds": [
        "official profile",
        "program pages",
        "research/public-service outputs",
        "alumni/capability outcomes"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
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        "decolonial_studies": 56,
        "education_epistemic": 54,
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        "health": 36,
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        "language_cognitive_sovereignty": 36,
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        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 52,
        "space_satellite": 36
      },
      "specialty_summary": {
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        "biotech_genomics": 41,
        "climate_environment": 41,
        "culture_civilization": 41,
        "cybersecurity": 41,
        "data_ai_cyber": 41,
        "decolonial_studies": 51,
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        "engineering_energy": 41,
        "health": 41,
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        "language_cognitive_sovereignty": 41,
        "law_governance": 41,
        "manufacturing_robotics": 41,
        "mental_health_psychiatry": 41,
        "mining_resource_governance": 41,
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        "reparations_memory": 49,
        "space_satellite": 41
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "HBCU",
        "Atlanta Black education history"
      ],
      "top_specialties": [
        [
          "decolonial_studies",
          51
        ],
        [
          "education_epistemic",
          50
        ],
        [
          "reparations_memory",
          49
        ]
      ]
    },
    {
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        "tone": "red"
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      "evidence": 46,
      "gaps": [
        "source evidence",
        "research outputs"
      ],
      "impact": 44,
      "innovation": 40,
      "name": "University of Curaçao",
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      "region": "Caribbean",
      "short": "UoC",
      "sourceNeeds": [
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        "public records"
      ],
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      "specialty_scores": {
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        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 36,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 50,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 36,
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        "language_cognitive_sovereignty": 36,
        "law_governance": 56,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 54,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 40,
        "biotech_genomics": 40,
        "climate_environment": 40,
        "culture_civilization": 40,
        "cybersecurity": 40,
        "data_ai_cyber": 40,
        "decolonial_studies": 40,
        "education_epistemic": 47,
        "energy_transition": 40,
        "engineering_energy": 40,
        "health": 40,
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        "language_cognitive_sovereignty": 40,
        "law_governance": 50,
        "manufacturing_robotics": 40,
        "mental_health_psychiatry": 40,
        "mining_resource_governance": 40,
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        "quantum_science": 40,
        "reparations_memory": 40,
        "space_satellite": 40
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
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        "law",
        "governance"
      ],
      "top_specialties": [
        [
          "law_governance",
          50
        ],
        [
          "public_policy",
          49
        ],
        [
          "education_epistemic",
          47
        ]
      ]
    },
    {
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      "audit": 40,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 43,
      "conventional": 48,
      "country": "Trinidad and Tobago / Caribbean",
      "epistemic": 48,
      "evidence": 46,
      "gaps": [
        "source evidence"
      ],
      "impact": 44,
      "innovation": 40,
      "name": "University of the Southern Caribbean",
      "openKnowledge": 38,
      "region": "Caribbean",
      "short": "USC Caribbean",
      "sourceNeeds": [
        "official programs",
        "outputs"
      ],
      "sovereignty": 48,
      "specialty_scores": {
        "agriculture_food": 36,
        "biotech_genomics": 36,
        "climate_environment": 36,
        "culture_civilization": 50,
        "cybersecurity": 36,
        "data_ai_cyber": 36,
        "decolonial_studies": 36,
        "education_epistemic": 54,
        "energy_transition": 36,
        "engineering_energy": 36,
        "health": 56,
        "industry_maintenance": 36,
        "language_cognitive_sovereignty": 36,
        "law_governance": 36,
        "manufacturing_robotics": 36,
        "mental_health_psychiatry": 36,
        "mining_resource_governance": 36,
        "nanotech_materials": 36,
        "public_policy": 36,
        "quantum_science": 36,
        "reparations_memory": 36,
        "space_satellite": 36
      },
      "specialty_summary": {
        "agriculture_food": 40,
        "biotech_genomics": 40,
        "climate_environment": 40,
        "culture_civilization": 47,
        "cybersecurity": 40,
        "data_ai_cyber": 40,
        "decolonial_studies": 40,
        "education_epistemic": 49,
        "energy_transition": 40,
        "engineering_energy": 40,
        "health": 50,
        "industry_maintenance": 40,
        "language_cognitive_sovereignty": 40,
        "law_governance": 40,
        "manufacturing_robotics": 40,
        "mental_health_psychiatry": 40,
        "mining_resource_governance": 40,
        "nanotech_materials": 40,
        "public_policy": 40,
        "quantum_science": 40,
        "reparations_memory": 40,
        "space_satellite": 40
      },
      "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.",
      "strengths": [
        "private university",
        "health",
        "education"
      ],
      "top_specialties": [
        [
          "health",
          50
        ],
        [
          "education_epistemic",
          49
        ],
        [
          "culture_civilization",
          47
        ]
      ]
    },
    {
      "atss": 38,
      "audit": 38,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 42,
      "conventional": 48,
      "country": "RDC",
      "epistemic": 45,
      "evidence": 55,
      "gaps": [
        "financement",
        "laboratoires",
        "biobanques",
        "publication utile",
        "audit"
      ],
      "impact": 42,
      "innovation": 34,
      "name": "Université de Kinshasa",
      "openKnowledge": 40,
      "region": "Afrique centrale",
      "short": "UNIKIN",
      "sourceNeeds": [
        "budgets",
        "programmes",
        "rapports labo",
        "publications",
        "données santé"
      ],
      "sovereignty": 40,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 48,
        "engineering_energy": 40,
        "health": 58,
        "industry_maintenance": 35,
        "law_governance": 55,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 38,
        "biotech_genomics": 20,
        "climate_environment": 38,
        "culture_civilization": 38,
        "cybersecurity": 20,
        "data_ai_cyber": 38,
        "decolonial_studies": 20,
        "education_epistemic": 44,
        "energy_transition": 20,
        "engineering_energy": 40,
        "health": 49,
        "industry_maintenance": 38,
        "language_cognitive_sovereignty": 20,
        "law_governance": 48,
        "manufacturing_robotics": 20,
        "mental_health_psychiatry": 20,
        "mining_resource_governance": 20,
        "nanotech_materials": 20,
        "public_policy": 38,
        "quantum_science": 20,
        "reparations_memory": 20,
        "space_satellite": 20
      },
      "status": "Prépublication — potentiel massif sous-financé",
      "strengths": [
        "taille",
        "médecine",
        "droit",
        "vivier humain"
      ],
      "top_specialties": [
        [
          "health",
          49
        ],
        [
          "law_governance",
          48
        ],
        [
          "education_epistemic",
          44
        ]
      ]
    },
    {
      "atss": 36,
      "audit": 35,
      "class": {
        "label": "mimétisme / faible output",
        "tone": "red"
      },
      "computed_score": 39,
      "conventional": 42,
      "country": "RDC",
      "epistemic": 40,
      "evidence": 48,
      "gaps": [
        "preuve d’impact",
        "laboratoires",
        "capture extractive"
      ],
      "impact": 40,
      "innovation": 36,
      "name": "Université de Lubumbashi",
      "openKnowledge": 34,
      "region": "Afrique centrale",
      "short": "UNILU",
      "sourceNeeds": [
        "programmes",
        "rapports mines",
        "publications",
        "partenariats"
      ],
      "sovereignty": 38,
      "specialty_scores": {
        "agriculture_food": 35,
        "climate_environment": 35,
        "culture_civilization": 35,
        "data_ai_cyber": 35,
        "education_epistemic": 35,
        "engineering_energy": 54,
        "health": 42,
        "industry_maintenance": 50,
        "law_governance": 44,
        "public_policy": 35
      },
      "specialty_summary": {
        "agriculture_food": 37,
        "biotech_genomics": 19,
        "climate_environment": 37,
        "culture_civilization": 37,
        "cybersecurity": 19,
        "data_ai_cyber": 37,
        "decolonial_studies": 19,
        "education_epistemic": 37,
        "energy_transition": 19,
        "engineering_energy": 46,
        "health": 40,
        "industry_maintenance": 44,
        "language_cognitive_sovereignty": 19,
        "law_governance": 41,
        "manufacturing_robotics": 19,
        "mental_health_psychiatry": 19,
        "mining_resource_governance": 19,
        "nanotech_materials": 19,
        "public_policy": 37,
        "quantum_science": 19,
        "reparations_memory": 19,
        "space_satellite": 19
      },
      "status": "Prépublication — potentiel minier sous-capturé",
      "strengths": [
        "mines",
        "droit",
        "médecine",
        "Katanga"
      ],
      "top_specialties": [
        [
          "engineering_energy",
          46
        ],
        [
          "industry_maintenance",
          44
        ],
        [
          "law_governance",
          41
        ]
      ]
    }
  ],
  "base_reference_library": [
    {
      "access": "public",
      "id": "LINK-KIBAVUIDI-ORCID",
      "language": "multi",
      "status": "external-link",
      "summary": "Public ORCID identifier used for traceability of authorship and scholarly outputs.",
      "tags": [
        "ORCID",
        "Kibavuidi Nsiangani",
        "USK",
        "CENA"
      ],
      "title": "Kibavuidi Nsiangani — ORCID",
      "type": "orcid",
      "url": "https://orcid.org/0009-0004-9484-3435"
    },
    {
      "access": "public",
      "id": "DOC-NSIKU-NZOLA-BISALU",
      "language": "fr",
      "status": "core",
      "summary": "Définit la règle juste, la protection des vivants et le travail utile comme base de l’évaluation CSSP.",
      "tags": [
        "doctrine",
        "gouvernance",
        "souveraineté",
        "méthode"
      ],
      "title": "Doctrine Nsiku–Nzola–Bisalu",
      "type": "doctrine"
    },
    {
      "access": "public",
      "id": "DOC-CSSP-EVID-PUB",
      "language": "fr",
      "status": "core",
      "summary": "Règles de preuve graduée, droit de réponse, correction, rétractation contrôlée et publication par snapshot signé.",
      "tags": [
        "preuve",
        "droit de réponse",
        "audit",
        "publication"
      ],
      "title": "Standard preuve, publication et droit de réponse",
      "type": "standard"
    },
    {
      "access": "public",
      "id": "DOC-CSSP-STATE-1",
      "language": "fr",
      "status": "core",
      "summary": "Méthode pour scorer les États par stock de capacités, trajectoire, résilience et réserve populaire hors score État.",
      "tags": [
        "états",
        "score",
        "résilience",
        "réserve populaire"
      ],
      "title": "CSSP-STATE-1 — Indice africain des capacités souveraines",
      "type": "methodology"
    },
    {
      "access": "public",
      "id": "DOC-CSSP-UNIV-1",
      "language": "fr",
      "status": "core",
      "summary": "Classement des universités par ATSS, impact réel, souveraineté épistémique, innovation, preuves et utilité africaine.",
      "tags": [
        "universités",
        "ATSS",
        "recherche",
        "souveraineté épistémique"
      ],
      "title": "CSSP-UNIV-1 + CSSP-ATSS-1 — Fitness universitaire africain",
      "type": "methodology"
    },
    {
      "access": "public",
      "id": "DOC-CSSP-ACTOR-1",
      "language": "fr",
      "status": "core",
      "summary": "Scoring des acteurs par contribution à la souveraineté, risque de dépendance, cohérence discours/action et preuves Nsiku–Nzola–Bisalu.",
      "tags": [
        "acteurs",
        "capture",
        "preuves",
        "score"
      ],
      "title": "CSSP-ACTOR-1 — Index des acteurs de souveraineté et capture-risk",
      "type": "methodology"
    },
    {
      "access": "public",
      "id": "DOC-CSSP-CLAUSE-1",
      "language": "fr",
      "status": "core",
      "summary": "Grille C1–C14 pour préavis politique étranger, verrouillage de sortie, priorité étrangère, données, arbitrage, auditabilité et contrôle des projets critiques.",
      "tags": [
        "contrats",
        "clauses",
        "C1-C14",
        "anti-capture"
      ],
      "title": "CSSP-CLAUSE-1 — Analyse des clauses à risque de capture",
      "type": "methodology"
    },
    {
      "access": "public_or_upload_required",
      "id": "READING-MANDOMBE-GEOMETRY-2024",
      "language": "en/fr",
      "status": "source-needed",
      "summary": "Lecture clé pour la souveraineté cognitive, la cognition symbolique et la logique géométrique Mandombe.",
      "tags": [
        "Mandombe",
        "cognition",
        "épistémologie",
        "USK",
        "CENA"
      ],
      "title": "Symbolic Cognition and the Geometry of Knowledge: Foundations of Mandombe Logic (2024)",
      "type": "key_reading"
    },
    {
      "access": "public_or_upload_required",
      "id": "READING-SVU-2025",
      "language": "en/fr",
      "status": "source-needed",
      "summary": "Lecture clé pour mesurer l’asymétrie dans les échanges internationaux, l’aide et les dépendances financières.",
      "tags": [
        "SVU",
        "finance",
        "asymétrie",
        "souveraineté"
      ],
      "title": "From Aid to Extraction — SVU: Framework to Quantify Asymmetry in International Exchanges (2025)",
      "type": "key_reading"
    },
    {
      "access": "public_or_upload_required",
      "id": "READING-PANAF-II",
      "language": "en/fr",
      "status": "source-needed",
      "summary": "Passage du panafricanisme rhétorique vers un blueprint opérationnel, institutionnel et mesurable.",
      "tags": [
        "panafricanisme",
        "doctrine",
        "blueprint",
        "institutions"
      ],
      "title": "Pan-Africanism Reimagined II: From Conceptual Blur to Operational Blueprint",
      "type": "key_reading"
    },
    {
      "access": "public",
      "id": "REPO-CEMA-USK-PRESS",
      "language": "multi",
      "status": "external-link",
      "summary": "Infrastructure éditoriale et documentaire pour publications, archives, doctrines et lectures scientifiques.",
      "tags": [
        "CEMA",
        "USK",
        "repository",
        "archives",
        "publications"
      ],
      "title": "CEMA-USK Press repository",
      "type": "repository",
      "url": "https://publications.cema-usk.press/"
    },
    {
      "access": "public_or_upload_required",
      "id": "REPO-USK-JOURNAL-EDUCATION",
      "language": "multi",
      "status": "source-needed",
      "summary": "Base de référence pour publications en éducation, cognition, Mandombe, pédagogie et souveraineté épistémique.",
      "tags": [
        "USK",
        "journal",
        "education",
        "Mandombe"
      ],
      "title": "USK Journal of Education",
      "type": "journal"
    },
    {
      "access": "public",
      "id": "JOURNAL-CODESRIA",
      "language": "en/fr",
      "status": "published",
      "summary": "Pan-African social-science research and publication infrastructure. Useful for decolonial social science, academic freedom, political economy, governance, gender, youth, higher education and African public-intellectual production.",
      "tags": [
        "CODESRIA",
        "African social science",
        "decolonial research",
        "journals",
        "publications"
      ],
      "title": "CODESRIA publications and journals",
      "type": "journal_platform",
      "url": "https://codesria.org/"
    },
    {
      "access": "public",
      "id": "JOURNAL-ROAPE",
      "language": "en",
      "status": "published",
      "summary": "Radical African political-economy journal and public platform. Useful for extraction, imperialism, class, land, development, debt, labour, state formation and anti-capitalist analysis. Score by article-level relevance and source discipline.",
      "tags": [
        "ROAPE",
        "political economy",
        "imperialism",
        "resource extraction",
        "Africa"
      ],
      "title": "Review of African Political Economy (ROAPE)",
      "type": "journal",
      "url": "https://roape.net/"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICAN-SOCIOLOGICAL-REVIEW",
      "language": "en/fr",
      "status": "published",
      "summary": "African sociology outlet useful for social structure, institutions, governance, migration, education, inequality and social transformation analysis.",
      "tags": [
        "sociology",
        "CODESRIA",
        "African social science",
        "institutions"
      ],
      "title": "African Sociological Review",
      "type": "journal",
      "url": "https://journals.codesria.org/index.php/asr"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICAN-HUMAN-RIGHTS-LAW",
      "language": "en",
      "status": "published",
      "summary": "African human-rights law journal useful for legal accountability, human rights, constitutionalism, public-interest litigation and regional jurisprudence.",
      "tags": [
        "law",
        "human rights",
        "constitutionalism",
        "Africa"
      ],
      "title": "African Human Rights Law Journal",
      "type": "journal",
      "url": "https://www.ahrlj.up.ac.za/"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICAN-AFFAIRS",
      "language": "en",
      "status": "review-before-scoring",
      "summary": "Major Africa-focused academic journal. Useful for political and historical debates, but PASO should inspect author density, framing, access, funding and policy influence before treating it as aligned.",
      "tags": [
        "African studies",
        "politics",
        "history",
        "needs review"
      ],
      "title": "African Affairs",
      "type": "journal",
      "url": "https://academic.oup.com/afraf"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICA-SPECTRUM",
      "language": "en",
      "status": "review-before-scoring",
      "summary": "Africa-focused social-science journal useful for contemporary governance, society and policy analysis. Score by African authorship, framing and article-level contribution to capability.",
      "tags": [
        "African studies",
        "governance",
        "society",
        "policy"
      ],
      "title": "Africa Spectrum",
      "type": "journal",
      "url": "https://journals.sagepub.com/home/afr"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICAN-STUDIES-REVIEW",
      "language": "en",
      "status": "review-before-scoring",
      "summary": "Major African studies journal. Useful for research discovery, but PASO should treat it as an Africa-facing academic source requiring article-level review rather than automatic alignment.",
      "tags": [
        "African studies",
        "journal",
        "needs review"
      ],
      "title": "African Studies Review",
      "type": "journal",
      "url": "https://www.cambridge.org/core/journals/african-studies-review"
    },
    {
      "access": "public",
      "id": "JOURNAL-KRONOS",
      "language": "en",
      "status": "published",
      "summary": "Southern African historical journal useful for archives, memory, land, labour, colonial history and public history.",
      "tags": [
        "history",
        "Southern Africa",
        "archives",
        "memory"
      ],
      "title": "Kronos: Southern African Histories",
      "type": "journal",
      "url": "https://www.scielo.org.za/scielo.php?script=sci_serial&pid=0259-0190"
    },
    {
      "access": "public",
      "id": "JOURNAL-AGENDA-FEMINIST-MEDIA",
      "language": "en",
      "status": "published",
      "summary": "African feminist journal/media space relevant to gendered social repair, women’s rights, family power, violence, education and community transformation.",
      "tags": [
        "gender",
        "African feminism",
        "social repair",
        "women"
      ],
      "title": "Agenda: Feminist Media",
      "type": "journal",
      "url": "https://www.agenda.org.za/"
    },
    {
      "access": "public",
      "id": "JOURNAL-AFRICAN-JOURNAL-ICT",
      "language": "en",
      "status": "review-before-scoring",
      "summary": "Useful for ICT policy, digital sovereignty, communication infrastructure, platform governance, cybersecurity and public-interest technology debates.",
      "tags": [
        "ICT",
        "digital sovereignty",
        "communications",
        "cybersecurity"
      ],
      "title": "African Journal of Information and Communication",
      "type": "journal",
      "url": "https://journals.co.za/journal/afjict"
    },
    {
      "access": "public",
      "id": "MEDIA-PAMBAZUKA",
      "language": "en/fr",
      "status": "published",
      "summary": "Pan-African public-education and advocacy outlet with a long archive of social justice, anti-imperial and civil-society writing. Use article-level verification and distinguish advocacy from evidence records.",
      "tags": [
        "Pambazuka",
        "Pan-African",
        "civil society",
        "anti-imperial",
        "public education"
      ],
      "title": "Pambazuka News",
      "type": "media_outlet",
      "url": "https://www.pambazuka.org/"
    },
    {
      "access": "public",
      "id": "MEDIA-THE-ELEPHANT",
      "language": "en",
      "status": "published",
      "summary": "Kenya-based public-interest platform drawing on Pan-African ideals and African experience. Useful for governance, debt, media, culture, public finance and civic debate; score by article-level source discipline.",
      "tags": [
        "The Elephant",
        "Kenya",
        "Pan-African",
        "public interest",
        "media"
      ],
      "title": "The Elephant",
      "type": "media_outlet",
      "url": "https://www.theelephant.info/"
    },
    {
      "access": "public",
      "id": "MEDIA-AFRICA-IS-A-COUNTRY",
      "language": "en",
      "status": "published",
      "summary": "Critical African-left public analysis outlet useful for culture, politics, media critique and anti-stereotype education. Score by article-level evidence, author location and public-interest relevance.",
      "tags": [
        "Africa Is a Country",
        "African left",
        "media critique",
        "culture",
        "politics"
      ],
      "title": "Africa Is a Country",
      "type": "media_outlet",
      "url": "https://africasacountry.com/"
    },
    {
      "access": "public",
      "id": "MEDIA-AFRICAN-ARGUMENTS",
      "language": "en",
      "status": "published",
      "summary": "Pan-African magazine and analysis platform covering politics, economics, gender, environment, culture and social affairs. Useful for public analysis but must be scored by editorial frame, author density and article-level sourcing.",
      "tags": [
        "African Arguments",
        "Pan-African",
        "analysis",
        "media"
      ],
      "title": "African Arguments",
      "type": "media_outlet",
      "url": "https://africanarguments.org/"
    },
    {
      "access": "public",
      "id": "MEDIA-BLACK-AGENDA-REPORT",
      "language": "en",
      "status": "published",
      "summary": "African-diaspora radical public outlet useful for anti-imperial analysis, Black internationalism and critique of U.S. foreign policy. Use article-level review and distinguish argument from evidence.",
      "tags": [
        "Black Agenda Report",
        "diaspora",
        "anti-imperial",
        "Black radical tradition"
      ],
      "title": "Black Agenda Report",
      "type": "media_outlet",
      "url": "https://www.blackagendareport.com/"
    },
    {
      "access": "public",
      "id": "MEDIA-TRICONTINENTAL",
      "language": "multi",
      "status": "published",
      "summary": "Global South research/public education institute useful for anti-imperial political economy, popular education, labour, land and internationalism. Review framing and sources by dossier.",
      "tags": [
        "Tricontinental",
        "Global South",
        "anti-imperial",
        "research",
        "public education"
      ],
      "title": "Tricontinental: Institute for Social Research",
      "type": "research_outlet",
      "url": "https://thetricontinental.org/"
    },
    {
      "access": "public",
      "id": "MEDIA-THE-SPEAR-VERIFY",
      "language": "en",
      "status": "needs-url",
      "summary": "Placeholder for The Spear as requested. Because similarly named outlets exist, add verified URL, ownership/editorial note and archive before treating it as an independent decolonial source.",
      "tags": [
        "The Spear",
        "media",
        "verification needed",
        "decolonial"
      ],
      "title": "The Spear — verify exact outlet / archive before scoring",
      "type": "media_outlet",
      "url": ""
    },
    {
      "access": "public",
      "id": "HUB-AFRICAN-MINDS",
      "language": "en",
      "status": "published",
      "summary": "Open-access publisher focused on African scholarship and public policy. Useful for books, policy research and accessible African academic publication.",
      "tags": [
        "African Minds",
        "publisher",
        "open access",
        "books",
        "policy"
      ],
      "title": "African Minds",
      "type": "publisher",
      "url": "https://www.africanminds.co.za/"
    },
    {
      "access": "public",
      "id": "HUB-LANGAA-RPCIG",
      "language": "en/fr",
      "status": "published",
      "summary": "African publisher useful for social science, humanities, culture, anthropology, politics and African knowledge production.",
      "tags": [
        "Langaa",
        "publisher",
        "African scholarship",
        "books"
      ],
      "title": "Langaa RPCIG",
      "type": "publisher",
      "url": "https://www.langaa-rpcig.net/"
    },
    {
      "access": "public",
      "id": "DATA-AFROBAROMETER",
      "language": "en/fr",
      "status": "published",
      "summary": "Pan-African public-opinion data source useful for governance, trust, democracy, service delivery and public sentiment. Use methodology notes and funding context.",
      "tags": [
        "Afrobarometer",
        "dataset",
        "public opinion",
        "governance"
      ],
      "title": "Afrobarometer",
      "type": "dataset",
      "url": "https://www.afrobarometer.org/"
    },
    {
      "access": "public",
      "id": "DATA-OPENALEX-AFRICA",
      "language": "en",
      "status": "published",
      "summary": "Open scholarly metadata source useful for mapping publications, affiliations and research outputs. Must be calibrated against indexing, language, affiliation and Global North visibility bias.",
      "tags": [
        "OpenAlex",
        "metadata",
        "bibliometrics",
        "African research"
      ],
      "title": "OpenAlex — African research metadata",
      "type": "dataset",
      "url": "https://openalex.org/"
    },
    {
      "access": "public",
      "id": "HUB-AFRICAN-STORYBOOK",
      "language": "multi",
      "status": "published",
      "summary": "Open education resource useful for African languages, literacy, translation and early education capability.",
      "tags": [
        "education",
        "African languages",
        "open resources",
        "literacy"
      ],
      "title": "African Storybook",
      "type": "education_hub",
      "url": "https://www.africanstorybook.org/"
    },
    {
      "access": "public",
      "id": "HUB-USK-RESEARCH-INSTITUTE",
      "language": "fr/en",
      "status": "published",
      "summary": "USK research hub for institutional research, publications, programs, projects and African knowledge infrastructure. Include as one source among many, not as a privileged self-promotion layer.",
      "tags": [
        "USK",
        "research institute",
        "African research",
        "knowledge infrastructure"
      ],
      "title": "USK Research Institute",
      "type": "research_hub",
      "url": "https://research.usk.institute"
    },
    {
      "access": "public",
      "id": "HUB-CENA-INSTITUTE",
      "language": "fr/en",
      "status": "published",
      "summary": "CENA institutional hub relevant to Mandombe, research collaboration, useful science, sovereign education infrastructure and African-centered knowledge production.",
      "tags": [
        "CENA",
        "Mandombe",
        "research",
        "sovereign science",
        "education"
      ],
      "title": "CENA Institute",
      "type": "research_hub",
      "url": "https://cena.institute"
    },
    {
      "access": "public",
      "id": "HUB-TUMOKINA2-CENA",
      "language": "multi",
      "status": "published",
      "summary": "Tumokina public hub combining discovery, indexing, collaboration, projects/grants, library, live demos, African language/script support, media, video and podcast dissemination. Consolidated as the single Tumokina reference.",
      "tags": [
        "Tumokina",
        "CENA",
        "research hub",
        "African languages",
        "library",
        "collaboration",
        "media"
      ],
      "title": "Tumokina — sovereign African research, discovery and collaboration hub",
      "type": "sovereign_research_hub",
      "url": "http://tumokina2.cena.institute/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-EDUCATION",
      "language": "fr/en",
      "status": "source-url-to-refine",
      "summary": "USK/CEMA journal platform for education, pedagogy, cognition, curriculum design, Mandombe-related learning research, decolonial education and sovereign knowledge transmission. Score article by article for source quality, method and public usefulness.",
      "tags": [
        "USK",
        "CEMA",
        "journal",
        "education",
        "pedagogy",
        "Mandombe",
        "curriculum",
        "decolonial education"
      ],
      "title": "USK Journal of Education",
      "type": "journal",
      "url": "https://publications.cema-usk.press/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-POLITICAL-SCIENCE-EPISTEMOLOGY",
      "language": "fr/en",
      "status": "published",
      "summary": "USK/CEMA journal platform relevant to political science, epistemology, sovereignty, Mandombe-related institutional research, anti-capture doctrine and African public scholarship. Listed alongside AJOL, CODESRIA and AfricArXiv as a source to index and verify article by article.",
      "tags": [
        "USK",
        "CEMA",
        "journal",
        "political science",
        "epistemology",
        "sovereignty",
        "anti-capture"
      ],
      "title": "USK Journal of Political Science & Epistemology",
      "type": "journal",
      "url": "https://publications.cema-usk.press/index.php/politicalscience/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-RAEST",
      "language": "fr/en",
      "status": "source-url-to-refine",
      "summary": "USK/CEMA science and technology journal space for African epistemology, applied science, technology, innovation, systems, engineering, Mandombe sciences and sovereign research capacity. Verify exact issue/article metadata before scoring.",
      "tags": [
        "USK",
        "CEMA",
        "RAEST",
        "journal",
        "epistemology",
        "science",
        "technology",
        "innovation"
      ],
      "title": "RAEST — Revue Africaine d'Épistémologie, Sciences et Technologies",
      "type": "journal",
      "url": "https://publications.cema-usk.press/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-HEALTH-PSYCHOLOGY",
      "language": "fr/en",
      "status": "source-url-to-refine",
      "summary": "USK/CEMA journal space for health, psychology, public health, community wellbeing, African-centered assessment, prevention, social repair and culturally relevant clinical/public-health research. Verify exact issue/article metadata before scoring.",
      "tags": [
        "USK",
        "CEMA",
        "journal",
        "health",
        "psychology",
        "public health",
        "African psychology"
      ],
      "title": "USK Journal of Health & Psychology",
      "type": "journal",
      "url": "https://publications.cema-usk.press/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-PSYCHIATRY-PSYCHOLOGY-NEUROSCIENCE",
      "language": "fr/en",
      "status": "source-url-to-refine",
      "summary": "USK/CEMA journal space for psychiatry, psychology, neuroscience, mental health, African psychiatric baselines, DSM-H-related work, trauma, cognition and community protection. Verify exact issue/article metadata before scoring.",
      "tags": [
        "USK",
        "CEMA",
        "journal",
        "psychiatry",
        "psychology",
        "neuroscience",
        "mental health",
        "DSM-H"
      ],
      "title": "USK Journal of Psychiatry, Psychology & Neuroscience",
      "type": "journal",
      "url": "https://publications.cema-usk.press/"
    },
    {
      "access": "public",
      "id": "JOURNAL-USK-SCIENCE-TECHNOLOGIES",
      "language": "fr/en",
      "status": "source-url-to-refine",
      "summary": "USK/CEMA journal space for science, technology, engineering, applied research, digital sovereignty, AI, infrastructure, energy, health technology and useful innovation. Verify exact issue/article metadata before scoring.",
      "tags": [
        "USK",
        "CEMA",
        "journal",
        "science",
        "technology",
        "engineering",
        "AI",
        "digital sovereignty"
      ],
      "title": "USK Journal of Science & Technologies",
      "type": "journal",
      "url": "https://publications.cema-usk.press/"
    }
  ],
  "bibliography": {
    "count": 30,
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      {
        "authors": "Frantz Fanon",
        "category": "decolonial_psychiatry",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-FANON-1961",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "The Wretched of the Earth",
        "use": "Colonial violence, psychological liberation, national consciousness.",
        "visibility": "public"
      },
      {
        "authors": "Frantz Fanon",
        "category": "decolonial_psychiatry",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-FANON-1952",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Black Skin, White Masks",
        "use": "Internalized domination, language, identity and colonial recognition.",
        "visibility": "public"
      },
      {
        "authors": "Walter Rodney",
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        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-RODNEY-1972",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "How Europe Underdeveloped Africa",
        "use": "Historical political economy of extraction and underdevelopment.",
        "visibility": "public"
      },
      {
        "authors": "Cheikh Anta Diop",
        "category": "epistemic_sovereignty",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-DIOP-1954",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Nations nègres et culture",
        "use": "African historical continuity, culture, science and knowledge sovereignty.",
        "visibility": "public"
      },
      {
        "authors": "Cheikh Anta Diop",
        "category": "epistemic_sovereignty",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-DIOP-CIVILIZATION",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Civilization or Barbarism",
        "use": "Scientific and historical method for African civilizational claims.",
        "visibility": "public"
      },
      {
        "authors": "Ngũgĩ wa Thiong’o",
        "category": "language_sovereignty",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-NGUGI-1986",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Decolonising the Mind",
        "use": "Language, cultural power and mental colonization.",
        "visibility": "public"
      },
      {
        "authors": "Aimé Césaire",
        "category": "colonial_critique",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-CESAIRE-1950",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Discourse on Colonialism",
        "use": "Colonial brutality, European moral collapse and dehumanization.",
        "visibility": "public"
      },
      {
        "authors": "Sylvia Wynter",
        "category": "human_sciences",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-WYNTER-HUMAN",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Selected writings on the coloniality of being human",
        "use": "Human definition, colonial knowledge systems and epistemic repair.",
        "visibility": "public"
      },
      {
        "authors": "Édouard Glissant",
        "category": "caribbean_thought",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-GLISSANT-RELATION",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Poetics of Relation",
        "use": "Relation, creolization, archipelagic thinking and cultural sovereignty.",
        "visibility": "public"
      },
      {
        "authors": "Hilary Beckles",
        "category": "reparations",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-BECKLES-REPARATIONS",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Britain’s Black Debt",
        "use": "Caribbean reparations, slavery economy and historical accountability.",
        "visibility": "public"
      },
      {
        "authors": "C. L. R. James",
        "category": "haiti_revolution",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-JAMES-BLACK-JACOBINS",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "The Black Jacobins",
        "use": "Haitian Revolution, Black sovereignty and revolutionary statecraft.",
        "visibility": "public"
      },
      {
        "authors": "Amílcar Cabral",
        "category": "liberation_theory",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-CABRAL-WEAPON",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Culture as a weapon of liberation",
        "use": "Culture, class, liberation struggle and national reconstruction.",
        "visibility": "public"
      },
      {
        "authors": "Thomas Sankara",
        "category": "sovereign_governance",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-SANKARA-SPEECHES",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Selected speeches of Thomas Sankara",
        "use": "Debt, self-reliance, women, production and public accountability.",
        "visibility": "public"
      },
      {
        "authors": "Amos N. Wilson",
        "category": "psychopolitical_power",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-AMOS-WILSON",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Blueprint for Black Power",
        "use": "Power, group psychology, institutional survival and Black self-determination.",
        "visibility": "public"
      },
      {
        "authors": "Wade W. Nobles",
        "category": "african_psychology",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-NOBLES-AFRICAN-PSYCH",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "African psychology writings",
        "use": "African-centered psychology, culture and healing.",
        "visibility": "public"
      },
      {
        "authors": "Oyèrónkẹ́ Oyěwùmí",
        "category": "gender_epistemology",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-OYEWUMI-GENDER",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "The Invention of Women",
        "use": "African social categories and critique of imported gender assumptions.",
        "visibility": "public"
      },
      {
        "authors": "Ifi Amadiume",
        "category": "gender_family_systems",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-AMADIUME-DAUGHTERS",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Male Daughters, Female Husbands",
        "use": "African kinship, gender flexibility and family-field analysis.",
        "visibility": "public"
      },
      {
        "authors": "V. Y. Mudimbe",
        "category": "knowledge_systems",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-MUDIMBE-INVENTION",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "The Invention of Africa",
        "use": "Colonial library, African studies and epistemic framing.",
        "visibility": "public"
      },
      {
        "authors": "Théophile Obenga",
        "category": "african_classical_studies",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-OBENGA-AFRICAN-PHILOSOPHY",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "African philosophy and linguistic/historical works",
        "use": "African classical continuity, language and historical method.",
        "visibility": "public"
      },
      {
        "authors": "Shomarka O. Y. Keita",
        "category": "science_history",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-KEITA-BIOANTHRO",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Selected works on African bioanthropology",
        "use": "Critical method in African population history and bioanthropology.",
        "visibility": "public"
      },
      {
        "authors": "Abeba Birhane",
        "category": "ai_ethics",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-BIRHANE-ALGORITHMIC",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Algorithmic injustice and relational ethics writings",
        "use": "AI harms, relationality, data ethics and algorithmic coloniality.",
        "visibility": "public"
      },
      {
        "authors": "Timnit Gebru / DAIR",
        "category": "ai_sovereignty",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-GEBRU-DAIR",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Distributed AI Research Institute publications",
        "use": "AI accountability, data labor and structural harms.",
        "visibility": "public"
      },
      {
        "authors": "CODESRIA",
        "category": "african_research_infrastructure",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-CODESRIA",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "CODESRIA publications and research programmes",
        "use": "African social science infrastructure and public knowledge.",
        "visibility": "public"
      },
      {
        "authors": "AAU",
        "category": "higher_education",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-AAU",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "Association of African Universities institutional materials",
        "use": "Continental university network baseline.",
        "visibility": "public"
      },
      {
        "authors": "ARUA",
        "category": "higher_education",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-ARUA",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "African Research Universities Alliance materials",
        "use": "Research-university network and graduate-training capacity baseline.",
        "visibility": "public"
      },
      {
        "authors": "The UWI",
        "category": "caribbean_higher_education",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-UWI",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "The University of the West Indies reports and research impact materials",
        "use": "Caribbean university capability, research impact and regional development.",
        "visibility": "public"
      },
      {
        "authors": "CARICOM / reparations bodies",
        "category": "reparations",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-CARICOM-REPARATIONS",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "CARICOM reparations commission materials",
        "use": "Caribbean reparations policy and historical accountability.",
        "visibility": "public"
      },
      {
        "authors": "United Nations",
        "category": "legal_basis",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-UN-CHARTER",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "United Nations Charter",
        "use": "Sovereign equality, non-interference and international peace principles.",
        "visibility": "public"
      },
      {
        "authors": "African Union / OAU",
        "category": "legal_basis",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-AFRICAN-CHARTER",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "African Charter on Human and Peoples’ Rights",
        "use": "Peoples’ rights, development, dignity and duties.",
        "visibility": "public"
      },
      {
        "authors": "United Nations",
        "category": "legal_basis",
        "evidence_state": "bibliography_candidate",
        "ref_id": "REF-UNDRIP",
        "source_needs": [
          "full citation",
          "edition/publisher/year verification",
          "page-specific link to claims",
          "reviewer approval"
        ],
        "status": "starter_reference",
        "title": "UN Declaration on the Rights of Indigenous Peoples",
        "use": "Community rights, knowledge, land and self-determination where relevant.",
        "visibility": "public"
      }
    ],
    "note": "Seed references. Add full citations/page links in backend before claim use.",
    "schema": "cssp-bibliography-v1"
  },
  "change_toolkit": {
    "modules": [
      "embeddable radar widgets",
      "targeted nonpartisan advisories",
      "public-interest timing windows",
      "financial independence scoring",
      "tamper-resistant snapshots",
      "scenario modeling",
      "secure drop policy",
      "deep localization"
    ],
    "principle": "Public evidence must become usable at the leverage points where people, institutions and investors can demand correction.",
    "title": "CSSP strategic mobilization toolkit",
    "version": "v4.0"
  },
  "citizen_guide": {
    "items": [
      {
        "description": "Start with public summaries. A risk signal is not a verdict; it tells you what needs evidence, review and correction.",
        "title": "Understand the risk"
      },
      {
        "description": "Use university, actor and knowledge lists to see who builds useful African capacity, not only who is famous or well-funded.",
        "title": "Find capability builders"
      },
      {
        "description": "Share public sources, links, dates and context. Do not place witness names, private files, exact sensitive locations or sealed material in public forms.",
        "title": "Report safely"
      },
      {
        "description": "If a record is wrong, outdated or incomplete, use the correction pathway with evidence rather than pressure or insults.",
        "title": "Request correction"
      },
      {
        "description": "Share public-safe pages and explain that PASO separates signal, allegation, analysis and confirmed finding.",
        "title": "Share responsibly"
      }
    ],
    "never_do": [
      "do not expose witness names",
      "do not upload sensitive evidence from a work/state/monitored device",
      "do not share sealed or life-threatening material through public forms",
      "do not treat starter profiles as final findings",
      "do not harass people or institutions based on a risk signal"
    ],
    "schema": "paso-citizen-guide-v1",
    "summary": "A simple route for non-specialist visitors who want to understand risks, find capability builders, share public-safe information and avoid exposing people.",
    "title": "Citizen and community guide"
  },
  "correction_center": {
    "schema": "paso-correction-center-v2",
    "title": "Correction center / droit de réponse public",
    "public_contact_email": "paso-institute@proton.me",
    "principle": "Correction is a public-evidence pathway. Evidence considered in the public layer must be public, transparent and linkable. Do not send attachments or protected evidence through ordinary email.",
    "submission_rules": [
      "Send the request by email to paso-institute@proton.me.",
      "Subject format: CORRECTION / DOSSIER ID / Claim or page concerned.",
      "Include the page URL, dossier ID, specific claim, requested correction and public evidence link(s).",
      "Evidence must be hosted in a publicly accessible link/repository/archive/DOI/official page. No attachments are accepted for public correction review.",
      "Sensitive evidence, witness identities, survivor data, exact locations and raw protected material must not be sent through ordinary public correction email.",
      "Review target: under 90 days when the request is complete and public evidence is usable.",
      "Absence of response does not mean tacit acceptance. It may mean queue overload, disruption, incomplete request or evidence not acceptable for public review.",
      "Pressure, threats, doxxing, intimidation, bribery, bot campaigns or reputation laundering can disqualify a request and may become a public risk signal after review."
    ],
    "required_fields": [
      "Requester name or public entity name (optional if safety risk is stated)",
      "Safe reply email",
      "Page or dossier ID",
      "Claim being disputed or corrected",
      "Requested correction",
      "Public evidence links only",
      "Short explanation of why the source changes the record",
      "Whether this is correction, right of response, missing source, outdated record, methodology challenge or dispute notice"
    ],
    "public_dispute_register": [
      {
        "entry_id": "DISPUTE-TEMPLATE-001",
        "status": "template_not_a_live_dispute",
        "dossier_id": "EXAMPLE-DOSSIER-ID",
        "dossier_url": "./action-dossiers.html",
        "public_issue": "This row shows how accepted public disputes will appear: dossier, disputed claim, public evidence links, status and review window.",
        "public_evidence_links": [],
        "review_window": "< 90 days after complete public-source request",
        "note": "No personal identity, protected source, witness data, survivor data, raw file or sensitive location is published in the public register."
      }
    ],
    "review_statuses": [
      "received_public_format",
      "triage",
      "public_evidence_review",
      "right_of_response_requested",
      "update_pending",
      "closed_no_public_change",
      "closed_record_updated",
      "rejected_no_public_evidence",
      "safety_redirect_required"
    ],
    "bad_faith_disqualifiers": [
      "threats",
      "fraud",
      "bribery",
      "witness exposure",
      "coordinated manipulation",
      "bot pressure",
      "reputation laundering",
      "legal intimidation without evidence"
    ],
    "review_windows": [
      {
        "type": "simple factual correction with clear public source",
        "estimate": "up to 30 days"
      },
      {
        "type": "dossier dispute / legal or source-weight challenge",
        "estimate": "up to 90 days"
      },
      {
        "type": "safety-sensitive/protected material",
        "estimate": "not processed through public correction channel"
      }
    ]
  },
  "deal_case_studies": [
    {
      "country": "Kenya",
      "evidence": 62,
      "flags": [
        "accueil sanitaire externe",
        "capacité hospitalière locale faible",
        "protection des patients nationaux",
        "biocapacité",
        "droit de réponse requis"
      ],
      "id": "KEN-EBOLA-HEALTH-001",
      "label": "Kenya Ebola Deal — capacité sanitaire, protection interne et risque de priorité externe",
      "riskScore": 88,
      "sector": "Santé publique / sécurité biologique / accord sanitaire",
      "status": "Cas critique à documenter — vérifier décision de justice, clauses sanitaires, capacité hospitalière, coûts et garanties de protection"
    },
    {
      "country": "RDC",
      "evidence": 72,
      "flags": [
        "préavis politique 3 mois",
        "sortie bloquée 5 ans",
        "51% min US-aligned",
        "priorité sur Congolais",
        "énergie orientée intérêts US"
      ],
      "id": "DRC-US-CRIT-001",
      "label": "Accord stratégique RDC–US aligned — verrouillage de souveraineté économique",
      "riskScore": 96,
      "sector": "Mines critiques / énergie / infrastructures / quotas",
      "status": "Cas critique — clauses à vérifier contre texte source, annexes et droit de réponse"
    },
    {
      "country": "RDC",
      "evidence": 64,
      "flags": [
        "auditabilité",
        "valeur locale",
        "réversibilité"
      ],
      "id": "DRC-MIN-001",
      "label": "Contrat ressources contre infrastructures — capture de valeur et auditabilité",
      "riskScore": 84,
      "sector": "Mines / infrastructures"
    },
    {
      "country": "Kenya",
      "evidence": 58,
      "flags": [
        "dette",
        "garanties",
        "arbitrage",
        "recettes stratégiques"
      ],
      "id": "KEN-INF-001",
      "label": "Contrat infrastructure financé par dette — dépendance fiscale",
      "riskScore": 74,
      "sector": "Infrastructures / dette"
    }
  ],
  "decentralized_snapshot_policy": {
    "description": "Signed public JSON snapshots should be mirrored outside the main server so hostile legal, political or cloud pressure cannot erase the historical record.",
    "guardrails": [
      "Never put raw witness files, sealed dossiers, victim identities or private upload metadata on decentralized public storage.",
      "Only publish redacted, approved and public snapshots.",
      "Each snapshot contains schema, method version, generated timestamp, SHA-256, previous hash and publication reviewer ID or committee tag."
    ],
    "layers": [
      {
        "content": "latest.json and public pages",
        "layer": "primary",
        "technology": "HTTPS public portal"
      },
      {
        "content": "published snapshots and docs",
        "layer": "mirror",
        "technology": "independent mirror domains"
      },
      {
        "content": "hash-verified public JSON and non-sensitive public documents",
        "layer": "content-addressed",
        "technology": "IPFS / content-addressed storage"
      },
      {
        "content": "major methodology releases and public advisories",
        "layer": "permanent archive",
        "technology": "Arweave-like permanent storage or institutional archive"
      },
      {
        "content": "private evidence vault and audit logs",
        "layer": "offline",
        "technology": "encrypted offline backups"
      }
    ],
    "standard": "CSSP-ARCHIVE-1",
    "title": "Tamper-resistant public snapshot registry"
  },
  "doctrine": {
    "motto": "Documenter. Vérifier. Traduire. Évaluer. Protéger.",
    "name": "Conseil Scientifique pour la Souveraineté Populaire",
    "principles": [
      "Nsiku",
      "Nzola",
      "Bisalu"
    ],
    "source_of_truth": "data/public/latest.json"
  },
  "embed_widgets": {
    "nsiku_nzola_bisalu": {
      "allowed_use": "May be embedded with attribution and without modifying the displayed score or source links.",
      "description": "Embeddable doctrine radar for public articles, student unions, research portals and civic advisories.",
      "embed_path": "/api/public/embed/radar/nsiku-nzola-bisalu.svg",
      "iframe": "<iframe src='/api/public/embed/radar/nsiku-nzola-bisalu.svg' title='CSSP Nsiku Nzola Bisalu radar' loading='lazy'></iframe>",
      "title": "Nsiku–Nzola–Bisalu radar"
    },
    "state_profile": {
      "allowed_use": "May be embedded by media, unions, researchers and civil society, as long as methodology and source version remain visible.",
      "description": "Embeddable country profile: stock capacity, final score, evidence, trajectory, resilience and people-level reserve.",
      "embed_path": "/api/public/embed/radar/state/{iso}.svg",
      "iframe": "<iframe src='/api/public/embed/radar/state/CD.svg' title='CSSP state sovereignty radar' loading='lazy'></iframe>",
      "title": "State sovereignty radar"
    },
    "university_profile": {
      "allowed_use": "Designed for student unions, alumni associations, faculty boards and investigative media.",
      "description": "Embeddable university profile: ATSS, sovereignty, impact, innovation, epistemic score, open knowledge, auditability and evidence.",
      "embed_path": "/api/public/embed/radar/university/{id}.svg",
      "iframe": "<iframe src='/api/public/embed/radar/university/USK.svg' title='CSSP university sovereign fitness radar' loading='lazy'></iframe>",
      "title": "University sovereign fitness radar"
    }
  },
  "evidence_driven_scores": [],
  "family_field_cluster": {
    "items": [
      {
        "category": "family_field_pathology",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-MOTHER-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 30,
        "facets": [
          "family_field",
          "narcissism",
          "psychology",
          "pattern_level"
        ],
        "name": "Maternal narcissistic domination pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 30
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 58,
          "R2": 58,
          "R3": 56,
          "R4": 55,
          "R5": 54,
          "R9": 58
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for chronic maternal domination, scapegoating and identity control. Not a diagnosis of any individual; requires clinical/cultural evidence and case safeguards.",
        "visibility": "public"
      },
      {
        "category": "family_field_pathology",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-STEPMOTHER-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "stepmother",
          "narcissism",
          "pattern_level"
        ],
        "name": "Stepmother scapegoating and inheritance-displacement pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for stepfamily cruelty, exclusion or inheritance-linked control where evidence supports it. Avoid stereotypes; require case-specific review.",
        "visibility": "public"
      },
      {
        "category": "family_field_pathology",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-MOTHER-IN-LAW-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "mother_in_law",
          "narcissism",
          "pattern_level"
        ],
        "name": "Mother-in-law coercive control pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for in-law control, couple destabilization, humiliation, economic pressure or social isolation. Not a general attack on elders or women.",
        "visibility": "public"
      },
      {
        "category": "family_field_pathology",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-SISTER-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "sibling",
          "narcissism",
          "pattern_level"
        ],
        "name": "Sister/sibling scapegoating and reputation attack pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for sibling coalitions, envy, isolation, triangulation and reputation attack. Needs careful evidence and non-stereotyping safeguards.",
        "visibility": "public"
      },
      {
        "category": "family_field_pathology",
        "country": "Family-field / institutions",
        "entity_id": "THREAT-FAMILY-PATRIARCHAL-NARC-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 34,
        "facets": [
          "family_field",
          "patriarchy",
          "narcissism",
          "authoritarianism",
          "pattern_level"
        ],
        "name": "Patriarchal-coded narcissistic cruelty pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 34
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 62,
          "R2": 62,
          "R3": 60,
          "R4": 59,
          "R5": 58,
          "R9": 62
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for authoritarian father/elder/political-family logic where power, gender, silence and reputation replace accountability and protection.",
        "visibility": "public"
      },
      {
        "category": "family_field_pathology",
        "country": "Family-field / colonized mind",
        "entity_id": "THREAT-FAMILY-COLORISM-001",
        "entity_type": "threat_pattern",
        "evidence_strength": 32,
        "facets": [
          "family_field",
          "colorism",
          "colonized_mind",
          "pattern_level"
        ],
        "name": "Intra-family colorism as colonized-field symptom",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 32
        },
        "right_of_reply_status": "required_when_specific_adverse_finding_or_public_ranking_is_published",
        "risk_components": {
          "R1": 58,
          "R2": 58,
          "R3": 56,
          "R4": 55,
          "R5": 54,
          "R9": 58
        },
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for colorism inside families as visible symptom of colonial status hierarchy. Requires careful cultural and psychiatric framing.",
        "visibility": "public"
      }
    ],
    "policy": "Pattern-level only. No named individual assessment without consent/evidence, clinical/legal safeguards, and right of reply where relevant.",
    "schema": "cssp-family-field-cluster-v1"
  },
  "financial_independence_standard": {
    "anti_gaming": [
      "Philanthropy is discounted if it builds dependency or brand power without transferring capability.",
      "Large grants are penalized if conditions shape local policy or fragment African institutions.",
      "Prestige, awards and social amplification do not count unless linked to local ownership, skills and evidence."
    ],
    "dimensions": [
      {
        "code": "F1",
        "good": "membership, tuition, products, local services, African endowment, cooperative ownership",
        "label": "Local and African-owned revenue",
        "weight": 22
      },
      {
        "code": "F2",
        "good": "funds not tied to external political or policy outputs",
        "label": "Unrestricted operating autonomy",
        "weight": 16
      },
      {
        "bad": "large share of budget from foreign state-linked, donor or think-tank ecosystems",
        "code": "F3",
        "label": "Foreign state / NGO / foundation dependency exposure",
        "weight": -18
      },
      {
        "code": "F4",
        "good": "program priorities decided locally and publicly",
        "label": "Agenda independence",
        "weight": 14
      },
      {
        "code": "F5",
        "good": "public budgets, grant conditions, board conflicts and procurement rules",
        "label": "Transparency of funders and conditions",
        "weight": 12
      },
      {
        "code": "F6",
        "good": "funding leaves local tools, jobs, skills, data control, maintenance and ownership",
        "label": "Capability-transfer ratio",
        "weight": 18
      }
    ],
    "purpose": "Measure whether an actor, institution, university, media platform or NGO can act for African sovereignty without being structurally dependent on foreign donors, tied grants, reputational philanthropy or externally framed agendas.",
    "standard": "CSSP-FINDEP-1",
    "title": "Financial Independence and Funding Capture Metric"
  },
  "fonts": [],
  "generated_at": "2026-06-01T09:50:00.068647+00:00",
  "hostile_country_profiles": {
    "count": 22,
    "default_source_needs": [
      "official communications and treaty texts",
      "military presence / cooperation agreement clauses",
      "base-status, troop-status or immunity clauses where relevant",
      "public statements and verified transcripts",
      "documented sanctions, pressure, interference or conditionality events",
      "civilian protection data and security incident chronology",
      "human-rights and survivor-protection reports where relevant",
      "resource, procurement, debt, data or health-sovereignty agreements",
      "right-of-reply or official response record",
      "independent reviewer note and redaction/source-protection check",
      "base locations and status-of-forces agreement summaries where publicly available",
      "documented coup, destabilization, sanctions or proxy-interference chronology",
      "media influence, funding, ownership, training or narrative-campaign records",
      "civilian, worker, survivor or child-protection case records with redaction",
      "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
    ],
    "disclaimer": "Profiles are evidence-gated state-policy risk assessments. They do not target ordinary citizens or diaspora communities, and they do not declare legal guilt.",
    "items": [
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "military_presence",
          "monetary_sovereignty",
          "resource_influence",
          "information_pressure",
          "colonial_legacy"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording",
          "public evidence attached but clause-level synthesis still required"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "economic_resource_pressure": "Assessment is based on CFA/franc-zone architecture, corporate resource footprints, infrastructure/energy leverage and asymmetrical contract patterns.",
          "media_and_psychological_influence": "Assessment is based on Françafrique narrative management, Francophonie prestige pressure, colonial apologetics and delegitimation of African sovereignty choices.",
          "military_bases_and_immunity": "Assessment is based on base retention/withdrawal, defence agreements, troop-status clauses, intelligence cooperation, Sahel failures and remedy for civilian harm.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {
          "accountability_avoidance": [
            {
              "label": "Le Monde: French army's forced retreat from Africa continues",
              "note": "Regional military withdrawal/reconfiguration chronology.",
              "url": "https://www.lemonde.fr/en/international/article/2024/11/30/french-army-s-forced-retreat-from-africa-continues_6734677_4.html"
            }
          ],
          "coups_destabilization_and_proxy_pressure": [
            {
              "label": "Le Monde: France and Mali's pro-independence rebels, alliances and mutual interests",
              "note": "Contextual reporting on claims/contacts; requires separation of contacts, allegations and confirmed support.",
              "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/05/25/france-and-mali-s-pro-independence-rebels-a-history-shaped-by-alliances-and-mutual-interests_6753805_124.html"
            },
            {
              "label": "Anadolu: French journalist claims France helps rebels in Mali",
              "note": "Media report of a claim; requires original transcript and reviewer synthesis.",
              "url": "https://www.aa.com.tr/fr/afrique/un-journaliste-francais-pr%C3%A9tend-que-la-france-aide-les-rebelles-au-mali/3932652"
            }
          ],
          "economic_resource_pressure": [
            {
              "label": "Legifrance law approving France–Chad cooperation agreement",
              "note": "Official French legal record; supports treaty/legal-pressure review.",
              "url": "https://www.legifrance.gouv.fr/loda/id/JORFTEXT000000522409"
            }
          ],
          "libya_intervention_chronology": [
            {
              "label": "Britannica: 2011 intervention in Libya",
              "note": "Context anchor for Libya intervention chronology; add UN/parliamentary records where possible.",
              "url": "https://www.britannica.com/event/Libya-Revolt-of-2011/Intervention-and-Qaddafis-death"
            }
          ],
          "media_and_psychological_influence": [
            {
              "label": "AP: protests in Chad against French military presence",
              "note": "Public opposition/civic pressure record.",
              "url": "https://apnews.com/article/0436a6c9a914c0dd007d603e279e44c8"
            }
          ],
          "military_bases_and_immunity": [
            {
              "label": "France–Chad military cooperation agreement, UN Treaty Series",
              "note": "Primary treaty text for military cooperation and facilities review.",
              "url": "https://treaties.un.org/doc/Publication/UNTS/Volume%201092/volume-1092-I-16758-English.pdf"
            },
            {
              "label": "Reuters: Chad ends defence cooperation with France",
              "note": "Termination chronology and official sovereignty framing.",
              "url": "https://www.reuters.com/world/africa/chad-ends-defence-cooperation-agreement-with-france-2024-11-28/"
            },
            {
              "label": "Le Monde: last French soldiers leave Chad",
              "note": "Withdrawal/base handover chronology.",
              "url": "https://www.lemonde.fr/en/le-monde-africa/article/2025/02/02/chad-departure-of-the-last-french-soldiers-brings-an-end-to-a-special-relationship_6737701_124.html"
            }
          ],
          "plausible_deniability_methods": [
            {
              "label": "French Senate bill with annexed France–Chad military cooperation texts",
              "note": "Clause-level review source for legal mechanisms.",
              "url": "https://www.senat.fr/leg/1976-1977/i1976_1977_0411.pdf"
            }
          ]
        },
        "metrics": {
          "civilian_protection_impact": 68,
          "economic_resource_pressure": 84,
          "evidence_integrity": 62,
          "health_biosecurity_pressure": 45,
          "information_psychological_pressure": 82,
          "legal_diplomatic_pressure": 78,
          "military_security_pressure": 90
        },
        "name": "France",
        "patterns": [
          "long-running military cooperation and base arrangements in parts of Africa",
          "defence-agreement termination/renegotiation wave in the Sahel and West Africa",
          "monetary-sovereignty concern around CFA/franc-zone architecture",
          "prestige/Francophonie influence that may support or dilute sovereign capability depending on measurable transfers"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-FRANCE-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 92,
        "source_anchors": [
          {
            "category": "official communications and treaty texts",
            "evidence_use": "Primary treaty text for historical cooperation, logistical support and facilities clauses.",
            "label": "UN Treaty Series: France–Chad 1976 technical military cooperation agreement",
            "type": "official_treaty_text",
            "url": "https://treaties.un.org/doc/Publication/UNTS/Volume%201092/volume-1092-I-16758-English.pdf"
          },
          {
            "category": "official communications and treaty texts",
            "evidence_use": "Authentic French text for legal review of military cooperation terms.",
            "label": "UN Treaty Series: France–Chad 1976 agreement, French authentic text",
            "type": "official_treaty_text",
            "url": "https://treaties.un.org/doc/Publication/UNTS/Volume%201092/volume-1092-I-16758-French.pdf"
          },
          {
            "category": "official communications and treaty texts",
            "evidence_use": "Official French legal publication approving the agreement and annexes.",
            "label": "Legifrance: Law approving the 1976 France–Chad military cooperation agreement",
            "type": "official_legal_text",
            "url": "https://www.legifrance.gouv.fr/loda/id/JORFTEXT000000522409"
          },
          {
            "category": "military presence / cooperation agreement clauses",
            "evidence_use": "Parliamentary record with treaty/convention text for clause review.",
            "label": "French Senate 1977 bill with annexed France–Chad military cooperation texts",
            "type": "parliamentary_text",
            "url": "https://www.senat.fr/leg/1976-1977/i1976_1977_0411.pdf"
          },
          {
            "category": "official communications and defence agreement termination",
            "evidence_use": "Public report of Chad’s termination announcement and sovereignty rationale.",
            "label": "Reuters: Chad ends defence cooperation agreement with France",
            "type": "news_wire",
            "url": "https://www.reuters.com/world/africa/chad-ends-defence-cooperation-agreement-with-france-2024-11-28/"
          },
          {
            "category": "official communications and defence agreement termination",
            "evidence_use": "Independent wire report on termination, troop presence and official statement framing.",
            "label": "AP: Chad ends defense cooperation agreement with France",
            "type": "news_wire",
            "url": "https://apnews.com/article/4f1fccb3e51199ba6f44f7a68059487a"
          },
          {
            "category": "military presence / withdrawal chronology",
            "evidence_use": "Withdrawal chronology and first French military assets leaving Chad.",
            "label": "Reuters: France begins withdrawal from Chad",
            "type": "news_wire",
            "url": "https://www.reuters.com/world/france-begins-withdrawal-chad-says-french-army-2024-12-10/"
          },
          {
            "category": "base locations and status-of-forces summaries",
            "evidence_use": "Base handover sequence and final withdrawal context.",
            "label": "Le Monde: last French base handed over in Chad",
            "type": "public_report",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2025/02/02/chad-departure-of-the-last-french-soldiers-brings-an-end-to-a-special-relationship_6737701_124.html"
          },
          {
            "category": "base locations and status-of-forces summaries",
            "evidence_use": "Public account of final withdrawal deadline and ceremony.",
            "label": "Xinhua: Chad announces full pullout of French troops",
            "type": "public_report",
            "url": "https://english.news.cn/20250131/87ffb5e6383a405e83a3c4d96ad65daa/c.html"
          },
          {
            "category": "base locations and status-of-forces summaries",
            "evidence_use": "Public evidence of Senegal base handover and regional withdrawal pattern.",
            "label": "Al Jazeera: France hands over last military bases in Senegal",
            "type": "public_report",
            "url": "https://www.aljazeera.com/news/2025/7/17/former-colonial-ruler-france-hands-over-its-last-military-bases-in-senegal"
          },
          {
            "category": "military presence / withdrawal chronology",
            "evidence_use": "Regional withdrawal/reconfiguration evidence beyond Chad.",
            "label": "Reuters: Ivory Coast says French forces to withdraw",
            "type": "news_wire",
            "url": "https://www.reuters.com/world/africa/ivory-coast-president-says-french-forces-withdraw-2024-12-31/"
          },
          {
            "category": "public statements and verified transcripts",
            "evidence_use": "Public protest/civic pressure record; not proof of legal guilt but evidence of popular opposition.",
            "label": "AP: protests in Chad against French military presence",
            "type": "public_report",
            "url": "https://apnews.com/article/0436a6c9a914c0dd007d603e279e44c8"
          },
          {
            "category": "independent reviewer note and contextual analysis",
            "evidence_use": "Expert analysis of rupture, strategic context and sovereignty framing.",
            "label": "IRIS: end of military agreements between France and Chad, factors and stakes",
            "type": "expert_analysis",
            "url": "https://www.iris-france.org/en/fin-des-accords-militaires-entre-la-france-et-le-tchad-facteurs-et-enjeux-dune-rupture/"
          },
          {
            "category": "documented coup, destabilization, sanctions or proxy-interference chronology",
            "evidence_use": "Regional chronology of French military retreat and defence-agreement changes.",
            "label": "Le Monde: French army’s forced retreat from Africa continues",
            "type": "public_report",
            "url": "https://www.lemonde.fr/en/international/article/2024/11/30/french-army-s-forced-retreat-from-africa-continues_6734677_4.html"
          },
          {
            "category": "terrorism/proxy-interference allegation requiring review",
            "evidence_use": "Media report of a journalist's claim; not a final finding. Requires original RTL/Le Figaro transcript, right-of-reply and independent corroboration before adverse wording.",
            "label": "Anadolu Agency: French journalist claims France helps rebels in Mali",
            "type": "public_report",
            "url": "https://www.aa.com.tr/fr/afrique/un-journaliste-francais-pr%C3%A9tend-que-la-france-aide-les-rebelles-au-mali/3932652"
          },
          {
            "category": "Tuareg rebel links / JNIM context requiring review",
            "evidence_use": "Contextual report on France, Tuareg rebel networks, FLA/JNIM context and denials; requires careful separation of contacts, allegations and confirmed support.",
            "label": "Le Monde: France and Mali's pro-independence rebels, alliances and mutual interests",
            "type": "public_report",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/05/25/france-and-mali-s-pro-independence-rebels-a-history-shaped-by-alliances-and-mutual-interests_6753805_124.html"
          },
          {
            "category": "Libya intervention and destabilization chronology",
            "evidence_use": "Background anchor for NATO/French/UK/U.S. Libya intervention chronology; add parliamentary and UN records where possible.",
            "label": "Britannica: 2011 military intervention in Libya",
            "type": "public_report",
            "url": "https://www.britannica.com/event/Libya-Revolt-of-2011/Intervention-and-Qaddafis-death"
          }
        ],
        "source_needs": [
          "Public evidence attached: treaty texts, parliamentary approval records, defence-agreement termination reports, withdrawal chronology, base handover records, public protest records and independent analysis.",
          "Still requiring reviewer synthesis: clause-level analysis of current/terminated agreements, immunity/base-status summaries, right-of-reply record, source-protection check and country-specific civilian-protection chronology.",
          "Do not publish final adverse wording until an independent reviewer separates documented fact, allegation, inference, recommendation and confirmed finding."
        ],
        "status": "published",
        "summary": "Evidence-gated profile for French military, monetary, diplomatic, informational and resource-influence patterns affecting African sovereign capability. The profile should distinguish documented defence agreements, base withdrawals/retentions, CFA/franc-zone monetary constraints, corporate resource interests and narrative pressure from unverified claims.",
        "trust_index": 20,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "military_command",
          "security_cooperation",
          "sanctions_pressure",
          "biosecurity_data",
          "digital_cloud_dependency",
          "plausible_deniability",
          "takeover_escalation",
          "asymmetrical_deals"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 65,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording",
          "do not convert aid-diversion vulnerabilities into intentional terrorism-financing claims without case-specific proof"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "High-priority indicator. Assessment includes documented unethical medical/research history such as the Guatemala STD experiments, pathogen/sample custody, trial asymmetry, disclosure gaps and whether new health contracts give African publics control, remedy and local capability.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "elite_sexual_exploitation_and_trafficking_accountability": "Assessment is based on official court records, trafficking/minor-abuse convictions or charges, document-release integrity, survivor protection, institutional accountability and evidence of suppression or remedy failure. Epstein/Maxwell records are included only as documented elite-accountability and survivor-protection anchors, not as proof of intelligence ties without case-specific evidence.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on AFRICOM posture, base access, drone/security operations, contractor status, immunity/remedy clauses and civilian-harm transparency.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs.",
          "takeover_escalation_and_asymmetrical_deals": "Assessment is based on deals that begin as cooperation but escalate into dependency, data control, equipment lock-in or policy leverage."
        },
        "key_indicator_evidence": {
          "accountability_avoidance": [
            {
              "label": "USAID OIG Gaza diversion/material support alert",
              "note": "Oversight record on diversion/material-support risks.",
              "url": "https://oig.usaid.gov/sites/default/files/2023-11/Situational%20Alert%20-%20Diversion%20and%20Material%20Support.pdf"
            },
            {
              "label": "USAID OIG Afghanistan Taliban diversion alert",
              "note": "Oversight record on Taliban diversion risks.",
              "url": "https://oig.usaid.gov/sites/default/files/2023-04/Situational%20Alert%20-%20Afghanistan%20Taliban%20Diversion_0.pdf"
            }
          ],
          "aid_diversion_and_terrorism_finance_risk": [
            {
              "label": "USAID OIG / DOJ: Syrian national charged over $9m diverted to terrorist organization",
              "note": "Official record of diversion of U.S.-funded humanitarian assistance to Al-Nusrah Front; does not by itself prove USAID intent.",
              "url": "https://oig.usaid.gov/node/7283"
            },
            {
              "label": "USAID OIG Iraq-Syria dashboard noting HTS diversion",
              "note": "Official oversight record for aid diversion controls.",
              "url": "https://oig.usaid.gov/sites/default/files/2018-11/oir_dashboard_Sept_2018.pdf"
            }
          ],
          "biosecurity_and_medical_sovereignty": [
            {
              "label": "Presidential Commission report on Guatemala STD experiments",
              "note": "Official report on non-consensual Guatemala experiments.",
              "url": "https://www.govinfo.gov/content/pkg/GOVPUB-PR-PURL-gpo15717/pdf/GOVPUB-PR-PURL-gpo15717.pdf"
            },
            {
              "label": "CDC Tuskegee/Guatemala historical ethics page",
              "note": "Official ethics-history anchor for medical racism and consent/custody risks.",
              "url": "https://www.cdc.gov/tuskegee/about/index.html"
            }
          ],
          "coups_destabilization_and_proxy_pressure": [
            {
              "label": "Church Committee report on assassination plots including Lumumba",
              "note": "Official Senate record. Supports historical sabotage/interference review.",
              "url": "https://www.intelligence.senate.gov/wp-content/uploads/2024/08/sites-default-files-94465.pdf"
            },
            {
              "label": "CIA Reading Room copy of assassination-plot report",
              "note": "Agency-hosted copy for cross-checking.",
              "url": "https://www.cia.gov/readingroom/docs/cia-rdp83-01042r000200090002-0.pdf"
            }
          ],
          "media_and_psychological_influence": [
            {
              "label": "NED Africa regional grant listings",
              "note": "Public grant data for civic/media/political-influence review.",
              "url": "https://www.ned.org/region/africa-3/"
            },
            {
              "label": "NED FY2024 Africa grant listing PDF",
              "note": "Recipient and theme mapping. Not a guilt record by itself.",
              "url": "https://www.ned.org/wp-content/uploads/2025/04/Africa-Grant-Listing-FY24.pdf"
            }
          ],
          "military_bases_and_immunity": [
            {
              "label": "AFRICOM security cooperation",
              "note": "Official record for security-cooperation framework and military engagement.",
              "url": "https://www.africom.mil/what-we-do/security-cooperation"
            },
            {
              "label": "AFRICOM 2026 posture statement",
              "note": "Official posture data for military/security priorities and regional footprint.",
              "url": "https://www.africom.mil/document/36567/us-africa-command-2026-posture-statement"
            }
          ],
          "plausible_deniability_methods": [
            {
              "label": "USAspending.gov",
              "note": "Public award records for contractors, recipients and pass-through networks.",
              "url": "https://www.usaspending.gov/"
            },
            {
              "label": "ForeignAssistance.gov",
              "note": "Official aid data for dependency and influence-network mapping.",
              "url": "https://foreignassistance.gov/"
            }
          ],
          "takeover_escalation_and_asymmetrical_deals": [
            {
              "label": "NSSM 200",
              "note": "Primary strategy document linking population, resources and U.S. security interests; requires careful interpretation.",
              "url": "https://www.nixonlibrary.gov/sites/default/files/virtuallibrary/documents/nssm/nssm_200.pdf"
            }
          ]
        },
        "metrics": {
          "civilian_protection_impact": 70,
          "economic_resource_pressure": 78,
          "evidence_integrity": 65,
          "health_biosecurity_pressure": 86,
          "information_psychological_pressure": 76,
          "legal_diplomatic_pressure": 85,
          "military_security_pressure": 90
        },
        "name": "United States",
        "patterns": [
          "AFRICOM and security-cooperation programs",
          "sanctions and diplomatic pressure instruments",
          "public-health, genomic, pathogen/sample and data-custody sovereignty questions",
          "cloud/platform dependency and AI/data extraction risks",
          "historical unethical medical/research conduct must be treated as a recurrence-risk indicator where disclosure, consent, custody, remedy and local capability are weak",
          "plausible-deniability and outsourcing indicators: contractors, proxies, opaque funding, classification, refusal to disclose or delayed accountability"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-USA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "North America",
        "risk_score": 89,
        "source_anchors": [
          {
            "category": "documented coup/assassination/interference chronology",
            "evidence_use": "Primary U.S. Senate record for assassination-plot review; supports a historical sabotage/interference pattern, not every modern claim.",
            "label": "Church Committee interim report: Alleged assassination plots involving foreign leaders, including Lumumba",
            "type": "senate_report",
            "url": "https://www.aarclibrary.org/publib/church/reports/ir/pdf/ChurchIR_3A_Congo.pdf"
          },
          {
            "category": "documented coup/assassination/interference chronology",
            "evidence_use": "Official Senate archive copy for assassination-plot doctrine and oversight history.",
            "label": "U.S. Senate Intelligence Committee archive: Alleged assassination plots involving foreign leaders",
            "type": "senate_report",
            "url": "https://www.intelligence.senate.gov/wp-content/uploads/2024/08/sites-default-files-94465.pdf"
          },
          {
            "category": "biosecurity, medical research and consent/custody records",
            "evidence_use": "Official ethics-history anchor for medical/research consent, custody, disclosure and remedy risks.",
            "label": "CDC: U.S. Public Health Service Syphilis Study at Tuskegee and Guatemala context",
            "type": "official_history",
            "url": "https://www.cdc.gov/tuskegee/about/index.html"
          },
          {
            "category": "biosecurity, medical research and pathogen/sample custody records",
            "evidence_use": "Official report on non-consensual Guatemala STD experiments; recurrence-risk anchor for biosecurity/medical sovereignty review.",
            "label": "U.S. Presidential Commission: STD research in Guatemala from 1946 to 1948",
            "type": "official_report",
            "url": "https://www.govinfo.gov/content/pkg/GOVPUB-PR-PURL-gpo15717/pdf/GOVPUB-PR-PURL-gpo15717.pdf"
          },
          {
            "category": "population/resources/security doctrine",
            "evidence_use": "Primary U.S. national-security document linking population, resources and overseas interests; requires careful interpretation and reviewer synthesis.",
            "label": "NSSM 200: Implications of Worldwide Population Growth for U.S. Security and Overseas Interests",
            "type": "official_strategy",
            "url": "https://www.nixonlibrary.gov/sites/default/files/virtuallibrary/documents/nssm/nssm_200.pdf"
          },
          {
            "category": "military bases and security diplomacy",
            "evidence_use": "Official U.S. military cooperation framing and programs.",
            "label": "AFRICOM security cooperation",
            "type": "official_military",
            "url": "https://www.africom.mil/what-we-do/security-cooperation"
          },
          {
            "category": "military bases and security diplomacy",
            "evidence_use": "Official posture statement for military/security presence, priorities and theatre logic.",
            "label": "AFRICOM 2026 posture statement",
            "type": "official_military",
            "url": "https://www.africom.mil/document/36567/us-africa-command-2026-posture-statement"
          },
          {
            "category": "aid, influence, soft-power and recipient-network mapping",
            "evidence_use": "Official funding data for dependency, conditionality and recipient-network mapping.",
            "label": "ForeignAssistance.gov public U.S. aid data",
            "type": "official_data",
            "url": "https://foreignassistance.gov/"
          },
          {
            "category": "aid, influence, soft-power and recipient-network mapping",
            "evidence_use": "Official public U.S. spending/award records.",
            "label": "USAspending.gov award search",
            "type": "official_data",
            "url": "https://www.usaspending.gov/"
          },
          {
            "category": "aid diversion / terrorism-financing risk controls",
            "evidence_use": "Official oversight record of aid diversion to a designated terrorist-linked group through an implementer; not proof that USAID intentionally financed terrorism.",
            "label": "USAID OIG: Iraq-Syria quarterly dashboard reporting USAID-funded food-kit diversion to HTS",
            "type": "official_oversight",
            "url": "https://oig.usaid.gov/sites/default/files/2018-11/oir_dashboard_Sept_2018.pdf"
          },
          {
            "category": "aid diversion / terrorism-financing risk controls",
            "evidence_use": "Official criminal-investigation/charging record for aid-diversion risk.",
            "label": "USAID OIG: Syrian national charged with diverting $9m in U.S.-funded humanitarian assistance to a terrorist organization",
            "type": "official_oversight",
            "url": "https://oig.usaid.gov/node/7283"
          },
          {
            "category": "aid diversion / terrorism-financing risk controls",
            "evidence_use": "Official OIG high-risk warning about diversion/material-support risks.",
            "label": "USAID OIG: responsibility to identify/report potential diversion of U.S. humanitarian aid to Hamas and other FTOs",
            "type": "official_oversight",
            "url": "https://oig.usaid.gov/sites/default/files/2023-11/Situational%20Alert%20-%20Diversion%20and%20Material%20Support.pdf"
          },
          {
            "category": "aid diversion / terrorism-financing risk controls",
            "evidence_use": "Official alert on Taliban diversion risk; supports controls review, not generalized intentional financing claims.",
            "label": "USAID OIG: Afghanistan Taliban diversion situational alert",
            "type": "official_oversight",
            "url": "https://oig.usaid.gov/sites/default/files/2023-04/Situational%20Alert%20-%20Afghanistan%20Taliban%20Diversion_0.pdf"
          },
          {
            "category": "child exploitation / sex-trafficking / elite accountability",
            "evidence_use": "Official DOJ record of charges involving sex trafficking of minors. Use for elite-protection/accountability indicators only; do not infer intelligence ties without proof.",
            "label": "DOJ/SDNY: Jeffrey Epstein charged with sex trafficking of minors",
            "type": "official_court_record",
            "url": "https://www.justice.gov/usao-sdny/pr/jeffrey-epstein-charged-manhattan-federal-court-sex-trafficking-minors"
          },
          {
            "category": "child exploitation / sex-trafficking / elite accountability",
            "evidence_use": "Official case page and victim-witness reference.",
            "label": "DOJ/SDNY: United States v. Jeffrey Epstein case page",
            "type": "official_court_record",
            "url": "https://www.justice.gov/usao-sdny/programs/victim-witness-services/united-states-v-jeffrey-epstein-19-cr-490-rmb"
          },
          {
            "category": "child exploitation / sex-trafficking / elite accountability",
            "evidence_use": "Official conviction/sentencing record for sex trafficking and abuse of minors.",
            "label": "DOJ/SDNY: Ghislaine Maxwell sentenced to 20 years",
            "type": "official_court_record",
            "url": "https://www.justice.gov/usao-sdny/pr/ghislaine-maxwell-sentenced-20-years-prison-conspiring-jeffrey-epstein-sexually-abuse"
          },
          {
            "category": "child exploitation / sex-trafficking / elite accountability",
            "evidence_use": "Official document-release library with explicit sensitivity/redaction warnings. Requires survivor-protection rules.",
            "label": "DOJ Epstein Library",
            "type": "official_document_library",
            "url": "https://www.justice.gov/epstein"
          }
        ],
        "source_needs": [
          "Public evidence attached: Church Committee assassination-plot records, Guatemala/Tuskegee ethics-history anchors, NSSM 200, AFRICOM/security-cooperation records, aid-spending datasets and USAID OIG diversion/terrorism-risk reports.",
          "Reviewer synthesis required: distinguish documented sabotage/interference, historical doctrine, recurrence-risk indicators, aid-diversion vulnerabilities, legitimate assistance, allegations and confirmed findings.",
          "Avoid claiming USAID intentionally finances terrorism unless a specific case file proves intent; use 'aid diversion risk', 'implementer diversion', 'material-support vulnerability' or 'publicly documented diversion case' where the record supports it.",
          "Pattern model to test: discredit/frame, humanitarian/protection pretext, intervention or pressure, downgrade/destabilize, deny wrongdoing, then justify renewed intervention by the resulting dysfunction. This is a hypothesis requiring case-by-case evidence.",
          "Elite sexual-exploitation accountability is tracked through official court records, survivor-protection standards, redaction discipline and institutional accountability failures. The platform must not infer intelligence ties, blackmail networks or state complicity without direct evidence."
        ],
        "status": "published",
        "summary": "Evidence-gated profile for US military/security cooperation, AFRICOM posture, sanctions/pressure tools, digital/cloud dependency, health/biosafety partnerships and data-sovereignty risks. The public profile must separate official security-cooperation claims from capability-transfer outcomes and civilian-protection risks.",
        "trust_index": 26,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "armed_group_sponsorship_allegations",
          "gold_resource_networks",
          "ports_logistics",
          "proxy_conflict",
          "financial_flows"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 64,
        "flags": [
          "source-linked profile incomplete",
          "RSF support allegations require legal review",
          "right-of-reply record missing"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs.",
          "sponsorship_and_proxy_conflict": "Assessment is based on documented or alleged financing/logistics/proxy support channels, gold/resource flows, ports/logistics networks and official denials, with evidence status shown.",
          "worker_survivor_and_child_protection": "Assessment is based on migrant-worker exploitation, remedy gaps, survivor protection, forced-labor-adjacent indicators and corporate/state accountability."
        },
        "key_indicator_evidence": {
          "resource_and_logistics_pressure": [
            {
              "label": "Reuters: UAE flights to Chad airstrip and Sudan allegations",
              "note": "Flight/logistics allegation and denial record.",
              "url": "https://www.reuters.com/world/uae-flights-flood-airstrip-un-says-supplies-weapons-sudan-rebels-2024-12-12/"
            }
          ],
          "sponsorship_and_proxy_conflict": [
            {
              "label": "UN Sudan Panel of Experts reports",
              "note": "UN reporting index for arms/proxy/conflict review.",
              "url": "https://main.un.org/securitycouncil/en/sanctions/1591/panel-of-experts/reports"
            },
            {
              "label": "HRW: Colombians linked to atrocities trained in UAE bases",
              "note": "Human-rights report on RSF/UAE-linked allegations.",
              "url": "https://www.hrw.org/news/2026/05/25/sudan-colombians-linked-to-atrocities-trained-in-uae-bases"
            },
            {
              "label": "AP: UAE accused of training Colombian mercenaries for Sudan's war",
              "note": "Independent report including allegations and denials.",
              "url": "https://apnews.com/article/5c02e3b580f01b840251c206673123a7"
            }
          ],
          "worker_survivor_and_child_protection": [
            {
              "label": "Washington Post: UAE faces outrage over alleged support for RSF",
              "note": "Public reporting on backlash and alleged evidence; verify underlying sources.",
              "url": "https://www.washingtonpost.com/world/2025/11/15/uae-sudan-rsf-support-backlash/"
            }
          ]
        },
        "metrics": {
          "civilian_protection_impact": 85,
          "economic_resource_pressure": 82,
          "evidence_integrity": 62,
          "health_biosecurity_pressure": 25,
          "information_psychological_pressure": 62,
          "legal_diplomatic_pressure": 76,
          "military_security_pressure": 86
        },
        "name": "United Arab Emirates",
        "patterns": [
          "credible international concern over alleged support channels in Sudan conflict",
          "gold/resource and logistics networks requiring beneficial-ownership tracing",
          "port/infrastructure influence with sovereignty and maintenance implications",
          "official denials and right-of-reply record must be retained"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-UAE-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Middle East",
        "risk_score": 88,
        "source_anchors": [
          {
            "evidence_use": "UN sanctions/reporting context for Sudan arms and conflict review.",
            "label": "UN Security Council Sudan Panel of Experts reports",
            "type": "UN_document_index",
            "url": "https://main.un.org/securitycouncil/en/sanctions/1591/panel-of-experts/reports"
          },
          {
            "evidence_use": "Flight/logistics allegation and denial record.",
            "label": "Reuters reporting on UAE-Chad-Sudan flight allegations and denials",
            "type": "news_investigation",
            "url": "https://www.reuters.com/world/uae-flights-flood-airstrip-un-says-supplies-weapons-sudan-rebels-2024-12-12/"
          },
          {
            "category": "RSF/proxy support and armed-group abuse allegations",
            "evidence_use": "Human-rights reporting on UAE-linked contractor training and RSF support allegations; requires right-of-reply and legal review.",
            "label": "Human Rights Watch: Sudan Colombians linked to atrocities trained in UAE bases",
            "type": "human_rights_report",
            "url": "https://www.hrw.org/news/2026/05/25/sudan-colombians-linked-to-atrocities-trained-in-uae-bases"
          },
          {
            "category": "RSF/proxy support and armed-group abuse allegations",
            "evidence_use": "Independent wire report on HRW/UN-linked allegations and denials.",
            "label": "AP: UAE accused of training Colombian mercenaries for Sudan's war",
            "type": "news_wire",
            "url": "https://apnews.com/article/5c02e3b580f01b840251c206673123a7"
          },
          {
            "category": "RSF/proxy support and armed-group abuse allegations",
            "evidence_use": "Public reporting on growing condemnation and alleged evidence; verify underlying documents where available.",
            "label": "Washington Post: UAE faces growing outrage over alleged support for RSF",
            "type": "public_report",
            "url": "https://www.washingtonpost.com/world/2025/11/15/uae-sudan-rsf-support-backlash/"
          }
        ],
        "source_needs": [
          "Attach UN/HRW/AP/WaPo records, UAE denials/right-of-reply, arms-transfer evidence, flight/logistics data and RSF atrocity chronology before adverse final wording"
        ],
        "status": "published",
        "summary": "Evidence-gated profile for UAE-linked logistics, finance, gold/resource networks, port infrastructure and alleged proxy-conflict sponsorship patterns affecting African civilian protection and sovereignty. Any terrorism/armed-group sponsorship classification requires legal review and direct source linkage.",
        "trust_index": 24,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "colonial_legacy",
          "resource_history",
          "memory_reparations",
          "diplomatic_pressure"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 88,
          "economic_resource_pressure": 80,
          "evidence_integrity": 62,
          "health_biosecurity_pressure": 40,
          "information_psychological_pressure": 72,
          "legal_diplomatic_pressure": 70,
          "military_security_pressure": 45
        },
        "name": "Belgium",
        "patterns": [
          "long colonial harm record requiring repair and transparency",
          "archives/reparations/memory accountability gaps",
          "resource and institutional influence requiring evidence mapping"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-BELGIUM-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 82,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "State-policy pressure profile for Belgium, focused on Congo colonial history, resource extraction legacy, memory/reparations, archives and contemporary diplomatic/economic influence.",
        "trust_index": 24,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "financial_legal_pressure",
          "military_training",
          "narrative_influence",
          "resource_finance",
          "offshore_structures"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter profile",
          "needs case-specific sources",
          "do not publish hard adverse findings without primary documents"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 45,
          "economic_resource_pressure": 82,
          "evidence_integrity": 48,
          "health_biosecurity_pressure": 30,
          "information_psychological_pressure": 68,
          "legal_diplomatic_pressure": 76,
          "military_security_pressure": 64
        },
        "name": "United Kingdom",
        "patterns": [
          "financial/legal service infrastructure around extractive and debt arrangements",
          "military training and security relationships",
          "media/elite prestige circuits and policy influence",
          "sanctions and diplomatic alignment with allied blocs"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-UK-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 78,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Evidence-gated profile for UK-linked finance, legal, military-training, sanctions, offshore and narrative-influence patterns. The profile is currently provisional and needs stronger source-linked case records before any hard public finding.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "aid_conditionality",
          "migration_pressure",
          "regulatory_power",
          "trade_dependency",
          "narrative_influence"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 45,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 50,
          "economic_resource_pressure": 65,
          "evidence_integrity": 45,
          "health_biosecurity_pressure": 40,
          "information_psychological_pressure": 62,
          "legal_diplomatic_pressure": 70,
          "military_security_pressure": 45
        },
        "name": "European Union / EU-linked institutions",
        "patterns": [
          "aid/trade conditionality and regulatory pressure",
          "migration externalization and border/security funding",
          "development language that may mask capability extraction or dependency",
          "requires dossier-by-dossier assessment"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-EU-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 74,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Evidence-gated profile for EU-level policy pressure, aid/trade conditionality, migration externalization, regulatory dependency and narrative influence affecting African public policy choices.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "labor_rights",
          "soft_power",
          "investment",
          "migration",
          "labour_rights",
          "religious_soft_power",
          "investment_leverage",
          "security_diplomacy",
          "migrant_worker_protection"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 60,
        "flags": [
          "labour-rights profile requires worker-protection review",
          "right-of-reply record missing",
          "do not expose worker identities"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs.",
          "worker_survivor_and_child_protection": "Assessment is based on migrant-worker exploitation, sponsorship/labor-control regimes, remedy gaps, wage theft, passport retention indicators and official reforms versus outcomes."
        },
        "key_indicator_evidence": {
          "labour_rights_and_worker_protection": [
            {
              "label": "Amnesty Qatar 2025 report",
              "note": "Current human-rights and migrant-worker vulnerability overview.",
              "url": "https://www.amnesty.org/en/location/middle-east-and-north-africa/middle-east/qatar/report-qatar/"
            },
            {
              "label": "Amnesty: forced labour/private-security sector report",
              "note": "Detailed forced-labour and abuse record affecting migrant workers.",
              "url": "https://www.amnesty.org/en/documents/mde22/5388/2022/en/"
            },
            {
              "label": "Amnesty USA: Promising Little, Delivering Less",
              "note": "Historical reform-gap and labour-abuse context.",
              "url": "https://www.amnestyusa.org/reports/promising-little-delivering-less-qatar-and-migrant-labor-abuse-ahead-of-the-2022-football-world-cup/"
            }
          ],
          "religious_soft_power_and_investment_leverage": [
            {
              "label": "Evidence class not yet source-complete",
              "note": "Assessment requires public records on foundations, religious/educational channels, state investment, labour agreements and right-of-reply.",
              "url": ""
            }
          ]
        },
        "metrics": {
          "civilian_protection_impact": 70,
          "economic_resource_pressure": 60,
          "evidence_integrity": 45,
          "health_biosecurity_pressure": 25,
          "information_psychological_pressure": 55,
          "legal_diplomatic_pressure": 52,
          "military_security_pressure": 25
        },
        "name": "Qatar",
        "patterns": [
          "migrant worker vulnerability",
          "soft-power investment without adequate rights guarantees",
          "elite-facing diplomacy requiring worker-protection metrics",
          "migrant-worker vulnerability despite reforms",
          "forced-labour and private-security-sector abuse reports",
          "soft-power and investment-leverage review needed",
          "worker identities must be protected"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-QATAR-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Gulf",
        "risk_score": 72,
        "source_anchors": [
          {
            "category": "labour rights and migrant worker abuse",
            "evidence_use": "Current human-rights overview; migrant workers remained vulnerable to labour abuses despite reforms.",
            "label": "Amnesty: Qatar 2025 human-rights report",
            "type": "human_rights_report",
            "url": "https://www.amnesty.org/en/location/middle-east-and-north-africa/middle-east/qatar/report-qatar/"
          },
          {
            "category": "forced labour and private security workers",
            "evidence_use": "Detailed labour-abuse record, including African and other migrant-worker vulnerabilities.",
            "label": "Amnesty: 'They think that we're machines' forced labour and abuse of migrant workers in Qatar's private security sector",
            "type": "human_rights_report",
            "url": "https://www.amnesty.org/en/documents/mde22/5388/2022/en/"
          },
          {
            "category": "migrant labour / kafala reform gap",
            "evidence_use": "Historical labour-abuse and reform-gap context.",
            "label": "Amnesty USA: Promising Little, Delivering Less",
            "type": "human_rights_report",
            "url": "https://www.amnestyusa.org/reports/promising-little-delivering-less-qatar-and-migrant-labor-abuse-ahead-of-the-2022-football-world-cup/"
          }
        ],
        "source_needs": [
          "Attach labour-rights reports, African worker testimonies with redaction, employer/recruiter records, right-of-reply and reform-status review before adverse final wording"
        ],
        "status": "published",
        "summary": "Evidence-gated profile for labour rights, religious/soft-power influence, investment leverage and security diplomacy involving African states and workers. The primary public-risk focus is protection of African and other migrant workers, recruitment chains, wage theft/coercion, reform gaps, soft-power influence and investment dependencies.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "mining",
          "diplomatic_pressure",
          "corporate_state_ecosystem",
          "human_rights"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 50,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 68,
          "economic_resource_pressure": 86,
          "evidence_integrity": 50,
          "health_biosecurity_pressure": 30,
          "information_psychological_pressure": 50,
          "legal_diplomatic_pressure": 62,
          "military_security_pressure": 25
        },
        "name": "Canada",
        "patterns": [
          "mining-company influence without adequate local value retention",
          "ESG claims requiring independent verification",
          "legal/diplomatic support to corporate interests"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-CANADA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "North America",
        "risk_score": 70,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for Canadian mining/corporate-state influence in African resource sectors, including due diligence, tax, environmental and community-protection risks.",
        "trust_index": 36,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "labor_rights",
          "religious_soft_power",
          "investment",
          "security"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs.",
          "worker_survivor_and_child_protection": "Assessment is based on migrant-worker exploitation, sponsorship/labor-control regimes, remedy gaps, wage theft, passport retention indicators and official reforms versus outcomes."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 72,
          "economic_resource_pressure": 66,
          "evidence_integrity": 48,
          "health_biosecurity_pressure": 25,
          "information_psychological_pressure": 62,
          "legal_diplomatic_pressure": 58,
          "military_security_pressure": 40
        },
        "name": "Saudi Arabia",
        "patterns": [
          "worker-protection and kafala-adjacent risk",
          "religious/ideological influence requiring sovereignty review",
          "large investments with asymmetrical leverage"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-SAUDI-ARABIA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Gulf",
        "risk_score": 68,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for labor rights, religious/soft-power influence, investment leverage and security diplomacy involving African states and workers.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "infrastructure_debt",
          "resource_for_infrastructure",
          "digital_infrastructure",
          "industrial_transfer",
          "procurement_dependency"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs.",
          "worker_survivor_and_child_protection": "Assessment is based on worker mistreatment allegations, safety standards, labor displacement, procurement control and local capability transfer in infrastructure/mining projects."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 30,
          "economic_resource_pressure": 72,
          "evidence_integrity": 46,
          "health_biosecurity_pressure": 30,
          "information_psychological_pressure": 45,
          "legal_diplomatic_pressure": 52,
          "military_security_pressure": 35
        },
        "name": "China",
        "patterns": [
          "infrastructure/debt and maintenance dependency questions",
          "resource-for-infrastructure opacity risks",
          "digital infrastructure/data sovereignty risks",
          "positive capability transfer may raise the score where local ownership, skills and maintenance are verified"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-CHINA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Asia",
        "risk_score": 62,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Evidence-gated profile for Chinese infrastructure, debt, resource-for-infrastructure, digital infrastructure and industrial-transfer patterns. Assessment must distinguish useful capability transfer from debt, procurement, maintenance or data/control dependency.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "security_technology",
          "surveillance_exports",
          "military_training",
          "diplomatic_pressure"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 35,
        "flags": [
          "starter profile",
          "rights-impact documentation required"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 38,
          "economic_resource_pressure": 35,
          "evidence_integrity": 35,
          "health_biosecurity_pressure": 10,
          "information_psychological_pressure": 40,
          "legal_diplomatic_pressure": 45,
          "military_security_pressure": 58
        },
        "name": "Israel",
        "patterns": [
          "security/surveillance technology dependency risk",
          "military or police training accountability questions",
          "requires contract and rights-impact evidence"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-ISRAEL-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Middle East",
        "risk_score": 60,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Starter profile for security technology, surveillance, arms/training and diplomatic-pressure patterns. Adverse scoring must be tied to verified contracts, deployments, rights impacts and local accountability safeguards.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "private_military_networks",
          "resource_security_bundles",
          "information_operations",
          "arms_dependency",
          "elite_protection",
          "racism_xenophobia_risk"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "recalibrated lower risk than France/US/UK",
          "case-specific evidence required",
          "not fully trusted due to racism/xenophobia and contractor accountability risks"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 55,
          "economic_resource_pressure": 52,
          "evidence_integrity": 50,
          "health_biosecurity_pressure": 10,
          "information_psychological_pressure": 58,
          "legal_diplomatic_pressure": 38,
          "military_security_pressure": 65
        },
        "name": "Russia",
        "patterns": [
          "no strong public evidence baseline of Russia systematically organizing African coups in the same way colonial/françafrique or Cold War Western networks did; keep coup/destabilization claims case-specific",
          "documented or alleged Wagner/Africa Corps/private military abuses and civilian-protection risks in CAR, Mali and related environments require review",
          "resource-security bundles and elite-protection arrangements can weaken accountability if local institutions do not control contracts, minerals, security terms and exit clauses",
          "information operations and anti-colonial messaging may be useful against Western tutelage but do not automatically create African capability transfer",
          "racism/xenophobia toward Africans and migrants in Russia remains a trust limitation and should reduce trust even where state-to-state alignment is useful",
          "score should rise only when case files show direct destabilization, coercive interference, abuse, opaque resource extraction or refusal of accountability"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-RUSSIA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe/Asia",
        "risk_score": 58,
        "source_anchors": [
          {
            "label": "Carnegie analysis on Russia's influence and limits in Africa",
            "type": "analysis",
            "url": "https://carnegieendowment.org/research/2026/02/russia-role-west-southern-africa-junta-wagner-africa-corps"
          },
          {
            "label": "Guardian reporting on alleged Wagner abuses in Central African Republic",
            "type": "human_rights_reporting",
            "url": "https://www.theguardian.com/global-development/article/2024/jul/23/central-african-republic-women-girls-rape-sexual-violence-conflict-food-security-wagner-russian-mercenaries-un"
          },
          {
            "label": "Human Rights Watch report on rising xenophobic harassment and violence in Russia",
            "type": "racism_xenophobia",
            "url": "https://www.hrw.org/report/2025/03/17/living-fear-and-humiliation/rising-xenophobic-harassment-and-violence-towards"
          }
        ],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Recalibrated evidence-gated profile for Russian state-linked, private military/security, arms, media and resource-security patterns in Africa. Russia should not be scored as if it has the same long African colonial administration, monetary-control, sanctions, base-network and treaty-capture pattern as France, the United States or the United Kingdom. The risk is real but different: opportunistic security dependency, Wagner/Africa Corps or contractor-linked abuses, resource-security bundles, information influence, arms dependency, elite protection, weak accountability and racism/xenophobia risk affecting Africans in Russia or Russian-controlled environments.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "war_externalization",
          "security_alignment",
          "arms_flow_risk",
          "information_narrative",
          "diplomatic_pressure"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 30,
        "flags": [
          "low evidence strength",
          "starter profile only",
          "avoid overclaiming without primary documents"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 25,
          "economic_resource_pressure": 25,
          "evidence_integrity": 30,
          "health_biosecurity_pressure": 10,
          "information_psychological_pressure": 55,
          "legal_diplomatic_pressure": 50,
          "military_security_pressure": 48
        },
        "name": "Ukraine",
        "patterns": [
          "diplomatic and information campaigns around African positions on the Russia-Ukraine war",
          "security alignment pressures and arms-flow monitoring questions",
          "requires country-by-country incident chronology before conclusions"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-UKRAINE-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 58,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Starter profile for Ukraine-linked African risk questions. It should focus only on documented state actions, security/diplomatic positioning, arms-flow risks, public statements and verified incidents. The evidence base is currently too thin for strong adverse scoring.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "migration",
          "energy",
          "military_security",
          "north_africa"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 43,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 58,
          "economic_resource_pressure": 54,
          "evidence_integrity": 43,
          "health_biosecurity_pressure": 22,
          "information_psychological_pressure": 42,
          "legal_diplomatic_pressure": 52,
          "military_security_pressure": 55
        },
        "name": "Italy",
        "patterns": [
          "migration externalization risk",
          "energy-security bargaining",
          "security cooperation with civilian-protection gaps"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-ITALY-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe / Mediterranean",
        "risk_score": 57,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for migration-security-energy pressure around North Africa, the Sahel and Mediterranean routes.",
        "trust_index": 40,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "development_cooperation",
          "migration",
          "resources",
          "history_reparations"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 50,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 42,
          "economic_resource_pressure": 58,
          "evidence_integrity": 50,
          "health_biosecurity_pressure": 35,
          "information_psychological_pressure": 40,
          "legal_diplomatic_pressure": 48,
          "military_security_pressure": 30
        },
        "name": "Germany",
        "patterns": [
          "development cooperation must be tested for local ownership",
          "migration pressure can shape policy asymmetrically",
          "historical repair and artifact return remain relevant"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-GERMANY-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 55,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for German development, migration, resource, climate and historical-reparations interfaces affecting African states.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "commodity_trading",
          "finance",
          "gold",
          "legal_structures"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 45,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 45,
          "economic_resource_pressure": 78,
          "evidence_integrity": 45,
          "health_biosecurity_pressure": 18,
          "information_psychological_pressure": 28,
          "legal_diplomatic_pressure": 50,
          "military_security_pressure": 15
        },
        "name": "Switzerland",
        "patterns": [
          "commodity-trading opacity",
          "gold/refining value-chain risk",
          "finance/legal structures requiring beneficial-ownership evidence"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-SWITZERLAND-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 52,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for commodity trading, gold, finance and legal-structuring interfaces affecting African resource value retention.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "defence_exports",
          "contractor_infrastructure",
          "religious_soft_power",
          "trade_dependency"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 35,
        "flags": [
          "starter profile",
          "case-specific sources needed"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 25,
          "economic_resource_pressure": 48,
          "evidence_integrity": 35,
          "health_biosecurity_pressure": 10,
          "information_psychological_pressure": 40,
          "legal_diplomatic_pressure": 35,
          "military_security_pressure": 55
        },
        "name": "Türkiye",
        "patterns": [
          "defence exports and security partnerships",
          "infrastructure/contractor footprint",
          "education/religious soft-power networks",
          "requires country-level evidence"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-TURKEY-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe/Asia",
        "risk_score": 50,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Starter profile for Turkish defence, infrastructure, education/religious soft-power and trade patterns. Evidence is insufficient for strong adverse scoring without country-specific case files.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "migration",
          "fisheries",
          "north_africa",
          "territorial_disputes"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 50,
          "economic_resource_pressure": 50,
          "evidence_integrity": 42,
          "health_biosecurity_pressure": 18,
          "information_psychological_pressure": 36,
          "legal_diplomatic_pressure": 55,
          "military_security_pressure": 40
        },
        "name": "Spain",
        "patterns": [
          "border externalization",
          "fisheries/resource asymmetry",
          "territorial and diplomatic pressure needing evidence mapping"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-SPAIN-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe / Mediterranean",
        "risk_score": 49,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for migration, fisheries, Ceuta/Melilla, Western Sahara-adjacent diplomacy and Mediterranean pressure patterns.",
        "trust_index": 43,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "tax",
          "trade",
          "logistics",
          "development"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 28,
          "economic_resource_pressure": 62,
          "evidence_integrity": 38,
          "health_biosecurity_pressure": 20,
          "information_psychological_pressure": 30,
          "legal_diplomatic_pressure": 42,
          "military_security_pressure": 15
        },
        "name": "Netherlands",
        "patterns": [
          "tax routing and corporate structuring risk",
          "port/logistics dependency",
          "aid-trade tension"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-NETHERLANDS-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Europe",
        "risk_score": 45,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for tax, trade, port/logistics, development and corporate structuring interfaces affecting African value retention.",
        "trust_index": 45,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "trade",
          "pharma",
          "education",
          "digital"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 30,
          "economic_resource_pressure": 48,
          "evidence_integrity": 42,
          "health_biosecurity_pressure": 42,
          "information_psychological_pressure": 28,
          "legal_diplomatic_pressure": 35,
          "military_security_pressure": 20
        },
        "name": "India",
        "patterns": [
          "beneficial South-South capability possible",
          "trade/procurement asymmetry requires evidence",
          "pharma/health cooperation must protect local industry"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-INDIA-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "South Asia",
        "risk_score": 44,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for India-Africa relations: potential South-South cooperation, pharmaceuticals and education, with risks around trade imbalance, data, labor and elite capture.",
        "trust_index": 52,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "regional_power",
          "corporate_expansion",
          "xenophobia",
          "peace_security"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 50,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 55,
          "economic_resource_pressure": 42,
          "evidence_integrity": 50,
          "health_biosecurity_pressure": 30,
          "information_psychological_pressure": 35,
          "legal_diplomatic_pressure": 36,
          "military_security_pressure": 28
        },
        "name": "South Africa state/corporate regional power profile",
        "patterns": [
          "regional leadership can protect or dominate",
          "xenophobic violence harms African protection norms",
          "corporate expansion requires local-benefit review"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-SOUTH-AFRICA-STATE-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Africa",
        "risk_score": 38,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "African regional-power profile. Not hostile by default, but must assess corporate expansion, xenophobic violence, regional security and whether Pan-African obligations are met.",
        "trust_index": 55,
        "visibility": "public"
      },
      {
        "calibration_note": "Trust score is a sovereignty-reliability index, not diplomatic preference. It is lowered by long records of asymmetrical pressure, civilian-protection failures, capability extraction, treaty immunity, sanctions pressure or resource/data capture.",
        "categories": [
          "south_south",
          "agriculture",
          "diaspora",
          "diplomacy"
        ],
        "correction_pathway": "Corrections, counter-evidence and official/public responses can be submitted and reviewed without exposing protected contributors or internal participation status.",
        "disclaimer": "Profile is provisional and evidence-gated. It assesses state conduct, official/corporate-state patterns and policy instruments, not ordinary citizens.",
        "entity_type": "foreign_state_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 36,
        "flags": [
          "source-linked profile still incomplete",
          "right-of-reply record missing",
          "requires reviewer approval before adverse final wording"
        ],
        "indicator_notes": {
          "accountability_avoidance": "Assessment is based on secrecy, refusal to disclose, immunity demands, classification, denial, non-cooperation with inquiries and pressure against reviewers.",
          "biosecurity_and_medical_sovereignty": "Assessment is based on research ethics, sample/pathogen custody, trial asymmetry, biobank/genomic control, priority inversion and public-health capability transfer.",
          "coups_destabilization_and_proxy_pressure": "Assessment is based on documented coups, destabilization, sanctions, proxy pressure, elite protection and treaty leverage, with documented acts separated from inference.",
          "media_and_psychological_influence": "Assessment is based on vilification-to-intervention cycles, colonial apologetics, grievance inversion and narrative pressure against African sovereignty.",
          "military_bases_and_immunity": "Assessment is based on base retention or withdrawal, troop-status clauses, immunity/remedy terms, contractor channels, intelligence cooperation and civilian-protection guarantees.",
          "plausible_deniability_methods": "Assessment is based on outsourcing through contractors, foundations, proxy media, private finance, intelligence cut-outs or nominally civilian programs."
        },
        "key_indicator_evidence": {},
        "metrics": {
          "civilian_protection_impact": 28,
          "economic_resource_pressure": 42,
          "evidence_integrity": 36,
          "health_biosecurity_pressure": 28,
          "information_psychological_pressure": 25,
          "legal_diplomatic_pressure": 34,
          "military_security_pressure": 18
        },
        "name": "Brazil",
        "patterns": [
          "South-South rhetoric must be tested by transfer and ownership",
          "agriculture and land cooperation require farmer-rights safeguards"
        ],
        "profile_class": "state_policy_pressure_profile",
        "profile_id": "HCP-BRAZIL-001",
        "profile_scope": "state_actor",
        "public_warning": "Indicators are not verdicts. Each adverse claim must identify the source, date, mechanism, affected capability, evidence state and correction pathway.",
        "region": "Latin America / Atlantic South",
        "risk_score": 38,
        "source_anchors": [],
        "source_needs": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "base-status, troop-status or immunity clauses where relevant",
          "public statements and verified transcripts",
          "documented sanctions, pressure, interference or conditionality events",
          "civilian protection data and security incident chronology",
          "human-rights and survivor-protection reports where relevant",
          "resource, procurement, debt, data or health-sovereignty agreements",
          "right-of-reply or official response record",
          "independent reviewer note and redaction/source-protection check",
          "base locations and status-of-forces agreement summaries where publicly available",
          "documented coup, destabilization, sanctions or proxy-interference chronology",
          "media influence, funding, ownership, training or narrative-campaign records",
          "civilian, worker, survivor or child-protection case records with redaction",
          "biosecurity, medical research, biobank, pathogen/sample custody and disclosure records"
        ],
        "status": "published",
        "summary": "Profile for Brazil-Africa South-South relations: potentially useful cooperation, but agriculture, land, corporate and diplomatic asymmetries require review.",
        "trust_index": 56,
        "visibility": "public"
      }
    ],
    "policy": {
      "anti_xenophobia_rule": "Do not target ordinary citizens or diaspora communities. Assess state conduct, official institutions, corporate/state-linked networks and documented policy instruments.",
      "evidence_states": [
        "starter_profile",
        "source_needed",
        "source_linked",
        "documented_public_record",
        "right_of_reply_pending",
        "reviewed",
        "publication_ready",
        "sealed"
      ],
      "indicator_families": {
        "accountability_avoidance": "refusal to disclose, immunity, classification, secrecy, pressure against inquiry, selective transparency",
        "biosecurity_and_medical_sovereignty": "unethical research history, pathogen/sample custody, trial asymmetry, biobank/genomic extraction, priority inversion",
        "coups_destabilization_and_proxy_pressure": "documented coup support, sanctions pressure, proxy influence, elite protection, destabilization incentives",
        "institutionalized_racism_or_hierarchy": "laws, policies, practices or institutional cultures that devalue African life, autonomy, evidence or remedy",
        "media_and_psychological_influence": "narrative management, grievance inversion, colonial apologetics, vilification before intervention",
        "military_bases_and_immunity": "foreign bases, troop status, immunity clauses, remedy gaps, contractor/paramilitary channels",
        "plausible_deniability_methods": "outsourcing, intermediaries, foundations, private contractors, cut-outs, opaque financing, denial despite repeated pattern",
        "worker_survivor_and_child_protection": "documented abuse by deployed personnel/citizens/contractors, impunity, weak survivor remedy, labor exploitation"
      },
      "legal_boundary": "A country profile is not a declaration that an entire people are hostile. It assesses state policy, official acts, military/security structures, corporate-state ecosystems, intelligence-linked patterns, sanctions/pressure systems and documented cooperation clauses. Public outputs must separate allegation, documented event, risk pattern, analysis, recommendation and confirmed finding.",
      "metric_families": {
        "civilian_protection_impact": "documented harms around deployments, protected-population abuse, displacement, survivor protection, remedy/access to justice",
        "economic_resource_pressure": "resource extraction, sanctions pressure, debt/conditionality, procurement lock-in, value-chain displacement",
        "evidence_integrity": "quality of source chain, directness, document type, chronology, corroboration, reviewer status, right-of-reply status",
        "health_biosecurity_pressure": "biobank/genomic/sample custody, disease-risk externalization, laboratory dependency, public-health priority inversion",
        "information_psychological_pressure": "media narratives, colonial apologetics, grievance inversion, influence campaigns, elite cooptation",
        "legal_diplomatic_pressure": "lawfare, defamation pressure, treaty constraints, diplomatic interference, right-of-reply posture",
        "military_security_pressure": "foreign bases, troops, immunity clauses, training dependency, contractor/paramilitary channels, security-sector capture"
      },
      "metric_principle": "Scores must be plain, diagnosis-like, reproducible and verifiable: what capability was compromised, by which mechanism, with what source, over what period, and what right-of-reply record exists.",
      "profile_publication_rule": "Public profiles show source classes, summary findings, metrics, uncertainty and a generic correction pathway. They must not expose sealed sources, witnesses, protected contributor identities, exact sensitive locations, internal workflows, or any field implying who participates in CSSP.",
      "public_correction_rule": "Public pages state that corrections/counter-evidence may be submitted. They do not show internal right-of-reply status strings such as self-profile, participant, requester or reviewer status.",
      "purpose": "Track foreign-state, military, diplomatic, informational, economic, legal, resource, data and public-health pressure patterns affecting African sovereign capability and civilian protection. Non-state journalists, academics, authors, influencers, think tanks and corporations are managed separately in threat_actor_profiles.",
      "schema": "cssp-hostile-country-profile-policy-v1",
      "title": "State actor threat / hostile-country profiles"
    },
    "schema": "cssp-state-actor-threat-profiles-v2"
  },
  "hostile_response_protocol": {
    "likely_attacks": [
      "defamation threats",
      "host-pressure or takedown pressure",
      "false submissions to poison records",
      "bot/reputation campaigns",
      "attempts to identify protected contributors",
      "requests for raw evidence that would expose witnesses",
      "coordinated correction abuse",
      "infiltration attempts",
      "claims that the platform is an enemy list"
    ],
    "public_position": "Good-faith correction is welcome. Pressure, threats, bribery, fraud, witness exposure, coordinated manipulation and reputation laundering are disqualifiers and may become transparency signals after review and redaction.",
    "required_controls": [
      "public disclaimers on every high-risk page",
      "source-protection review before publication",
      "admin IP/VPN allowlisting",
      "rate limiting and WAF/CDN protection",
      "signed public snapshots",
      "audit logs and hash chain",
      "sealed evidence handling",
      "bad-faith pressure logging",
      "emergency review/takedown workflow",
      "static mirror fallback"
    ],
    "schema": "paso-hostile-response-protocol-v1",
    "summary": "PASO expects legal, reputational, technical and infiltration pressure. The answer is not bravado; it is discipline, evidence, redaction, process and decentralization.",
    "title": "Hostile-response protocol"
  },
  "i18n_package": {
    "items": {
      "am": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "ዝጋ",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "መዝግብ",
          "download": "Télécharger",
          "evaluate": "ገምግም",
          "evidence_profile": "የማስረጃ መገለጫ",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "ክፈት",
          "protect": "ጠብቅ",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "አስመስል",
          "sort": "Trier",
          "submit": "ላክ",
          "translate": "ተርጉም",
          "upload": "Uploader",
          "verify": "አረጋግጥ",
          "view": "ይመልከቱ"
        },
        "actions_legacy": {
          "document": "መዝግብ",
          "evaluate": "ገምግም",
          "protect": "ጠብቅ",
          "report": "ሪፖርት",
          "translate": "ተርጉም",
          "verify": "አረጋግጥ"
        },
        "actors": {
          "all_types": "All types",
          "categories": {
            "authors_literature_art": "Authors / literature / art",
            "business_industry": "Business / industry",
            "civil_society_networks": "Civil society / networks",
            "deals_agreements": "Deals / agreements",
            "entertainment_culture": "Entertainment / culture",
            "foreign_actors": "Foreign actors",
            "media": "Media",
            "politics": "Politics",
            "science_research": "Science / research",
            "universities": "Universities"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "mixed / to document",
            "sovereign_capacity_generator": "sovereign capability generator",
            "useful_to_sovereign_cause": "useful to the sovereign cause",
            "weak_or_contrary_to_verify": "weak contribution or contrary action to verify"
          },
          "columns": {
            "actor": "Actor",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Evidence",
            "evidence_profile": "Evidence profile",
            "role": "Role"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Author",
            "business": "Business",
            "civil_society": "Civil society",
            "deal_or_agreement": "Deal / agreement",
            "diaspora_network": "Diaspora network",
            "faith_network": "Faith / cultural network",
            "foreign_actor": "Foreign actor",
            "foundation": "Foundation",
            "influencer": "Influencer",
            "journal_or_platform": "Media platform",
            "media_platform": "Media platform",
            "military_actor": "Military / security actor",
            "political_apparatus": "Political apparatus",
            "public_institution": "Public institution",
            "public_personality": "Public personality",
            "research_center": "Research center",
            "researcher": "Researcher",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "University"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Critical flags and uncertainties",
            "no_flags": "No critical flags / to document",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Proofs",
            "references": "References",
            "score_note": "Score note",
            "source_needs": "Source needs",
            "title": "Evidence profile"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Capacity builder",
            "dependency_vector_to_verify": "Dependency vector to verify",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profile to document",
            "mixed_under_review": "Mixed actor / under review",
            "useful_contributor": "Useful contributor"
          },
          "search_placeholder": "ተዋናይ፣ መስክ፣ ሀገር ፈልግ",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "This is not a popularity ranking. Profiles expose Nsiku, Nzola, Bisalu, evidence, risks and right of reply.",
          "title": "Actor index: contribution and capture-risk"
        },
        "brand": {
          "subtitle": "Mfuma turns doctrine, evidence, contracts, actors and institutions into verifiable public intelligence for African sovereignty.",
          "tagline": "See sovereignty. Prove capture. Build capability.",
          "version_badge": "Sovereign evidence and action engine"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Country spider chart",
          "doctrine_radar": "Doctrine radar",
          "epistemic": "Epist.",
          "evidence": "Evidence",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Reserve",
          "resilience": "Resilience",
          "sovereignty": "Sover.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "University spider chart"
        },
        "clauses": {
          "risk": "Risk",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "C1-C14 clauses: auditability, exit, foreign priority, critical project control, data, and financing oriented toward external interests.",
          "title": "Critical contracts and clauses"
        },
        "common": {
          "all": "ሁሉም",
          "category": "Category",
          "class": "Class",
          "country": "ሀገር",
          "entity": "Entity",
          "evidence": "ማስረጃ",
          "flags": "Flags",
          "language": "Language",
          "method": "ዘዴ",
          "next": "Suivant",
          "no_data": "No data",
          "none": "None",
          "not_available": "Non disponible",
          "not_documented": "To document",
          "prepublication": "Prépublication",
          "previous": "Précédent",
          "profiles": "profiles",
          "proof": "Preuve",
          "region": "Region",
          "right_of_reply": "Right of reply",
          "risk": "አደጋ",
          "role": "ሚና",
          "score": "ነጥብ",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Status",
          "summary": "Summary",
          "type": "Type",
          "under_review": "Under review",
          "unknown": "Inconnu",
          "warnings": "Warnings"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Evidence",
          "financial_independence": "የገንዘብ ነፃነት",
          "leadership": "Leadership",
          "popular_sovereignty": "Popular sovereignty",
          "right_of_reply": "Right of reply",
          "scenario": "ሁኔታ",
          "score": "Score",
          "secure_drop": "ደህንነታዊ ማስገቢያ"
        },
        "dashboard": {
          "average_state_score": "Average state score",
          "average_university_fitness": "Average university fitness",
          "data_loaded": "Data loaded",
          "high_capture_risk_actors": "High capture-risk actors",
          "public_references": "Public references",
          "states_tracked": "States tracked",
          "subtitle": "Simple view: main data, charts and base references. Administration, workflows and drafts stay outside the landing page.",
          "title": "Public dashboard",
          "universities_centers": "Universities / centers"
        },
        "doctrine": {
          "anti_capture_doctrine": "Anti-capture doctrine: all power must remain auditable, reversible and correctable.",
          "bisalu": {
            "definition": "Bisalu measures tools, institutions, jobs, skills, maintenance, useful publications, prototypes, adoption and future capacity.",
            "description": "Proves concrete results.",
            "short": "Useful work and evidence",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Constitutional doctrine: the Constitution is the legal proxy of the people.",
          "measurable_sovereignty": "Measurable sovereignty: decide, protect, produce, correct, audit, transmit.",
          "nsiku": {
            "definition": "Nsiku is the just rule that makes power legitimate because it limits it: audit, counterpower, accountability, correction and non-capture.",
            "description": "Limits power and prevents abuse.",
            "short": "Just rule, limit, accountability",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola requires institutions to protect families, children, communities, health, dignity and social peace beyond procedure.",
            "description": "Measures the effect on living people.",
            "short": "Human dignity and protection",
            "title": "Nzola"
          },
          "principles": "Principles",
          "radar_title": "CSSP doctrine",
          "subtitle": "Doctrinal definitions remain visible without overloading the home page.",
          "title": "Doctrine and definitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Public source of truth:"
        },
        "labels": {
          "core": "Core",
          "doctrine": "Doctrine",
          "external-link": "External link",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Overall",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source needed",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "ተዋናዮች",
          "admin": "Admin",
          "clauses": "አንቀጾች",
          "doctrine": "መርህ",
          "overview": "አጠቃላይ",
          "pasc_arso": "PASC/ARSO",
          "references": "ማጣቀሻዎች",
          "report": "ሪፖርት",
          "states": "ሀገሮች",
          "tools": "መሳሪያዎች",
          "universities": "ዩኒቨርሲቲዎች"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Reading",
          "standard_capabilities": "Standards & capabilities",
          "subtitle": "Visualization of sovereign usefulness: capability, expertise, actionability, local assessment, human effects and innovation.",
          "title": "PASC / ARSO comparator"
        },
        "references": {
          "all_types": "All types",
          "default_description": "Reference document to source or complete.",
          "search_placeholder": "Search doctrine, standard, reading…",
          "subtitle": "Key readings, standards and public repositories are available here. Approved uploaded documents appear in the same logic.",
          "tab": "References",
          "title": "Base library and reference documents",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Contract clause",
            "health_neglect": "Health neglect",
            "institutional_abuse": "Institutional abuse"
          },
          "country": "Country",
          "description_placeholder": "Describe the facts. Separate observation, source, inference, opinion and available evidence.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Report title",
          "risk_high": "High",
          "risk_level": "Niveau de risque",
          "risk_low": "Low",
          "risk_medium": "Medium",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Everyone can report. Sensitive files require an approved account or protected channel.",
          "title": "Report without unnecessary exposure"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / functional collapse",
            "partial_capacity": "Partial capacity",
            "robust_sovereign_capacity": "Robust sovereign capacity",
            "severe_vulnerability": "Severe vulnerability",
            "structural_dependency": "Structural dependency"
          },
          "columns": {
            "class": "Class",
            "country": "Country",
            "evidence": "Evidence",
            "popular_reserve": "Popular reserve",
            "score": "Score",
            "trajectory": "Trajectory"
          },
          "outside_state_score": "outside state score",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "ሀገር ወይም ISO ፈልግ",
          "sort": {
            "country_az": "Country A–Z",
            "final_score": "Final score",
            "trajectory": "Trajectory"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Final score = stock capacity + trajectory + resilience, with popular reserve separated from the state score.",
          "title": "Index of 54 African states",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Critical deterioration",
            "positive_progression": "Positive progression",
            "regression": "Regression",
            "sovereign_acceleration": "Sovereign acceleration",
            "stability_transition": "Stability / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Do not upload from a state, employer or monitored device.",
            "Strip metadata or use the guided secure intake process.",
            "Do not expose witness names in public forms.",
            "Life-threatening material should use sealed/offline source-handler workflow."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualization, scenarios and safety rules. Admin workflows stay outside the landing page.",
          "title": "Light public tools",
          "what_if_description": "Simple 5-year projection of an agreement or clause.",
          "what_if_title": "Sovereignty what-if",
          "widgets_text": "Signed charts and data for journalists, researchers, unions and institutions.",
          "widgets_title": "Embeddable widgets"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Evidence",
            "expected_sources": "Expected sources",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Sovereignty",
            "specialty": "Specialty"
          },
          "fitness": "Fitness",
          "general": "General",
          "labels": {
            "capacity_generating_university": "Capacity-generating university",
            "mimetic_or_weak_output": "Mimetic / weak output",
            "not_aligned_to_african_need": "Not aligned with African needs",
            "potential_to_consolidate": "Potential to consolidate",
            "strong_sovereign_utility": "Strong sovereign utility"
          },
          "method_note": "Repeatable method. The score must be linked to sources, publications, adoption evidence, ATSS outputs and right of reply.",
          "search_placeholder": "ተቋም፣ ሀገር ወይም አሕጽሮተ ቃል ፈልግ",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Ranking by ATSS, real impact, innovation, epistemic sovereignty and evidence. Conventional prestige is capped.",
          "title": "African University Sovereign Fitness"
        }
      },
      "en": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "Fermer",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "Document",
          "download": "Télécharger",
          "evaluate": "Evaluate",
          "evidence_profile": "Profil preuve",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "Ouvrir",
          "protect": "Protect",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "Simuler",
          "sort": "Trier",
          "submit": "Soumettre",
          "translate": "Translate",
          "upload": "Uploader",
          "verify": "Verify",
          "view": "Voir"
        },
        "actions_legacy": {
          "document": "Document",
          "evaluate": "Evaluate",
          "protect": "Protect",
          "report": "Report",
          "translate": "Translate",
          "verify": "Verify"
        },
        "actors": {
          "all_types": "All types",
          "categories": {
            "authors_literature_art": "Authors / literature / art",
            "business_industry": "Business / industry",
            "civil_society_networks": "Civil society / networks",
            "deals_agreements": "Deals / agreements",
            "entertainment_culture": "Entertainment / culture",
            "foreign_actors": "Foreign actors",
            "media": "Media",
            "politics": "Politics",
            "science_research": "Science / research",
            "universities": "Universities"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "mixed / to document",
            "sovereign_capacity_generator": "sovereign capability generator",
            "useful_to_sovereign_cause": "useful to the sovereign cause",
            "weak_or_contrary_to_verify": "weak contribution or contrary action to verify"
          },
          "columns": {
            "actor": "Actor",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Evidence",
            "evidence_profile": "Evidence profile",
            "role": "Role"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Author",
            "business": "Business",
            "civil_society": "Civil society",
            "deal_or_agreement": "Deal / agreement",
            "diaspora_network": "Diaspora network",
            "faith_network": "Faith / cultural network",
            "foreign_actor": "Foreign actor",
            "foundation": "Foundation",
            "influencer": "Influencer",
            "journal_or_platform": "Media platform",
            "media_platform": "Media platform",
            "military_actor": "Military / security actor",
            "political_apparatus": "Political apparatus",
            "public_institution": "Public institution",
            "public_personality": "Public personality",
            "research_center": "Research center",
            "researcher": "Researcher",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "University"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Critical flags and uncertainties",
            "no_flags": "No critical flags / to document",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Proofs",
            "references": "References",
            "score_note": "Score note",
            "source_needs": "Source needs",
            "title": "Evidence profile"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Capacity builder",
            "dependency_vector_to_verify": "Dependency vector to verify",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profile to document",
            "mixed_under_review": "Mixed actor / under review",
            "useful_contributor": "Useful contributor"
          },
          "search_placeholder": "Search actor, domain or country",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "This is not a popularity ranking. Profiles expose Nsiku, Nzola, Bisalu, evidence, risks and right of reply.",
          "title": "Actor index: contribution and capture-risk"
        },
        "brand": {
          "subtitle": "A decentralized platform that makes African capability visible, documents capture risks, explains scores, and opens an evidence-based correction pathway.",
          "tagline": "PASO / CSSP Mfuma — public intelligence to protect African sovereignty.",
          "version_badge": "Public sovereignty and protection observatory"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Country spider chart",
          "doctrine_radar": "Doctrine radar",
          "epistemic": "Epist.",
          "evidence": "Evidence",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Reserve",
          "resilience": "Resilience",
          "sovereignty": "Sover.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "University spider chart"
        },
        "clauses": {
          "risk": "Risk",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "C1-C14 clauses: auditability, exit, foreign priority, critical project control, data, and financing oriented toward external interests.",
          "title": "Critical contracts and clauses"
        },
        "common": {
          "all": "All",
          "category": "Category",
          "class": "Class",
          "country": "Country",
          "entity": "Entity",
          "evidence": "Evidence",
          "flags": "Flags",
          "language": "Language",
          "method": "Method",
          "next": "Next",
          "no_data": "No data",
          "none": "None",
          "not_available": "Non disponible",
          "not_documented": "To document",
          "prepublication": "Prépublication",
          "previous": "Previous",
          "profiles": "profiles",
          "proof": "Preuve",
          "region": "Region",
          "right_of_reply": "Right of reply",
          "risk": "Risk",
          "role": "Role",
          "score": "Score",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Status",
          "summary": "Summary",
          "type": "Type",
          "under_review": "Under review",
          "unknown": "Inconnu",
          "warnings": "Warnings"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Evidence",
          "financial_independence": "Financial independence",
          "leadership": "Leadership",
          "popular_sovereignty": "Popular sovereignty",
          "right_of_reply": "Right of reply",
          "scenario": "Scenario",
          "score": "Score",
          "secure_drop": "Secure drop"
        },
        "dashboard": {
          "average_state_score": "Average state score",
          "average_university_fitness": "Average university fitness",
          "data_loaded": "Data loaded",
          "high_capture_risk_actors": "High capture-risk actors",
          "public_references": "Public references",
          "states_tracked": "States tracked",
          "subtitle": "Simple view: main data, charts and base references. Administration, workflows and drafts stay outside the landing page.",
          "title": "Public dashboard",
          "universities_centers": "Universities / centers"
        },
        "doctrine": {
          "anti_capture_doctrine": "Anti-capture doctrine: all power must remain auditable, reversible and correctable.",
          "bisalu": {
            "definition": "Bisalu measures tools, institutions, jobs, skills, maintenance, useful publications, prototypes, adoption and future capacity.",
            "description": "Proves concrete results.",
            "short": "Useful work and evidence",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Constitutional doctrine: the Constitution is the legal proxy of the people.",
          "measurable_sovereignty": "Measurable sovereignty: decide, protect, produce, correct, audit, transmit.",
          "nsiku": {
            "definition": "Nsiku is the just rule that makes power legitimate because it limits it: audit, counterpower, accountability, correction and non-capture.",
            "description": "Limits power and prevents abuse.",
            "short": "Just rule, limit, accountability",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola requires institutions to protect families, children, communities, health, dignity and social peace beyond procedure.",
            "description": "Measures the effect on living people.",
            "short": "Human dignity and protection",
            "title": "Nzola"
          },
          "principles": "Principles",
          "radar_title": "CSSP doctrine",
          "subtitle": "Doctrinal definitions remain visible without overloading the home page.",
          "title": "Doctrine and definitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Public source of truth:"
        },
        "labels": {
          "core": "Core",
          "doctrine": "Doctrine",
          "external-link": "External link",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Overall",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source needed",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "Acteurs",
          "admin": "Admin",
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "overview": "Aperçu",
          "pasc_arso": "PASC/ARSO",
          "references": "Références",
          "report": "Signaler",
          "states": "États",
          "tools": "Outils",
          "universities": "Universités"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Reading",
          "standard_capabilities": "Standards & capabilities",
          "subtitle": "Visualization of sovereign usefulness: capability, expertise, actionability, local assessment, human effects and innovation.",
          "title": "PASC / ARSO comparator"
        },
        "references": {
          "all_types": "All types",
          "default_description": "Reference document to source or complete.",
          "search_placeholder": "Search doctrine, standard, reading…",
          "subtitle": "Key readings, standards and public repositories are available here. Approved uploaded documents appear in the same logic.",
          "tab": "References",
          "title": "Base library and reference documents",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Contract clause",
            "health_neglect": "Health neglect",
            "institutional_abuse": "Institutional abuse"
          },
          "country": "Country",
          "description_placeholder": "Describe the facts. Separate observation, source, inference, opinion and available evidence.",
          "email_placeholder": "Optional email for confirmation only",
          "email_privacy": "Public contact email is not exposed; the form routes to the configured backend recipient.",
          "report_title": "Report title",
          "risk_high": "High",
          "risk_level": "Niveau de risque",
          "risk_low": "Low",
          "risk_medium": "Medium",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Everyone can report. Sensitive files require an approved account or protected channel.",
          "title": "Report without unnecessary exposure"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / functional collapse",
            "partial_capacity": "Partial capacity",
            "robust_sovereign_capacity": "Robust sovereign capacity",
            "severe_vulnerability": "Severe vulnerability",
            "structural_dependency": "Structural dependency"
          },
          "columns": {
            "class": "Class",
            "country": "Country",
            "evidence": "Evidence",
            "popular_reserve": "Popular reserve",
            "score": "Score",
            "trajectory": "Trajectory"
          },
          "outside_state_score": "outside state score",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "Search country or ISO",
          "sort": {
            "country_az": "Country A–Z",
            "final_score": "Final score",
            "trajectory": "Trajectory"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Final score = stock capacity + trajectory + resilience, with popular reserve separated from the state score.",
          "title": "Index of 54 African states",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Critical deterioration",
            "positive_progression": "Positive progression",
            "regression": "Regression",
            "sovereign_acceleration": "Sovereign acceleration",
            "stability_transition": "Stability / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribute evidence",
          "search_placeholder": "Search threat, actor, pattern",
          "subtitle": "Top threats are displayed three at a time. Click one to inspect evidence, chart, references and contribution path.",
          "title": "Threat & Capture-Risk Watch"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Do not upload from a state, employer or monitored device.",
            "Strip metadata or use the guided secure intake process.",
            "Do not expose witness names in public forms.",
            "Life-threatening material should use sealed/offline source-handler workflow."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualization, scenarios and safety rules. Admin workflows stay outside the landing page.",
          "title": "Light public tools",
          "what_if_description": "Simple 5-year projection of an agreement or clause.",
          "what_if_title": "Sovereignty what-if",
          "widgets_text": "Signed charts and data for journalists, researchers, unions and institutions.",
          "widgets_title": "Embeddable widgets"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Evidence",
            "expected_sources": "Expected sources",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Sovereignty",
            "specialty": "Specialty"
          },
          "fitness": "Fitness",
          "general": "General",
          "labels": {
            "capacity_generating_university": "Capacity-generating university",
            "mimetic_or_weak_output": "Mimetic / weak output",
            "not_aligned_to_african_need": "Not aligned with African needs",
            "potential_to_consolidate": "Potential to consolidate",
            "strong_sovereign_utility": "Strong sovereign utility"
          },
          "method_note": "Repeatable method. The score must be linked to sources, publications, adoption evidence, ATSS outputs and right of reply.",
          "search_placeholder": "Search institution, country or acronym",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Ranking by ATSS, real impact, innovation, epistemic sovereignty and evidence. Conventional prestige is capped.",
          "title": "African University Sovereign Fitness"
        }
      },
      "fr": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "Fermer",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "Documenter",
          "download": "Télécharger",
          "evaluate": "Évaluer",
          "evidence_profile": "Profil preuve",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "Ouvrir",
          "protect": "Protéger",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "Simuler",
          "sort": "Trier",
          "submit": "Soumettre",
          "translate": "Traduire",
          "upload": "Uploader",
          "verify": "Vérifier",
          "view": "Voir"
        },
        "actions_legacy": {
          "document": "Documenter",
          "evaluate": "Évaluer",
          "protect": "Protéger",
          "report": "Signaler",
          "translate": "Traduire",
          "verify": "Vérifier"
        },
        "actors": {
          "all_types": "Tous types",
          "categories": {
            "authors_literature_art": "Auteurs / littérature / art",
            "business_industry": "Business / industrie",
            "civil_society_networks": "Société civile / réseaux",
            "deals_agreements": "Deals / accords",
            "entertainment_culture": "Divertissement / culture",
            "foreign_actors": "Acteurs étrangers",
            "media": "Médias",
            "politics": "Politique",
            "science_research": "Science / recherche",
            "universities": "Universités"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "acteur mixte / à documenter",
            "sovereign_capacity_generator": "acteur générateur de capacités souveraines",
            "useful_to_sovereign_cause": "acteur utile à la cause souveraine",
            "weak_or_contrary_to_verify": "faible contribution ou action contraire à vérifier"
          },
          "columns": {
            "actor": "Acteur",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Preuve",
            "evidence_profile": "Profil preuve",
            "role": "Rôle"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Auteur",
            "business": "Business / industrie",
            "civil_society": "Société civile",
            "deal_or_agreement": "Accord / contrat",
            "diaspora_network": "Réseau diaspora",
            "faith_network": "Réseau spirituel/culturel",
            "foreign_actor": "Acteur étranger",
            "foundation": "Fondation",
            "influencer": "Influenceur",
            "journal_or_platform": "Plateforme média",
            "media_platform": "Plateforme média",
            "military_actor": "Acteur militaire/sécurité",
            "political_apparatus": "Appareil politique",
            "public_institution": "Institution publique",
            "public_personality": "Personnalité publique",
            "research_center": "Centre de recherche",
            "researcher": "Chercheur",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "Université"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Flags critiques et incertitudes",
            "no_flags": "Aucun flag critique / à documenter",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Preuves",
            "references": "Références",
            "score_note": "Note de score",
            "source_needs": "Sources à ajouter",
            "title": "Profil preuve"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Bâtisseur de capacités",
            "dependency_vector_to_verify": "Vecteur de dépendance à vérifier",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profil à documenter",
            "mixed_under_review": "Acteur mixte / sous revue",
            "useful_contributor": "Contributeur utile"
          },
          "search_placeholder": "Rechercher acteur, domaine, pays",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "Ce n’est pas un classement de popularité. Les profils exposent Nsiku, Nzola, Bisalu, preuves, risques et droit de réponse.",
          "title": "Index des acteurs: contribution et capture-risk"
        },
        "brand": {
          "subtitle": "Une plateforme décentralisée qui rend visibles les capacités africaines, documente les risques de capture, explique les scores et ouvre un droit de correction fondé sur des preuves.",
          "tagline": "PASO / CSSP Mfuma — intelligence publique pour protéger la souveraineté africaine.",
          "version_badge": "Observatoire public de souveraineté et de protection"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Spider chart pays",
          "doctrine_radar": "Radar doctrinal",
          "epistemic": "Épist.",
          "evidence": "Preuve",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Réserve",
          "resilience": "Résilience",
          "sovereignty": "Souver.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "Spider chart université"
        },
        "clauses": {
          "risk": "Risque",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "Clauses C1-C14: auditabilité, sortie, priorité étrangère, contrôle de projets critiques, données, financement orienté intérêts externes.",
          "title": "Contrats et clauses critiques"
        },
        "common": {
          "all": "Tous",
          "category": "Catégorie",
          "class": "Classe",
          "country": "Pays",
          "entity": "Entité",
          "evidence": "Preuve",
          "flags": "Flags",
          "language": "Langue",
          "method": "Méthode",
          "next": "Suivant",
          "no_data": "Aucune donnée",
          "none": "Aucun",
          "not_available": "Non disponible",
          "not_documented": "À documenter",
          "prepublication": "Prépublication",
          "previous": "Précédent",
          "profiles": "profils",
          "proof": "Preuve",
          "region": "Région",
          "right_of_reply": "Droit de réponse",
          "risk": "Risque",
          "role": "Rôle",
          "score": "Score",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Statut",
          "summary": "Résumé",
          "type": "Type",
          "under_review": "Sous revue",
          "unknown": "Inconnu",
          "warnings": "Alertes"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Preuve",
          "financial_independence": "Indépendance financière",
          "leadership": "Leadership",
          "popular_sovereignty": "Souveraineté populaire",
          "right_of_reply": "Droit de réponse",
          "scenario": "Scénario",
          "score": "Score",
          "secure_drop": "Dépôt sécurisé"
        },
        "dashboard": {
          "average_state_score": "Score États moyen",
          "average_university_fitness": "Fitness universitaire moyen",
          "data_loaded": "Données chargées",
          "high_capture_risk_actors": "Acteurs à haut capture-risk",
          "public_references": "Références publiques",
          "states_tracked": "États suivis",
          "subtitle": "Vue simple: données principales, graphiques et références de base. L’administration, les workflows et les brouillons restent hors de la landing page.",
          "title": "Tableau de bord public",
          "universities_centers": "Universités / centres"
        },
        "doctrine": {
          "anti_capture_doctrine": "Doctrine anti-capture: tout pouvoir doit rester auditable, réversible et correctible.",
          "bisalu": {
            "definition": "Bisalu mesure outils, institutions, emplois, compétences, maintenance, publications utiles, prototypes, adoption et capacité de futur.",
            "description": "Prouve les résultats concrets.",
            "short": "Travail utile et preuves",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Doctrine constitutionnelle: la Constitution est proxy juridique du peuple.",
          "measurable_sovereignty": "Souveraineté mesurable: décider, protéger, produire, corriger, auditer, transmettre.",
          "nsiku": {
            "definition": "Nsiku désigne la règle juste qui rend le pouvoir légitime parce qu’elle le limite: audit, contre-pouvoir, responsabilité, correction et non-capture.",
            "description": "Limite le pouvoir et empêche l’abus.",
            "short": "Règle juste, limite, responsabilité",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola oblige l’institution à protéger familles, enfants, communautés, santé, dignité et paix sociale au-delà de la procédure.",
            "description": "Mesure l’effet sur les vivants.",
            "short": "Dignité humaine et protection",
            "title": "Nzola"
          },
          "principles": "Principes",
          "radar_title": "Doctrine CSSP",
          "subtitle": "Les définitions doctrinales restent visibles, mais sans encombrer la page d’accueil.",
          "title": "Doctrine et définitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Source publique de vérité:"
        },
        "labels": {
          "core": "Noyau",
          "doctrine": "Doctrine",
          "external-link": "Lien externe",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Général",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source nécessaire",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "Acteurs",
          "admin": "Admin",
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "overview": "Aperçu",
          "pasc_arso": "PASC/ARSO",
          "references": "Références",
          "report": "Signaler",
          "states": "États",
          "tools": "Outils",
          "universities": "Universités"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Lecture",
          "standard_capabilities": "Standards & capacités",
          "subtitle": "Visualisation de l’utilité souveraine: capacité, expertise, actionnabilité, évaluation locale, effets humains et innovation.",
          "title": "Comparateur PASC / ARSO"
        },
        "references": {
          "all_types": "Tous types",
          "default_description": "Document de référence à sourcer ou compléter.",
          "search_placeholder": "Rechercher doctrine, standard, lecture…",
          "subtitle": "Les lectures, standards et repositories publics sont accessibles ici. Les documents uploadés et approuvés apparaissent dans la même logique.",
          "tab": "Références",
          "title": "Bibliothèque de base et documents de référence",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Clause contractuelle",
            "health_neglect": "Négligence sanitaire",
            "institutional_abuse": "Abus institutionnel"
          },
          "country": "Pays",
          "description_placeholder": "Décrire les faits. Séparez observation, source, inférence, opinion et preuves disponibles.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Titre du signalement",
          "risk_high": "Élevé",
          "risk_level": "Niveau de risque",
          "risk_low": "Faible",
          "risk_medium": "Moyen",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Tout le monde peut signaler. Les fichiers sensibles exigent un compte approuvé ou un canal protégé.",
          "title": "Signaler sans exposer inutilement"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / effondrement fonctionnel",
            "partial_capacity": "Capacité partielle",
            "robust_sovereign_capacity": "Capacité souveraine robuste",
            "severe_vulnerability": "Vulnérabilité sévère",
            "structural_dependency": "Dépendance structurelle"
          },
          "columns": {
            "class": "Classe",
            "country": "Pays",
            "evidence": "Preuve",
            "popular_reserve": "Réserve populaire",
            "score": "Score",
            "trajectory": "Trajectoire"
          },
          "outside_state_score": "hors score État",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "Rechercher pays ou ISO",
          "sort": {
            "country_az": "Pays A–Z",
            "final_score": "Score final",
            "trajectory": "Trajectoire"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Score final = capacité stock + trajectoire + résilience, avec réserve populaire séparée du score État.",
          "title": "Indice des 54 États africains",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Détérioration critique",
            "positive_progression": "Progression positive",
            "regression": "Régression",
            "sovereign_acceleration": "Accélération souveraine",
            "stability_transition": "Stabilité / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Ne pas uploader depuis un appareil d’État, d’employeur ou surveillé.",
            "Supprimer les métadonnées ou utiliser le processus guidé sécurisé.",
            "Ne pas exposer les noms de témoins dans les formulaires publics.",
            "Les éléments menaçant la vie doivent passer par le workflow scellé/offline."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualisation, scénario et règles de sécurité. Les workflows admin restent hors de la landing page.",
          "title": "Outils publics légers",
          "what_if_description": "Projection simple d’un accord ou d’une clause sur 5 ans.",
          "what_if_title": "What-if souveraineté",
          "widgets_text": "Graphiques et données signées pour journalistes, chercheurs, syndicats et institutions.",
          "widgets_title": "Widgets exportables"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Preuve",
            "expected_sources": "Sources attendues",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Souveraineté",
            "specialty": "Spécialité"
          },
          "fitness": "Fitness",
          "general": "Général",
          "labels": {
            "capacity_generating_university": "Université génératrice de capacités",
            "mimetic_or_weak_output": "Mimétisme / faible output",
            "not_aligned_to_african_need": "Non alignée au besoin africain",
            "potential_to_consolidate": "Potentiel à consolider",
            "strong_sovereign_utility": "Forte utilité souveraine"
          },
          "method_note": "Méthode répétable. Le score doit être relié à des sources, publications, preuves d’adoption, outputs ATSS et droit de réponse.",
          "search_placeholder": "Rechercher institution, pays ou sigle",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Classement par ATSS, impact réel, innovation, souveraineté épistémique et preuves. Le prestige conventionnel est plafonné.",
          "title": "Fitness universitaire africain"
        }
      },
      "ha": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "Rufe",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "Rubuta",
          "download": "Télécharger",
          "evaluate": "Kimanta",
          "evidence_profile": "Bayanan shaida",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "Bude",
          "protect": "Kare",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "Kwaikwaya",
          "sort": "Trier",
          "submit": "Aika",
          "translate": "Fassara",
          "upload": "Uploader",
          "verify": "Tabbatar",
          "view": "Duba"
        },
        "actions_legacy": {
          "document": "Rubuta",
          "evaluate": "Kimanta",
          "protect": "Kare",
          "report": "Rahoto",
          "translate": "Fassara",
          "verify": "Tabbatar"
        },
        "actors": {
          "all_types": "All types",
          "categories": {
            "authors_literature_art": "Authors / literature / art",
            "business_industry": "Business / industry",
            "civil_society_networks": "Civil society / networks",
            "deals_agreements": "Deals / agreements",
            "entertainment_culture": "Entertainment / culture",
            "foreign_actors": "Foreign actors",
            "media": "Media",
            "politics": "Politics",
            "science_research": "Science / research",
            "universities": "Universities"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "mixed / to document",
            "sovereign_capacity_generator": "sovereign capability generator",
            "useful_to_sovereign_cause": "useful to the sovereign cause",
            "weak_or_contrary_to_verify": "weak contribution or contrary action to verify"
          },
          "columns": {
            "actor": "Actor",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Evidence",
            "evidence_profile": "Evidence profile",
            "role": "Role"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Author",
            "business": "Business",
            "civil_society": "Civil society",
            "deal_or_agreement": "Deal / agreement",
            "diaspora_network": "Diaspora network",
            "faith_network": "Faith / cultural network",
            "foreign_actor": "Foreign actor",
            "foundation": "Foundation",
            "influencer": "Influencer",
            "journal_or_platform": "Media platform",
            "media_platform": "Media platform",
            "military_actor": "Military / security actor",
            "political_apparatus": "Political apparatus",
            "public_institution": "Public institution",
            "public_personality": "Public personality",
            "research_center": "Research center",
            "researcher": "Researcher",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "University"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Critical flags and uncertainties",
            "no_flags": "No critical flags / to document",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Proofs",
            "references": "References",
            "score_note": "Score note",
            "source_needs": "Source needs",
            "title": "Evidence profile"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Capacity builder",
            "dependency_vector_to_verify": "Dependency vector to verify",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profile to document",
            "mixed_under_review": "Mixed actor / under review",
            "useful_contributor": "Useful contributor"
          },
          "search_placeholder": "Nemi mutum, fanni, kasa",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "This is not a popularity ranking. Profiles expose Nsiku, Nzola, Bisalu, evidence, risks and right of reply.",
          "title": "Actor index: contribution and capture-risk"
        },
        "brand": {
          "subtitle": "Mfuma turns doctrine, evidence, contracts, actors and institutions into verifiable public intelligence for African sovereignty.",
          "tagline": "See sovereignty. Prove capture. Build capability.",
          "version_badge": "Sovereign evidence and action engine"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Country spider chart",
          "doctrine_radar": "Doctrine radar",
          "epistemic": "Epist.",
          "evidence": "Evidence",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Reserve",
          "resilience": "Resilience",
          "sovereignty": "Sover.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "University spider chart"
        },
        "clauses": {
          "risk": "Risk",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "C1-C14 clauses: auditability, exit, foreign priority, critical project control, data, and financing oriented toward external interests.",
          "title": "Critical contracts and clauses"
        },
        "common": {
          "all": "Duka",
          "category": "Category",
          "class": "Class",
          "country": "Kasa",
          "entity": "Entity",
          "evidence": "Shaida",
          "flags": "Flags",
          "language": "Language",
          "method": "Hanya",
          "next": "Suivant",
          "no_data": "No data",
          "none": "None",
          "not_available": "Non disponible",
          "not_documented": "To document",
          "prepublication": "Prépublication",
          "previous": "Précédent",
          "profiles": "profiles",
          "proof": "Preuve",
          "region": "Region",
          "right_of_reply": "Right of reply",
          "risk": "Hadari",
          "role": "Matsayi",
          "score": "Maki",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Status",
          "summary": "Summary",
          "type": "Type",
          "under_review": "Under review",
          "unknown": "Inconnu",
          "warnings": "Warnings"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Evidence",
          "financial_independence": "Yancin kudi",
          "leadership": "Leadership",
          "popular_sovereignty": "Popular sovereignty",
          "right_of_reply": "Right of reply",
          "scenario": "Yanayi",
          "score": "Score",
          "secure_drop": "Ajiya mai tsaro"
        },
        "dashboard": {
          "average_state_score": "Average state score",
          "average_university_fitness": "Average university fitness",
          "data_loaded": "Data loaded",
          "high_capture_risk_actors": "High capture-risk actors",
          "public_references": "Public references",
          "states_tracked": "States tracked",
          "subtitle": "Simple view: main data, charts and base references. Administration, workflows and drafts stay outside the landing page.",
          "title": "Public dashboard",
          "universities_centers": "Universities / centers"
        },
        "doctrine": {
          "anti_capture_doctrine": "Anti-capture doctrine: all power must remain auditable, reversible and correctable.",
          "bisalu": {
            "definition": "Bisalu measures tools, institutions, jobs, skills, maintenance, useful publications, prototypes, adoption and future capacity.",
            "description": "Proves concrete results.",
            "short": "Useful work and evidence",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Constitutional doctrine: the Constitution is the legal proxy of the people.",
          "measurable_sovereignty": "Measurable sovereignty: decide, protect, produce, correct, audit, transmit.",
          "nsiku": {
            "definition": "Nsiku is the just rule that makes power legitimate because it limits it: audit, counterpower, accountability, correction and non-capture.",
            "description": "Limits power and prevents abuse.",
            "short": "Just rule, limit, accountability",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola requires institutions to protect families, children, communities, health, dignity and social peace beyond procedure.",
            "description": "Measures the effect on living people.",
            "short": "Human dignity and protection",
            "title": "Nzola"
          },
          "principles": "Principles",
          "radar_title": "CSSP doctrine",
          "subtitle": "Doctrinal definitions remain visible without overloading the home page.",
          "title": "Doctrine and definitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Public source of truth:"
        },
        "labels": {
          "core": "Core",
          "doctrine": "Doctrine",
          "external-link": "External link",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Overall",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source needed",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "Masu rawa",
          "admin": "Admin",
          "clauses": "Sharudda",
          "doctrine": "Ka'ida",
          "overview": "Takaitawa",
          "pasc_arso": "PASC/ARSO",
          "references": "Manazarta",
          "report": "Rahoto",
          "states": "Kasashe",
          "tools": "Kayan aiki",
          "universities": "Jami'o'i"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Reading",
          "standard_capabilities": "Standards & capabilities",
          "subtitle": "Visualization of sovereign usefulness: capability, expertise, actionability, local assessment, human effects and innovation.",
          "title": "PASC / ARSO comparator"
        },
        "references": {
          "all_types": "All types",
          "default_description": "Reference document to source or complete.",
          "search_placeholder": "Search doctrine, standard, reading…",
          "subtitle": "Key readings, standards and public repositories are available here. Approved uploaded documents appear in the same logic.",
          "tab": "References",
          "title": "Base library and reference documents",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Contract clause",
            "health_neglect": "Health neglect",
            "institutional_abuse": "Institutional abuse"
          },
          "country": "Country",
          "description_placeholder": "Describe the facts. Separate observation, source, inference, opinion and available evidence.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Report title",
          "risk_high": "High",
          "risk_level": "Niveau de risque",
          "risk_low": "Low",
          "risk_medium": "Medium",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Everyone can report. Sensitive files require an approved account or protected channel.",
          "title": "Report without unnecessary exposure"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / functional collapse",
            "partial_capacity": "Partial capacity",
            "robust_sovereign_capacity": "Robust sovereign capacity",
            "severe_vulnerability": "Severe vulnerability",
            "structural_dependency": "Structural dependency"
          },
          "columns": {
            "class": "Class",
            "country": "Country",
            "evidence": "Evidence",
            "popular_reserve": "Popular reserve",
            "score": "Score",
            "trajectory": "Trajectory"
          },
          "outside_state_score": "outside state score",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "Nemi kasa ko ISO",
          "sort": {
            "country_az": "Country A–Z",
            "final_score": "Final score",
            "trajectory": "Trajectory"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Final score = stock capacity + trajectory + resilience, with popular reserve separated from the state score.",
          "title": "Index of 54 African states",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Critical deterioration",
            "positive_progression": "Positive progression",
            "regression": "Regression",
            "sovereign_acceleration": "Sovereign acceleration",
            "stability_transition": "Stability / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Do not upload from a state, employer or monitored device.",
            "Strip metadata or use the guided secure intake process.",
            "Do not expose witness names in public forms.",
            "Life-threatening material should use sealed/offline source-handler workflow."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualization, scenarios and safety rules. Admin workflows stay outside the landing page.",
          "title": "Light public tools",
          "what_if_description": "Simple 5-year projection of an agreement or clause.",
          "what_if_title": "Sovereignty what-if",
          "widgets_text": "Signed charts and data for journalists, researchers, unions and institutions.",
          "widgets_title": "Embeddable widgets"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Evidence",
            "expected_sources": "Expected sources",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Sovereignty",
            "specialty": "Specialty"
          },
          "fitness": "Fitness",
          "general": "General",
          "labels": {
            "capacity_generating_university": "Capacity-generating university",
            "mimetic_or_weak_output": "Mimetic / weak output",
            "not_aligned_to_african_need": "Not aligned with African needs",
            "potential_to_consolidate": "Potential to consolidate",
            "strong_sovereign_utility": "Strong sovereign utility"
          },
          "method_note": "Repeatable method. The score must be linked to sources, publications, adoption evidence, ATSS outputs and right of reply.",
          "search_placeholder": "Nemi jami'a, kasa ko gajarta",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Ranking by ATSS, real impact, innovation, epistemic sovereignty and evidence. Conventional prestige is capped.",
          "title": "African University Sovereign Fitness"
        }
      },
      "kg": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Katula nionso",
          "close": "Kanga",
          "compare": "Fwanisa",
          "copy": "Sonika diaka",
          "download": "Kulumusa",
          "evidence_profile": "Lutiti ya kidimbu",
          "export": "Bimisa",
          "filter": "Pona",
          "open": "Kangula",
          "report": "Kuzabisa",
          "reset": "Vutula mutindu ya ntete",
          "search": "Sosa",
          "show_less": "Monisa fioti",
          "show_more": "Monisa nkaka",
          "simulate": "Meka na mabanza",
          "sort": "Yidika",
          "submit": "Tinda",
          "upload": "Kutula",
          "view": "Tala"
        },
        "actors": {
          "all_types": "Mitu mionso",
          "categories": {
            "authors_literature_art": "Waandishi / Fasihi / Sanaa",
            "business_industry": "Momongo / Kisalu ya nene",
            "civil_society_networks": "Kimvuka ya bana mboka / Mitandao",
            "deals_agreements": "Mikataba / Wakana",
            "entertainment_culture": "Bisengo / Utamaduni",
            "foreign_actors": "Bantu ya nganda",
            "media": "Nsangu",
            "politics": "Siasa",
            "science_research": "Sayansi / Kisalu ya kusosa",
            "universities": "Ba-inivelesite"
          },
          "classes": {
            "dependency_vector": "Kichocheo cha lutegemo mpo na kotala",
            "mixed_to_document": "Mchanganyiko / ya kutula mikanda",
            "sovereign_capacity_generator": "Mzalishaji wa uwezo ya luyalu ya kieleka",
            "useful_to_sovereign_cause": "Lusadisu mpo na luyalu ya kieleka",
            "weak_or_contrary_to_verify": "Mchango fioti soki mpe kisalu ya nse ya kotala"
          },
          "columns": {
            "actor": "Muntu",
            "capture_risk": "Likama ya kukanga",
            "contribution": "Mchango",
            "evidence": "Kidimbu",
            "evidence_profile": "Lutiti ya kidimbu",
            "role": "Kisalu"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Masoniki",
            "business": "Mumbongo / kisalu ya nene",
            "civil_society": "Kimvuka ya bana mboka",
            "deal_or_agreement": "Wakana / boyokani",
            "diaspora_network": "Mtandao wa diaspora",
            "faith_network": "Mitandao ya kiminu/utamaduni",
            "foreign_actor": "Muntu ya nganda",
            "foundation": "Fondation",
            "influencer": "Mshawishi",
            "journal_or_platform": "Kisika ya nsangu",
            "media_platform": "Kisika ya nsangu",
            "military_actor": "Muntu ya basoda/kutanina",
            "political_apparatus": "Apareyi ya siasa",
            "public_institution": "Kimvuka ya bantu nionso",
            "public_personality": "Muntu ya bantu nionso",
            "research_center": "Kisika ya kusosa",
            "researcher": "Musosi",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Kisika ya mabanza",
            "university": "Inivelesite"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Madai",
            "critical_flags": "Bidimbu ya nene ya likama mpe kukonda bosembo",
            "no_flags": "Kele ve ti bidimbu ya likama / ya kutula mikanda",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Ndanga",
            "references": "Mikanda ya kutanina",
            "score_note": "Maelezo ya ntangalu",
            "source_needs": "Bamposa ya banto",
            "title": "Lutiti ya kidimbu"
          },
          "roles": {
            "architect": "Msanifu wa luyalu ya kieleka",
            "capacity_builder": "Mjenzi wa uwezo",
            "dependency_vector_to_verify": "Kichocheo cha lutegemo mpo na kotala",
            "high_capture_threat": "Tishio ya nene ya kukanga",
            "insufficiently_documented": "Lutiti kele na mikanda fioti",
            "mixed_under_review": "Muntu mchanganyiko / kele na kutala",
            "useful_contributor": "Mchangiaji ya mfunu"
          },
          "search_placeholder": "Sosa muntu, sekta soki mpe insi",
          "sort_contribution": "Mchango",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "Yai kele diambu ya lukumu ve. Lutiti monisa Nsiku, Nzola, Bisalu, bidimbu, likama mpe nswa wa kuvutula.",
          "title": "Fahirisi ya bantu ya kisalu: mchango mpe likama ya kukanga"
        },
        "brand": {
          "app_name": "CSSP Mfuma",
          "subtitle": "Mfuma yula malongi, kidimbu, boyokani, bantu ya kisalu mpe bimvuka na mayele ya bantu nionso yina lenda talama mpo na luyalu ya Afrika.",
          "tagline": "Monisa luyalu. Pesa kidimbu ya kukanga. Tunga makoki.",
          "version_badge": "Motɛlɛ ya kidimbu mpe bisalu ya luyalu ya kieleka"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Kotala",
          "country_spider": "Chati ya insi",
          "doctrine_radar": "Rada ya malongi",
          "epistemic": "Kielelimu",
          "evidence": "Kidimbu",
          "final": "Nsuka",
          "impact": "Athari",
          "innovation": "Uvumbuzi",
          "open": "Wazi",
          "reserve": "Akiba",
          "resilience": "Bopusi",
          "sovereignty": "Luyalu ya kieleka",
          "stock": "Biloko kele",
          "trajectory": "Nzela",
          "university_spider": "Chati ya inivelesite"
        },
        "clauses": {
          "labels": {
            "critical_project_control": "Udhibiti wa mradi ya nene",
            "data_control": "Udhibiti wa takwimu/data",
            "exit_lock": "Kizuizi cha kukatuka",
            "external_interest_financing": "Ufadhili wa maslahi ya nganda",
            "foreign_policy_notice": "Nsangu ya ntwala ya sera ya nganda",
            "foreign_priority": "Kipaumbele cha bapaya"
          },
          "risk": "Likama",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "Vifungu ya C1-C14: kotala, kukatuka, kipaumbele ya bapaya, udhibiti wa miradi ya nene, takwimu, ufadhili yina kele na maslahi ya nganda.",
          "title": "Boyokani mpe bikuma yina kele na bidimbu ya likama"
        },
        "common": {
          "all": "Nionso",
          "category": "Mutindu",
          "class": "Kimvuka",
          "country": "Insi",
          "entity": "Kimvuka",
          "evidence": "Kidimbu",
          "flags": "Bidimbu ya likama",
          "language": "Ndinga",
          "method": "Mutindu ya kisalu",
          "next": "Suivant",
          "no_data": "Takwimu kele ve",
          "none": "Kima mosi ve",
          "not_available": "Kala ve",
          "not_documented": "Sonama ve",
          "prepublication": "Ntwala ya kubimisa",
          "previous": "Précédent",
          "profiles": "biluti",
          "proof": "Ndanga",
          "region": "Kizunga",
          "right_of_reply": "Nswa wa kuvutula",
          "risk": "Likama",
          "role": "Kisalu",
          "score": "Ntangalu",
          "source_needed": "Nto kele na mfunu",
          "sources": "Banto",
          "status": "Nkadilu",
          "summary": "Mambu na mukuse",
          "type": "Mpila",
          "under_review": "Na kutala",
          "unknown": "Zaba ve",
          "warnings": "Kebisa"
        },
        "concepts": {
          "clauses": "Bikuma",
          "doctrine": "Malongi",
          "evidence": "Kidimbu",
          "leadership": "Luyalu",
          "popular_sovereignty": "Luyalu ya nkangu",
          "right_of_reply": "Nswa wa kuvutula",
          "score": "Ntangalu"
        },
        "dashboard": {
          "average_state_score": "Kati-kati ya ntangalu ya insi",
          "average_university_fitness": "Kati-kati ya ngolo ya ba-inivelesite",
          "data_loaded": "Bansangu mekatuka mpe kutula",
          "high_capture_risk_actors": "Bantu ya kisalu ya likama ya nene ya kukanga",
          "public_references": "Mikanda ya kutanina ya bantu nionso",
          "states_tracked": "Bansi kele na kutala",
          "subtitle": "Kutala pete: bansangu ya nene, banzila mpe kidimbu ya nene. Kisalu ya luyalu mpe mambu ya ntwala katula na lutiti ya ebandeli.",
          "title": "Lutiti ya bantu nionso",
          "universities_centers": "Ba-inivelesite / Bisika"
        },
        "doctrine": {
          "anti_capture_doctrine": "Malongi ti kukanga: Luyalu nionso fwete vanda ya kotalama, kubongwana mpe kusembolama.",
          "bisalu": {
            "description": "Monisa matokeo ya kieleka.",
            "short": "Kisalu ya mfunu mpe bidimbu",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Malongi ya mibeko: Mibeko ya nene kele wakala wa kisheria ya bantu.",
          "measurable_sovereignty": "Luyalu ya kieleka fwete teza: baka mambu, katanina, kosala, kusembola, kotala, kopesa.",
          "nsiku": {
            "description": "Kanga luyalu ya nene mpe kopekisa kusadila mabe.",
            "short": "Mibeko ya bosembo, ukomo, uwajibikaji",
            "title": "Nsiku"
          },
          "nzola": {
            "description": "Teza bopusi mpo na bantu kele na bomoi.",
            "short": "Utu wa mwanadamu mpe kutanina",
            "title": "Nzola"
          },
          "principles": "Mibeko",
          "radar_title": "Malongi ya CSSP",
          "subtitle": "Fasili ya malongi kele na kutila wazi kukonda kilo na lutiti ya ebandeli.",
          "title": "Malongi mpe fasili",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Takwimu lenda ve kupakama.",
          "fallback_language_used": "Lugha nkaka mesadilama.",
          "partial_data_loaded": "Ndambu ya takwimu mepakama; ndambu ya moduli kele ve.",
          "translation_missing": "Tafsiri kele ve"
        },
        "footer": {
          "admin": "Luyalu",
          "source_of_truth": "Nto ya bantu nionso ya kieleka"
        },
        "labels": {
          "core": "Core",
          "external-link": "External link",
          "overall": "Overall",
          "source-needed": "Source needed"
        },
        "meta": {
          "direction": "ltr",
          "language": "kg",
          "language_name": "Kikongo",
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          },
          "last_updated": "2026-05-29",
          "version": "1.0.0"
        },
        "navigation": {
          "actors": "Bantu ya kisalu",
          "admin": "Luyalu",
          "clauses": "Bikuma",
          "doctrine": "Malongi",
          "overview": "Mambu na mukuse",
          "pasc_arso": "PASC/ARSO",
          "references": "Mikanda ya kutanina",
          "report": "Kuzabisa",
          "states": "Bansi",
          "tools": "Bisadilwalu",
          "universities": "Ba-Inivelesite"
        },
        "pasc_arso": {
          "arso_label": "Mfumo yina kele ya bara nionso, ya mfunu lokola muundo mkuu, kasi lenda ve soki kele na urasimu, kele na kulanda soki mpe utekelezekaji fioti.",
          "comparison_title": "PASC ti ARSO — ulinganisho wa mfunu ya luyalu ya kieleka",
          "pasc_label": "Yidika viwango yina kele na kutula uwezo ntwala: ya mfunu, yina lenda teza, ya kati, yina lenda talama, ti lusadisu ya wataalamu mpe kimvuka ya kusala.",
          "reading": "Kutanga",
          "standard_capabilities": "Viwango & uwezo",
          "subtitle": "Kutala mfunu ya luyalu ya kieleka: uwezo, utaalamu, utekelezekaji, tathmini ya kati, bopusi mpo na bantu mpe uvumbuzi.",
          "title": "Kilinganishi cha PASC / ARSO"
        },
        "references": {
          "all_types": "Mitu mionso",
          "default_description": "Mukanda ya kutala yina kele na mfunu ya nto soki mpe kubakisa.",
          "search_placeholder": "Sosa malongi, viwango, mambu…",
          "subtitle": "Malongi ya nene, viwango mpe hifadhi ya bantu nionso kele mpe awa. Mikanda yina meponama mpe metulama kele na kumonika mutindu mosi.",
          "tab": "Mikanda ya kutanina",
          "title": "Maktaba ya moboko mpe mikanda ya kotala",
          "types": {
            "doctrine": "Malongi",
            "external_link": "Kiungo ya nganda",
            "journal": "Jarida",
            "key_reading": "Mambu ya nene",
            "methodology": "Mbinu",
            "repository": "Hifadhi ya data",
            "standard": "Kiwango"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Kikuma ya wakana",
            "health_neglect": "Kulemba na kutanina kimoyo",
            "institutional_abuse": "Mambu mabe ya kimvuka"
          },
          "country": "Insi",
          "description_placeholder": "Monisa mambu ya kieleka. Katula kotala, nto, hitimisho, maoni mpe bidimbu yina kele.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Kichwa cha kuzabisa",
          "risk_high": "Nene",
          "risk_level": "Kiwango cha likama",
          "risk_low": "Fioti",
          "risk_medium": "Kati",
          "source_protection": "Kutanina nto",
          "submit": "Tinda",
          "subtitle": "Kila muntu lenda kuzabisa. Mikanda ya sekele kele na mposa ya konti yina meponama soki mpe nzela yina kele na kutanina.",
          "title": "Kuzabisa kukonda kutula bomoi na likama mpamba"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Kukanga / Mbwila ya kisalu",
            "partial_capacity": "Makoki ya ndambu",
            "robust_sovereign_capacity": "Makoki ya ngolo ya luyalu ya kieleka",
            "severe_vulnerability": "Kilembu ya nene",
            "structural_dependency": "Utegemezi ya luyalu"
          },
          "columns": {
            "class": "Kimvuka",
            "country": "Insi",
            "evidence": "Kidimbu",
            "popular_reserve": "Luyalu ya nkangu",
            "score": "Ntangalu",
            "trajectory": "Nzela"
          },
          "search_placeholder": "Sosa insi soki mpe ISO",
          "sort": {
            "country_az": "Insi A–Z",
            "final_score": "Ntangalu ya nsuka",
            "trajectory": "Nzela"
          },
          "sort_final_score": "Ntangalu ya nsuka",
          "standard": "CSSP-STATE-1",
          "subtitle": "Ntangalu ya nsuka = makoki ya se + nzela + ngolo, ti luyalu ya bantu kukatula na ntangalu ya leta.",
          "title": "Fahirisi ya bansi 54 ya nza",
          "top_12": "Bansi 12 ya Kuluta",
          "trajectory": {
            "critical_deterioration": "Mbebe ya nene",
            "positive_progression": "Ntomono ya mbote",
            "regression": "Kuvutuka nima",
            "sovereign_acceleration": "Nswalu ya nene ya luyalu ya kieleka",
            "stability_transition": "Kivuvu / Nsungi ya bansoba"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Uangalizi yina mekanga na kidimbu — wakana mpe nyayo za ndani fwete vanda",
          "foreign_actor_high_dependency_review_required": "Muntu ya nganda — uhakiki wa utegemo ya nene fwete vanda",
          "foreign_military_dossier_sources_required": "Mikanda ya basoda ya nganda — banto fwete vanda",
          "insufficient_public_sources_needs_uploads": "Banto ya bantu nionso kuka ve — kutula mikanda fwete vanda",
          "legal_review_required_right_of_reply_required": "Uhakiki wa kisheria mpe nswa wa kuvutula fwete vanda",
          "prepublication_orcid_scholar_sources_needed": "Ntwala ya kubimisa — banto ya ORCID/Scholar kele na kuvingila",
          "prepublication_sources_needed": "Ntwala ya kubimisa — banto kele na kuvingila",
          "public_historical_profile_sources_needed": "Lutiti ya kala ya bantu nionso — banto kele na kuvingila",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Nzela — banto kele na kuvingila"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Kutula ya bantu nionso mekangama mpo na mikanda ya sekele. Bidimbu ya likama ya nene kele na mposa ya nzela ya kutanina, maonyo ya likama mpe mtiririko wa kutanina nto.",
          "secure_drop_rules": [
            "Usipakie ututa na kisadilwalu ya leta, kisalu soki mpe yina kele na kotala.",
            "Ondoa data ya utambulisho (metadata) soki mpe sadila mchakato salama.",
            "Usiweke wazi majina ya mashahidi na fomu ya bantu nionso.",
            "Mikanda yina kele na kutishea bomoi fwete sadila mtiririko ya sekele/nganda ya nkasa ya msimamizi wa banto."
          ],
          "secure_drop_title": "SecureDrop / kutula",
          "subtitle": "Kutala, makadirio ya soki inki (what-if) mpe mibeko ya kimya. Kisalu ya luyalu kele na nganda ya lutiti ya ebandeli.",
          "title": "Bisadilwalu fioti ya bantu nionso",
          "what_if_description": "Utabiri ya pete ya bamvula 5 ya wakana soki mpe kikuma.",
          "what_if_title": "Makadirio ya luyalu ya kieleka (what-if)",
          "widgets_text": "Bachati mpe bansangu yina mesainama mpo na bansangu, basosi, bimagazini mpe bimvuka.",
          "widgets_title": "Bisadilwalu ya kutula na mikanda ya nganda"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Kidimbu",
            "expected_sources": "Banto kele na kuvingila",
            "fitness": "Ngolo",
            "institution": "Kimvuka",
            "sovereignty": "Luyalu ya kieleka",
            "specialty": "Utaalamu"
          },
          "fitness": "Ngolo",
          "general": "Kimvuka",
          "labels": {
            "capacity_generating_university": "Inivelesite ya kusala makoki",
            "mimetic_or_weak_output": "Matokeo ya kulanda / ya kilembu",
            "not_aligned_to_african_need": "Kele ve ti bamposa ya Afrika",
            "potential_to_consolidate": "Makoki ya kukumisa ngolo",
            "strong_sovereign_utility": "Mfunu ya nene ya luyalu ya kieleka"
          },
          "method_note": "Mutindu ya kisalu ya kuvutukila. Ntangalu fwete vanda na banto, machapisho, bidimbu ya kusadila, matokeo ya ATSS mpe nswa wa kuvutula.",
          "search_placeholder": "Sosa kimvuka, insi soki mpe na mukuse",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Yidika mutindu mpo na ATSS, bopusi ya kieleka, uvumbuzi, luyalu ya mfunu mpe bidimbu. Lukumu ya momeseno kele na suka.",
          "title": "Ngolo ya Ba-Inivelesite ya Afrika na Luyalu ya Kieleka"
        }
      },
      "ln": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Kolongola nyonso",
          "close": "Kokanga",
          "compare": "Kokokanisa",
          "copy": "Kokoma lisusu",
          "download": "Kokitisa",
          "evidence_profile": "Etando ya bilembo",
          "export": "Kobimisa",
          "filter": "Kopona",
          "open": "Kofungola",
          "report": "Kofunda",
          "reset": "Kozongisa ndenge ezalaki",
          "search": "Koluka",
          "show_less": "Kotiya moke",
          "show_more": "Onyesha mosusu",
          "simulate": "Komeka na makanisi",
          "sort": "Kobongisa",
          "submit": "Kotinda",
          "upload": "Kotia na internet",
          "view": "Kotala"
        },
        "actors": {
          "all_types": "Lolenge nyonso",
          "categories": {
            "authors_literature_art": "Waandishi / Fasihi / Sanaa",
            "business_industry": "Momongo / Viwanda",
            "civil_society_networks": "Asasi za kiraia / Mitandao",
            "deals_agreements": "Mikataba / Boyokani",
            "entertainment_culture": "Misala ya bisengo / Utamaduni",
            "foreign_actors": "Bato ya libanda",
            "media": "Sango",
            "politics": "Siasa",
            "science_research": "Sayansi / Utafiti",
            "universities": "Ba-inivelesite"
          },
          "classes": {
            "dependency_vector": "Kichocheo cha utegemezi cha kotala",
            "mixed_to_document": "Mchanganyiko / wa kotiya mikanda",
            "sovereign_capacity_generator": "Mzalishaji wa uwezo wa bokonzi ya solo",
            "useful_to_sovereign_cause": "Msaada mpo na etumba ya bokonzi ya solo",
            "weak_or_contrary_to_verify": "Mchango moke soki mpe mosala ya nse ya kotala"
          },
          "columns": {
            "actor": "Mdau",
            "capture_risk": "Likama ya kokangama",
            "contribution": "Mchango",
            "evidence": "Elembo",
            "evidence_profile": "Etando ya bilembo",
            "role": "Mosala"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Mokomi",
            "business": "Mombongo / viwanda",
            "civil_society": "Asasi za kiraia",
            "deal_or_agreement": "Mkataba / boyokani",
            "diaspora_network": "Mtandao wa diaspora",
            "faith_network": "Motandao ya bondimi/utamaduni",
            "foreign_actor": "Mdau ya libanda",
            "foundation": "Fondation",
            "influencer": "Mshawishi",
            "journal_or_platform": "Jukwaa ya sango",
            "media_platform": "Jukwaa ya sango",
            "military_actor": "Mdau ya basoda/usalama",
            "political_apparatus": "Apareyi ya politiki",
            "public_institution": "Etelemelo ya bato nyonso",
            "public_personality": "Moto ya bato nyonso",
            "research_center": "Etelemelo ya bolukiluki",
            "researcher": "Molukiluki",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Etelemelo ya makanisi",
            "university": "Inivelesite"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Madai",
            "critical_flags": "Viashiria monene ya likama mpe kozanga bosembo",
            "no_flags": "Ezali na viashiria ya likama te / ya kotiya mikanda",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Ndanga",
            "references": "Mikanda ya kotala",
            "score_note": "Maelezo ya talo",
            "source_needs": "Bamposa ya maziba",
            "title": "Etando ya bilembo"
          },
          "roles": {
            "architect": "Msanifu wa bokonzi ya solo",
            "capacity_builder": "Mjenzi wa uwezo",
            "dependency_vector_to_verify": "Kichocheo cha utegemezi cha kotala",
            "high_capture_threat": "Tishio monene ya kokangama",
            "insufficiently_documented": "Wasifu oyo ezali na mikanda moke",
            "mixed_under_review": "Mdau mchanganyiko / anayekaguliwa",
            "useful_contributor": "Mchangiaji wa litomba"
          },
          "search_placeholder": "Luka mdau, sekta soki mpe mboka",
          "sort_contribution": "Mchango",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "Oyo ezali likambo ya lokumu te. Wasifu emonisani Nsiku, Nzola, Bisalu, bilembo, likama mpe ndingisa ya kozongisa monoko.",
          "title": "Molongo ya bato ya mosala: mchango mpe likama ya kokangama"
        },
        "brand": {
          "app_name": "CSSP Mfuma",
          "subtitle": "Mfuma ebongoli mateya, bilembo, boyokani, bato ya mosala mpe bitelemelo na mayele ya bato nyonso oyo ekoki kotalama mpo na bokonzi ya Afrika.",
          "tagline": "Monisa bokonzi. Lobela kokangama na bilembo. Tónga makoki.",
          "version_badge": "Motɛ́lɛ ya bilembo mpe misala ya bokonzi ya solo"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Kotala",
          "country_spider": "Chati ya nchi",
          "doctrine_radar": "Rada ya mateya",
          "epistemic": "Kielelimu",
          "evidence": "Elembo",
          "final": "Suka",
          "impact": "Athari",
          "innovation": "Uvumbuzi",
          "open": "Wazi",
          "reserve": "Akiba",
          "resilience": "Bopusi",
          "sovereignty": "Bokonzi ya solo",
          "stock": "Biloko bizali",
          "trajectory": "Nzela",
          "university_spider": "Chati ya inivelesite"
        },
        "clauses": {
          "labels": {
            "critical_project_control": "Udhibiti wa mradi monene",
            "data_control": "Udhibiti wa takwimu/data",
            "exit_lock": "Kizuizi cha kolongwa",
            "external_interest_financing": "Ufadhili wa maslahi ya libanda",
            "foreign_policy_notice": "Sango ya yambo ya sera ya libanda",
            "foreign_priority": "Kipaumbele cha bapaya"
          },
          "risk": "Likama",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "Vifungu ya C1-C14: kotala, kolongwa, kipaumbele ya bapaya, udhibiti wa miradi ya minene, takwimu, ufadhili oyo ezali na maslahi ya libanda.",
          "title": "Boyokani mpe bikata oyo bizali na viashiria ya likama"
        },
        "common": {
          "all": "Nyonso",
          "category": "Lolenge",
          "class": "Katini",
          "country": "Mboka",
          "entity": "Etelemelo",
          "evidence": "Elembo",
          "flags": "Bilembo ya likama",
          "language": "Lokota",
          "method": "Lolenge ya kosala",
          "next": "Suivant",
          "no_data": "Takwimu ezali te",
          "none": "Eloko moko te",
          "not_available": "Ezali te",
          "not_documented": "Ekomami te",
          "prepublication": "Yambo ya kobimisa",
          "previous": "Précédent",
          "profiles": "baprofíl",
          "proof": "Ndanga",
          "region": "Eteni ya mboka",
          "right_of_reply": "Ndingisa ya kozongisa monoko",
          "risk": "Likama",
          "role": "Mosala",
          "score": "Talo",
          "source_needed": "Elingi liziba",
          "sources": "Maziba",
          "status": "Ezaleli",
          "summary": "Na mokuse",
          "type": "Mondenge",
          "under_review": "Na botali",
          "unknown": "Ebeyami te",
          "warnings": "Kebisa"
        },
        "concepts": {
          "clauses": "Bikata",
          "doctrine": "Mateya",
          "evidence": "Elembo",
          "leadership": "Bokambi",
          "popular_sovereignty": "Bokonzi ya bato",
          "right_of_reply": "Ndingisa ya kozongisa monoko",
          "score": "Talo"
        },
        "dashboard": {
          "average_state_score": "Wastani ya talo ya mboka",
          "average_university_fitness": "Wastani ya kolongona ya ba-inivelesite",
          "data_loaded": "Bansango epakami",
          "high_capture_risk_actors": "Bato ya mosala oyo bakoki kokangama na mabe",
          "public_references": "Mikanda ya kotala ya bato nyonso",
          "states_tracked": "Bamboka oyo ezali kotalama",
          "subtitle": "Kotala pete: bansango ya minene, banzela mpe bilembo ya moboko. Misala ya bokambi mpe barasimu elongolami na lokasa ya ebandeli.",
          "title": "Etando ya bato nyonso",
          "universities_centers": "Ba-inivelesite / Bavitelo"
        },
        "doctrine": {
          "anti_capture_doctrine": "Mateya dhidi ya kokangama: Bokonzi nyonso esengeli ezala ya kotalama, kobongwana mpe kosembolama.",
          "bisalu": {
            "description": "Inathibitisha matokeo ya solo.",
            "short": "Mosala ya litomba mpe bilembo",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Mateya ya mibeko: Mibeko monene ezali wakala wa kisheria ya bato.",
          "measurable_sovereignty": "Bokonzi ya solo ekoki komekama: kozwa bikateli, kobatela, kosala, kosembola, kotala, kopesa.",
          "nsiku": {
            "description": "Inapeka bokonzi monene mpe kopekisa kosalela mabe.",
            "short": "Mibeko ya bosembo, ukomo, uwajibikaji",
            "title": "Nsiku"
          },
          "nzola": {
            "description": "Inapima bopusi mpo na bato bazali na bomoi.",
            "short": "Utu wa mwanadamu mpe bobateli",
            "title": "Nzola"
          },
          "principles": "Mibeko",
          "radar_title": "Mateya ya CSSP",
          "subtitle": "Fasili ya mateya itikadi ezali kotikala wazi kozanga kilo na lokasa ya mwanzo.",
          "title": "Mateya mpe fasili",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Takwimu hazikoki kopakama.",
          "fallback_language_used": "Lugha mosusu esalelami.",
          "partial_data_loaded": "Ndambo ya takwimu epakami; ndambo ya moduli ezali te.",
          "translation_missing": "Tafsiri ezali kozanga"
        },
        "footer": {
          "admin": "Bokambi",
          "source_of_truth": "Liziba ya bato nyonso ya kieleka"
        },
        "labels": {
          "core": "Core",
          "external-link": "External link",
          "overall": "Overall",
          "source-needed": "Source needed"
        },
        "meta": {
          "direction": "ltr",
          "language": "ln",
          "language_name": "Lingala",
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          },
          "last_updated": "2026-05-29",
          "version": "1.0.0"
        },
        "navigation": {
          "actors": "Bato ya mosala",
          "admin": "Bokambi",
          "clauses": "Bikata",
          "doctrine": "Mateya",
          "overview": "Malamu na mokuse",
          "pasc_arso": "PASC/ARSO",
          "references": "Mikanda ya kotala",
          "report": "Kofunda",
          "states": "Bamboka",
          "tools": "Bisaleli",
          "universities": "Ba-Inivelesite"
        },
        "pasc_arso": {
          "arso_label": "Mfumo oyo ezali ya bara mobimba, ya litomba lokola muundo mkuu, kasi ekoki te soki ezali na urasimu, ezali komeka soki mpe utekelezekaji moke.",
          "comparison_title": "PASC dhidi ya ARSO — ulinganisho wa litomba ya bokonzi ya solo",
          "pasc_label": "Uwekaji viwango oyo ezali kotia uwezo yambo: ya litomba, oyo ekoki komekama, ya kati, oyo ekoki kotalama, na lisalisi ya wataalamu mpe taasisi ya kosala.",
          "reading": "Kotanga",
          "standard_capabilities": "Viwango & uwezo",
          "subtitle": "Taswira ya litomba ya bokonzi ya solo: uwezo, utaalamu, utekelezekaji, tathmini ya kati, bopusi mpo na bato mpe uvumbuzi.",
          "title": "Kilinganishi cha PASC / ARSO"
        },
        "references": {
          "all_types": "Lolenge nyonso",
          "default_description": "Mokanda ya kotala oyo esengeli liziba to kobakisama.",
          "search_placeholder": "Luka mateya, viwango, masomo…",
          "subtitle": "Masomo ya minene, viwango mpe hifadhi ya bato nyonso ezali mpe awa. Mikanda oyo eponami mpe epakami izali komonana na ndenge wana.",
          "tab": "Mikanda ya kotala",
          "title": "Maktaba ya moboko mpe mikanda ya kotala",
          "types": {
            "doctrine": "Mateya",
            "external_link": "Kiungo cha libanda",
            "journal": "Jarida",
            "key_reading": "Somo monene",
            "methodology": "Mbinu",
            "repository": "Hifadhi ya data",
            "standard": "Kiwango"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Likata ya mkataba",
            "health_neglect": "Bozangi kobatela bokolongono",
            "institutional_abuse": "Mabe ya etelemelo"
          },
          "country": "Mboka",
          "description_placeholder": "Eleza makambo ya solo. Tenganisha kotala, liziba, hitimisho, maoni mpe bilembo oyo bizali.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Kichwa cha kofunda",
          "risk_high": "Monene",
          "risk_level": "Kiwango cha likama",
          "risk_low": "Moke",
          "risk_medium": "Kati",
          "source_protection": "Bobateli liziba",
          "submit": "Kotinda",
          "subtitle": "Kila moto akoki kofunda. Mikanda ya sekele elingi konti oyo endimami soki mpe nzela oyo ebatelami.",
          "title": "Funda kozanga kotiya bomoi na likama mpamba"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Kokangama / Bokweli ya mosala",
            "partial_capacity": "Makoki ya ndambo",
            "robust_sovereign_capacity": "Makoki makasi ya bokonzi ya solo",
            "severe_vulnerability": "Bolembu monene",
            "structural_dependency": "Utegemezi ya kimfumo"
          },
          "columns": {
            "class": "Katini",
            "country": "Mboka",
            "evidence": "Elembo",
            "popular_reserve": "Bokonzi ya bato",
            "score": "Talo",
            "trajectory": "Nzela"
          },
          "search_placeholder": "Luka mboka soki mpe msimbo ISO",
          "sort": {
            "country_az": "Mboka A–Z",
            "final_score": "Talo ya suka",
            "trajectory": "Nzela"
          },
          "sort_final_score": "Talo ya suka",
          "standard": "CSSP-STATE-1",
          "subtitle": "Talo ya suka = makoki ya se + banzela + bopusi, na bokeseni ya bokonzi ya bato na talo ya leta.",
          "title": "Molongo ya bamboka 54 ya Afrika",
          "top_12": "Nyonso 12 ya malamu",
          "trajectory": {
            "critical_deterioration": "Uharibifu monene",
            "positive_progression": "Kolo malamu",
            "regression": "Kozonga nsima",
            "sovereign_acceleration": "Kasi monene ya bokonzi ya solo",
            "stability_transition": "Kimia / Kipindi ya mbongwana"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Uangalizi oyo ekangami na elembo — boyokani mpe nyayo za ndani zisengeli",
          "foreign_actor_high_dependency_review_required": "Mdau wa bapaya — uhakiki wa utegemezi monene usengeli",
          "foreign_military_dossier_sources_required": "Mikanda ya basoda ya bapaya — maziba masengeli",
          "insufficient_public_sources_needs_uploads": "Maziba ya bato nyonso matoki te — kotiya mikanda esengeli",
          "legal_review_required_right_of_reply_required": "Uhakiki wa kisheria mpe ndingisa ya kozongisa monoko isengeli",
          "prepublication_orcid_scholar_sources_needed": "Yambo ya kobimisa — maziba ya ORCID/Scholar mazali kozelama",
          "prepublication_sources_needed": "Yambo ya kobimisa — maziba mazali kozelama",
          "public_historical_profile_sources_needed": "Wasifu wa kala wa bato nyonso — maziba mazali kozelama",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Nzela — maziba mazali kozelama"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Upakiaji wa bato nyonso ezali kokangama mpo na mikanda ya sekele. Bilembo ya likama monene bilingi nzela salama zilizoidhinishwa, maonyo ya likama mpe mtiririko wa bobateli liziba.",
          "secure_drop_rules": [
            "Usipakie ututa na kifaa cha leta, mosala soki mpe oyo ezali kotalama.",
            "Ondoa data ya utambulisho (metadata) soki mpe salela mchakato salama.",
            "Usiweke wazi majina ya mashahidi na fomu ya bato nyonso.",
            "Mikanda oyo izali kotishea bomoi esengeli esalela mtiririko ya sekele/libanda ya nkasa ya msimamizi wa maziba."
          ],
          "secure_drop_title": "SecureDrop / upakiaji",
          "subtitle": "Taswira, makadirio ya soki nini (what-if) mpe mibeko ya kimya. Misala ya bokambi itikali libanda ya lokasa ya mwanzo.",
          "title": "Bisaleli mpamba ya bato nyonso",
          "what_if_description": "Utabiri ya pete ya mibu 5 ya makubaliano soki mpe likata.",
          "what_if_title": "Makadirio ya bokonzi ya solo (what-if)",
          "widgets_text": "Bachati mpe takwimu oyo esili kosainama mpo na babimisi-sango, balukiluki, masanga mpe bitelemelo.",
          "widgets_title": "Wijeti ya kokɔtisa na lokasa mosusu"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Elembo",
            "expected_sources": "Maziba oyo ezali kozelama",
            "fitness": "Kolongona",
            "institution": "Etelemelo",
            "sovereignty": "Bokonzi ya solo",
            "specialty": "Utaalamu"
          },
          "fitness": "Kolongona",
          "general": "Nyonso",
          "labels": {
            "capacity_generating_university": "Inivelesite oyo ezali kosala makoki",
            "mimetic_or_weak_output": "Matokeo ya komeka / ya bolembu",
            "not_aligned_to_african_need": "Ekokani te na bamposa ya Afrika",
            "potential_to_consolidate": "Makoki ya kofanda makasi",
            "strong_sovereign_utility": "Litomba monene ya bokonzi ya solo"
          },
          "method_note": "Lolenge oyo ekoki kozongela. Talo esengeli ekangama na maziba, machapisho, bilembo ya kosalela, matokeo ya ATSS mpe ndingisa ya kozongisa monoko.",
          "search_placeholder": "Luka etelemelo, mboka soki mpe na mokuse",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Kotiya na milongo mpo na ATSS, bopusi ya solo, uvumbuzi, bokonzi ya kielelimu mpe bilembo. Nkembo ya momeseno ezali na suka.",
          "title": "Kolongona ya Ba-Inivelesite ya Afrika na Bokonzi ya Solo"
        }
      },
      "sw": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Safisha",
          "close": "Funga",
          "compare": "Linganisha",
          "copy": "Nakili",
          "download": "Pakua",
          "evidence_profile": "Wasifu wa ushahidi",
          "export": "Hamisha",
          "filter": "Chuja",
          "open": "Fungua",
          "report": "Ripoti",
          "reset": "Rejesha",
          "search": "Tafuta",
          "show_less": "Onyesha kidogo",
          "show_more": "Onyesha zaidi",
          "simulate": "Iga/Kadiria",
          "sort": "Panga",
          "submit": "Wasilisha",
          "upload": "Pakia",
          "view": "Angalia"
        },
        "actors": {
          "all_types": "Aina zote",
          "categories": {
            "authors_literature_art": "Waandishi / Fasihi / Sanaa",
            "business_industry": "Biashara / Viwanda",
            "civil_society_networks": "Asasi za kiraia / Mitandao",
            "deals_agreements": "Mikataba / Makubaliano",
            "entertainment_culture": "Burudani / Utamaduni",
            "foreign_actors": "Wadau wa nje",
            "media": "Vyombo vya habari",
            "politics": "Siasa",
            "science_research": "Sayansi / Utafiti",
            "universities": "Vyuo vikuu"
          },
          "classes": {
            "dependency_vector": "Kichocheo cha utegemezi cha kuhakikiwa",
            "mixed_to_document": "Mchanganyiko / wa kuwekewa nyaraka",
            "sovereign_capacity_generator": "Mzalishaji wa uwezo wa kiutawala huru",
            "useful_to_sovereign_cause": "Msaada kwa harakati za kiutawala huru",
            "weak_or_contrary_to_verify": "Mchango dhaifu au hatua pinzani ya kuhakikiwa"
          },
          "columns": {
            "actor": "Mdau",
            "capture_risk": "Hatari ya kudhibitiwa",
            "contribution": "Mchango",
            "evidence": "Ushahidi",
            "evidence_profile": "Wasifu wa ushahidi",
            "role": "Wajibu"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Mwandishi",
            "business": "Biashara / viwanda",
            "civil_society": "Asasi za kiraia",
            "deal_or_agreement": "Mkataba / makubaliano",
            "diaspora_network": "Mtandao wa diaspora",
            "faith_network": "Mtandao wa kiimani/utamaduni",
            "foreign_actor": "Mdau wa nje",
            "foundation": "Wakfu / taasisi",
            "influencer": "Mshawishi",
            "journal_or_platform": "Jukwaa la habari",
            "media_platform": "Jukwaa la habari",
            "military_actor": "Mdau wa kijeshi/usalama",
            "political_apparatus": "Mfumo wa kisiasa",
            "public_institution": "Taasisi ya umma",
            "public_personality": "Mtu wa umma",
            "research_center": "Kituo cha utafiti",
            "researcher": "Mtafiti",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Kituo cha fikra",
            "university": "Chuo kikuu"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Madai",
            "critical_flags": "Viashiria muhimu vya hatari na kutochunguzika",
            "no_flags": "Hakuna viashiria vya hatari / vya kuwekewa nyaraka",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Thibitisho",
            "references": "Marejeo",
            "score_note": "Maelezo ya alama",
            "source_needs": "Mahitaji ya vyanzo",
            "title": "Wasifu wa ushahidi"
          },
          "roles": {
            "architect": "Msanifu wa utawala huru",
            "capacity_builder": "Mjenzi wa uwezo",
            "dependency_vector_to_verify": "Kichocheo cha utegemezi cha kuhakikiwa",
            "high_capture_threat": "Tishio kubwa la kudhibitiwa",
            "insufficiently_documented": "Wasifu usio na nyaraka za kutosha",
            "mixed_under_review": "Mdau mchanganyiko / anayekaguliwa",
            "useful_contributor": "Mchangiaji mwenye manufaa"
          },
          "search_placeholder": "Tafuta mdau, sekta au nchi",
          "sort_contribution": "Mchango",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "Huu sio msimamo wa umaarufu. Wasifu huweka wazi Nsiku, Nzola, Bisalu, ushahidi, hatari na haki ya kujibu.",
          "title": "Fahirisi ya wadau: mchango na hatari ya kudhibitiwa"
        },
        "brand": {
          "app_name": "CSSP Mfuma",
          "subtitle": "Mfuma hubadilisha itikadi, ushahidi, mikataba, wadau na taasisi kuwa ujasusi wa umma unaothibitika kwa utawala huru wa Afrika.",
          "tagline": "Onyesha utawala huru. Thibitisha udhibiti. Jenga uwezo.",
          "version_badge": "Injini ya ushahidi na hatua za utawala huru"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Ukaguzi",
          "country_spider": "Chati ya mtandao ya nchi",
          "doctrine_radar": "Rada ya itikadi",
          "epistemic": "Kielelimu",
          "evidence": "Ushahidi",
          "final": "Mwisho",
          "impact": "Athari",
          "innovation": "Uvumbuzi",
          "open": "Wazi",
          "reserve": "Akiba",
          "resilience": "Ustahimilivu",
          "sovereignty": "Utawala huru",
          "stock": "Rasilimali zilizopo",
          "trajectory": "Mwelekeo",
          "university_spider": "Chati ya mtandao ya chuo kikuu"
        },
        "clauses": {
          "labels": {
            "critical_project_control": "Udhibiti wa mradi muhimu",
            "data_control": "Udhibiti wa takwimu/data",
            "exit_lock": "Kizuizi cha kujiondoa",
            "external_interest_financing": "Ufadhili wa maslahi ya nje",
            "foreign_policy_notice": "Taarifa ya mapema ya sera ya kigeni",
            "foreign_priority": "Kipaumbele cha kigeni"
          },
          "risk": "Hatari",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "Vifungu vya C1-C14: ukaguzi, kujiondoa, kipaumbele cha kigeni, udhibiti wa miradi muhimu, takwimu, ufadhili unaolenga maslahi ya nje.",
          "title": "Mikataba na vifungu vyenye viashiria vya hatari"
        },
        "common": {
          "all": "Yote",
          "category": "Kipengele",
          "class": "Daraja",
          "country": "Nchi",
          "entity": "Chombo",
          "evidence": "Ushahidi",
          "flags": "Viashiria vya hatari",
          "language": "Lugha",
          "method": "Mbinu",
          "next": "Suivant",
          "no_data": "Hakuna takwimu",
          "none": "Hakuna",
          "not_available": "Haikupatikana",
          "not_documented": "Haikunakiliwa",
          "prepublication": "Kabla ya kuchapishwa",
          "previous": "Précédent",
          "profiles": "wasifu",
          "proof": "Thibitisho",
          "region": "Eneo",
          "right_of_reply": "Haki ya kujibu",
          "risk": "Hatari",
          "role": "Wajibu",
          "score": "Alama",
          "source_needed": "Chanzo kinahitajika",
          "sources": "Vyanzo",
          "status": "Hali",
          "summary": "Muhtasari",
          "type": "Aina",
          "under_review": "Inakaguliwa",
          "unknown": "Haijulikani",
          "warnings": "Maonyo"
        },
        "concepts": {
          "clauses": "Vifungu",
          "doctrine": "Itikadi",
          "evidence": "Ushahidi",
          "leadership": "Uongozi",
          "popular_sovereignty": "Utawala huru wa umma",
          "right_of_reply": "Haki ya kujibu",
          "score": "Alama"
        },
        "dashboard": {
          "average_state_score": "Wastani wa alama za nchi",
          "average_university_fitness": "Wastani wa utimamu wa vyuo vikuu",
          "data_loaded": "Takwimu zimepakiwa",
          "high_capture_risk_actors": "Wadau wenye hatari kubwa ya kudhibitiwa",
          "public_references": "Marejeo ya umma",
          "states_tracked": "Mataifa yanayofuatiliwa",
          "subtitle": "Muonekano rahisi: takwimu kuu, chati na marejeo ya msingi. Usimamizi, mtiririko wa kazi na rasimu zimeondolewa kwenye ukurasa wa mwanzo.",
          "title": "Mbao kuu ya umma",
          "universities_centers": "Vyuo vikuu / Vituo"
        },
        "doctrine": {
          "anti_capture_doctrine": "Itikadi dhidi ya kudhibitiwa: Mamlaka yote lazima yabaki ya kukagulika, kubadilika na kusahihishika.",
          "bisalu": {
            "description": "Inathibitisha matokeo thabiti.",
            "short": "Kazi yenye manufaa na ushahidi",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Itikadi ya kikatiba: Katiba ndiyo wakala wa kisheria wa umma.",
          "measurable_sovereignty": "Utawala huru unaopimika: kuamua, kulinda, kuzalisha, kusahihisha, kukagua, kurithisha.",
          "nsiku": {
            "description": "Inaweka ukomo wa madaraka na kuzuia matumizi mabaya.",
            "short": "Sheria ya haki, ukomo, uwajibikaji",
            "title": "Nsiku"
          },
          "nzola": {
            "description": "Inapima athari kwa watu walio hai.",
            "short": "Utu wa mwanadamu na ulinzi",
            "title": "Nzola"
          },
          "principles": "Kanuni",
          "radar_title": "Itikadi ya CSSP",
          "subtitle": "Fasili za kiitikadi zinabaki wazi bila kulemea ukurasa wa nyumbani.",
          "title": "Itikadi na fasili",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Takwimu hazikuweza kupakiwa.",
          "fallback_language_used": "Lugha mbadala imetumika.",
          "partial_data_loaded": "Baadhi ya takwimu zimepakiwa; baadhi ya moduli hazipatikani.",
          "translation_missing": "Tafsiri inakosekana"
        },
        "footer": {
          "admin": "Usimamizi",
          "source_of_truth": "Chanzo cha umma cha ukweli"
        },
        "labels": {
          "core": "Core",
          "external-link": "External link",
          "overall": "Overall",
          "source-needed": "Source needed"
        },
        "meta": {
          "direction": "ltr",
          "language": "sw",
          "language_name": "Swahili",
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          },
          "last_updated": "2026-05-29",
          "version": "1.0.0"
        },
        "navigation": {
          "actors": "Wadau",
          "admin": "Usimamizi",
          "clauses": "Vifungu",
          "doctrine": "Itikadi",
          "overview": "Muhtasari",
          "pasc_arso": "PASC/ARSO",
          "references": "Marejeo",
          "report": "Ripoti",
          "states": "Mataifa",
          "tools": "Zana",
          "universities": "Vyuo Vikuu"
        },
        "pasc_arso": {
          "arso_label": "Mfumo uliopo wa bara zima, wenye manufaa kama muundo mkuu, lakini hautoshi kama una urasimu, unaiga au una utekelezekaji dhaifu.",
          "comparison_title": "PASC dhidi ya ARSO — ulinganisho wa manufaa ya kiutawala huru",
          "dimensions": {
            "capability_orientation": "Mwelekeo wa uwezo",
            "human_effect_measurement": "Upimaji wa athari kwa binadamu",
            "innovation_speed": "Kasi ya uvumbuzi",
            "local_actionability": "Utekelezekaji wa ndani",
            "researcher_practitioner_expertise": "Utaalamu wa mtafiti/mtekelezaji",
            "sovereign_evaluation": "Tathmini huru"
          },
          "pasc_label": "Uwekaji viwango unaotanguliza uwezo: wenye manufaa, unaopimika, wa ndani, unaokagulika, ukisaidiwa na wataalamu na taasisi za uzalishaji.",
          "reading": "Kusoma",
          "standard_capabilities": "Viwango & uwezo",
          "subtitle": "Taswira ya manufaa ya kiutawala huru: uwezo, utaalamu, utekelezekaji, tathmini ya ndani, athari kwa binadamu na uvumbuzi.",
          "title": "Kilinganishi cha PASC / ARSO"
        },
        "references": {
          "all_types": "Aina zote",
          "default_description": "Waraka wa rejea unaohitaji chanzo au kukamilishwa.",
          "search_placeholder": "Tafuta itikadi, viwango, masomo…",
          "subtitle": "Masomo muhimu, viwango na hifadhi za umma zinapatikana hapa. Nyaraka zilizoidhinishwa na kupakiwa huonekana katika mantiki hiyohiyo.",
          "tab": "Marejeo",
          "title": "Maktaba ya msingi na nyaraka za marejeo",
          "types": {
            "doctrine": "Itikadi",
            "external_link": "Kiungo cha nje",
            "journal": "Jarida",
            "key_reading": "Somo muhimu",
            "methodology": "Mbinu",
            "repository": "Hifadhi ya data",
            "standard": "Kiwango"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Kifungu cha mkataba",
            "health_neglect": "Uzembe wa kiafya",
            "institutional_abuse": "Unyanyasaji wa kitaasisi"
          },
          "country": "Nchi",
          "description_placeholder": "Eleza ukweli halisi. Tenganisha uchunguzi, chanzo, hitimisho, maoni na ushahidi unaopatikana.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Kichwa cha ripoti",
          "risk_high": "Juu",
          "risk_level": "Kiwango cha hatari",
          "risk_low": "Chini",
          "risk_medium": "Kati",
          "source_protection": "Ulinzi wa chanzo",
          "submit": "Wasilisha",
          "subtitle": "Kila mtu anaweza kuripoti. Nyaraka nyeti zinahitaji akaunti iliyoidhinishwa au njia iliyolindwa.",
          "title": "Ripoti bila kujiweka hatarini pasipo sababu"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Kudhibitiwa / Anguko la kiutendaji",
            "partial_capacity": "Uwezo wa kiasi",
            "robust_sovereign_capacity": "Uwezo imara wa kiutawala huru",
            "severe_vulnerability": "Uranzania/Unyonge mkubwa",
            "structural_dependency": "Utegemezi wa kimfumo"
          },
          "columns": {
            "class": "Daraja",
            "country": "Nchi",
            "evidence": "Ushahidi",
            "popular_reserve": "Akiba ya umma",
            "score": "Alama",
            "trajectory": "Mwelekeo"
          },
          "search_placeholder": "Tafuta nchi au msimbo wa ISO",
          "sort": {
            "country_az": "Nchi A–Z",
            "final_score": "Alama ya mwisho",
            "trajectory": "Mwelekeo"
          },
          "sort_final_score": "Alama ya mwisho",
          "standard": "CSSP-STATE-1",
          "subtitle": "Alama ya mwisho = uwezo uliopo + mwelekeo + ustahimilivu, huku akiba ya umma ikitenganishwa na alama ya serikali.",
          "title": "Fahirisi ya mataifa 54 ya Afrika",
          "top_12": "Nchi 12 Bora",
          "trajectory": {
            "critical_deterioration": "Uharibifu mkubwa",
            "positive_progression": "Maendeleo chanya",
            "regression": "Mdororo",
            "sovereign_acceleration": "Kasi kubwa ya kiutawala huru",
            "stability_transition": "Utulivu / Kipindi cha mpito"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Uangalizi unaofungwa na ushahidi — uhusiano na nyayo za ndani zinahitajika",
          "foreign_actor_high_dependency_review_required": "Mdau wa kigeni — uhakiki wa utegemezi mkubwa unahitajika",
          "foreign_military_dossier_sources_required": "Nyaraka za jeshi la kigeni — vyanzo vinahitajika",
          "insufficient_public_sources_needs_uploads": "Vyanzo vya umma havitoshi — upakiaji unahitajika",
          "legal_review_required_right_of_reply_required": "Uhakiki wa kisheria na haki ya kujibu inahitajika",
          "prepublication_orcid_scholar_sources_needed": "Kabla ya kuchapishwa — vyanzo vya ORCID/Scholar vinahitajika",
          "prepublication_sources_needed": "Kabla ya kuchapishwa — vyanzo vinahitajika",
          "public_historical_profile_sources_needed": "Wasifu wa kihistoria wa umma — vyanzo vinahitajika",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Mwelekeo — vyanzo vinahitajika"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Upakiaji wa umma umezimwa kwa nyaraka nyeti. Ushahidi wenye hatari kubwa unahitaji njia salama zilizoidhinishwa, maonyo ya hatari na mtiririko wa ulinzi wa chanzo.",
          "secure_drop_rules": [
            "Usipakie kutoka kwenye kifaa cha serikali, mwajiri au kinachofuatiliwa.",
            "Ondoa data ya utambulisho (metadata) au tumia mchakato salama unaoongozwa.",
            "Usiweke wazi majina ya mashahidi kwenye fomu za umma.",
            "Nyaraka zinazotishia maisha zinapaswa kutumia mtiririko wa siri/nje ya mtandao wa msimamizi wa vyanzo."
          ],
          "secure_drop_title": "SecureDrop / upakiaji",
          "subtitle": "Taswira, makadirio ya namna gani (what-if) na sheria za usalama. Michakato ya usimamizi inabaki nje ya ukurasa wa mwanzo.",
          "title": "Zana nyepesi za umma",
          "what_if_description": "Utabiri rahisi wa miaka 5 wa makubaliano au kifungu.",
          "what_if_title": "Makadirio ya kiutawala huru (what-if)",
          "widgets_text": "Chati na takwimu zilizosainiwa kwa waandishi, watafiti, vyama na taasisi.",
          "widgets_title": "Wijeti zinazopachikwa"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Ushahidi",
            "expected_sources": "Vyanzo vinavyotarajiwa",
            "fitness": "Utimamu",
            "institution": "Taasisi",
            "sovereignty": "Utawala huru",
            "specialty": "Utaalamu"
          },
          "fitness": "Utimamu",
          "general": "Jumla",
          "labels": {
            "capacity_generating_university": "Chuo kikuu kinachozalisha uwezo",
            "mimetic_or_weak_output": "Matokeo ya kuiga / dhaifu",
            "not_aligned_to_african_need": "Haijaoana na mahitaji ya Afrika",
            "potential_to_consolidate": "Uwezo wa kuimarika",
            "strong_sovereign_utility": "Manufaa makubwa ya kiutawala huru"
          },
          "method_note": "Mbinu inayoweza kurudiwa. Alama lazima ziunganishwe na vyanzo, machapisho, ushahidi wa utekelezaji, matokeo ya ATSS na haki ya kujibu.",
          "search_placeholder": "Tafuta taasisi, nchi au kifupi cha jina",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Uwekaji wa viwango kwa kuzingatia ATSS, athari halisi, uvumbuzi, mamlaka huru ya kielelimu na ushahidi. Sifa za kimila zimewekewa ukomo.",
          "title": "Utimamu wa Vyuo Vikuu vya Afrika Kiutawala Huru"
        }
      },
      "yo": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "Pa",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "Ṣàkọsílẹ̀",
          "download": "Télécharger",
          "evaluate": "Ṣe ìdájọ́",
          "evidence_profile": "Profaili ẹri",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "Ṣí",
          "protect": "Dáàbò bo",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "Ṣe àfọwọ́kọ",
          "sort": "Trier",
          "submit": "Firanṣẹ",
          "translate": "Tumọ̀",
          "upload": "Uploader",
          "verify": "Ṣàyẹ̀wò",
          "view": "Wo"
        },
        "actions_legacy": {
          "document": "Ṣàkọsílẹ̀",
          "evaluate": "Ṣe ìdájọ́",
          "protect": "Dáàbò bo",
          "report": "Jabọ",
          "translate": "Tumọ̀",
          "verify": "Ṣàyẹ̀wò"
        },
        "actors": {
          "all_types": "All types",
          "categories": {
            "authors_literature_art": "Authors / literature / art",
            "business_industry": "Business / industry",
            "civil_society_networks": "Civil society / networks",
            "deals_agreements": "Deals / agreements",
            "entertainment_culture": "Entertainment / culture",
            "foreign_actors": "Foreign actors",
            "media": "Media",
            "politics": "Politics",
            "science_research": "Science / research",
            "universities": "Universities"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "mixed / to document",
            "sovereign_capacity_generator": "sovereign capability generator",
            "useful_to_sovereign_cause": "useful to the sovereign cause",
            "weak_or_contrary_to_verify": "weak contribution or contrary action to verify"
          },
          "columns": {
            "actor": "Actor",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Evidence",
            "evidence_profile": "Evidence profile",
            "role": "Role"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Author",
            "business": "Business",
            "civil_society": "Civil society",
            "deal_or_agreement": "Deal / agreement",
            "diaspora_network": "Diaspora network",
            "faith_network": "Faith / cultural network",
            "foreign_actor": "Foreign actor",
            "foundation": "Foundation",
            "influencer": "Influencer",
            "journal_or_platform": "Media platform",
            "media_platform": "Media platform",
            "military_actor": "Military / security actor",
            "political_apparatus": "Political apparatus",
            "public_institution": "Public institution",
            "public_personality": "Public personality",
            "research_center": "Research center",
            "researcher": "Researcher",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "University"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Critical flags and uncertainties",
            "no_flags": "No critical flags / to document",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Proofs",
            "references": "References",
            "score_note": "Score note",
            "source_needs": "Source needs",
            "title": "Evidence profile"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Capacity builder",
            "dependency_vector_to_verify": "Dependency vector to verify",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profile to document",
            "mixed_under_review": "Mixed actor / under review",
            "useful_contributor": "Useful contributor"
          },
          "search_placeholder": "Wa oṣere, aaye, orilẹ-ede",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "This is not a popularity ranking. Profiles expose Nsiku, Nzola, Bisalu, evidence, risks and right of reply.",
          "title": "Actor index: contribution and capture-risk"
        },
        "brand": {
          "subtitle": "Mfuma turns doctrine, evidence, contracts, actors and institutions into verifiable public intelligence for African sovereignty.",
          "tagline": "See sovereignty. Prove capture. Build capability.",
          "version_badge": "Sovereign evidence and action engine"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Country spider chart",
          "doctrine_radar": "Doctrine radar",
          "epistemic": "Epist.",
          "evidence": "Evidence",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Reserve",
          "resilience": "Resilience",
          "sovereignty": "Sover.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "University spider chart"
        },
        "clauses": {
          "risk": "Risk",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "C1-C14 clauses: auditability, exit, foreign priority, critical project control, data, and financing oriented toward external interests.",
          "title": "Critical contracts and clauses"
        },
        "common": {
          "all": "Gbogbo",
          "category": "Category",
          "class": "Class",
          "country": "Orílẹ̀-èdè",
          "entity": "Entity",
          "evidence": "Ẹri",
          "flags": "Flags",
          "language": "Language",
          "method": "Ọna",
          "next": "Suivant",
          "no_data": "No data",
          "none": "None",
          "not_available": "Non disponible",
          "not_documented": "To document",
          "prepublication": "Prépublication",
          "previous": "Précédent",
          "profiles": "profiles",
          "proof": "Preuve",
          "region": "Region",
          "right_of_reply": "Right of reply",
          "risk": "Ewu",
          "role": "Ipa",
          "score": "Ami",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Status",
          "summary": "Summary",
          "type": "Type",
          "under_review": "Under review",
          "unknown": "Inconnu",
          "warnings": "Warnings"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Evidence",
          "financial_independence": "Ominira inawo",
          "leadership": "Leadership",
          "popular_sovereignty": "Popular sovereignty",
          "right_of_reply": "Right of reply",
          "scenario": "Àfojúsùn",
          "score": "Score",
          "secure_drop": "Ifisilẹ aabo"
        },
        "dashboard": {
          "average_state_score": "Average state score",
          "average_university_fitness": "Average university fitness",
          "data_loaded": "Data loaded",
          "high_capture_risk_actors": "High capture-risk actors",
          "public_references": "Public references",
          "states_tracked": "States tracked",
          "subtitle": "Simple view: main data, charts and base references. Administration, workflows and drafts stay outside the landing page.",
          "title": "Public dashboard",
          "universities_centers": "Universities / centers"
        },
        "doctrine": {
          "anti_capture_doctrine": "Anti-capture doctrine: all power must remain auditable, reversible and correctable.",
          "bisalu": {
            "definition": "Bisalu measures tools, institutions, jobs, skills, maintenance, useful publications, prototypes, adoption and future capacity.",
            "description": "Proves concrete results.",
            "short": "Useful work and evidence",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Constitutional doctrine: the Constitution is the legal proxy of the people.",
          "measurable_sovereignty": "Measurable sovereignty: decide, protect, produce, correct, audit, transmit.",
          "nsiku": {
            "definition": "Nsiku is the just rule that makes power legitimate because it limits it: audit, counterpower, accountability, correction and non-capture.",
            "description": "Limits power and prevents abuse.",
            "short": "Just rule, limit, accountability",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola requires institutions to protect families, children, communities, health, dignity and social peace beyond procedure.",
            "description": "Measures the effect on living people.",
            "short": "Human dignity and protection",
            "title": "Nzola"
          },
          "principles": "Principles",
          "radar_title": "CSSP doctrine",
          "subtitle": "Doctrinal definitions remain visible without overloading the home page.",
          "title": "Doctrine and definitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Public source of truth:"
        },
        "labels": {
          "core": "Core",
          "doctrine": "Doctrine",
          "external-link": "External link",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Overall",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source needed",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "Awọn oṣere",
          "admin": "Admin",
          "clauses": "Awọn gbolohun",
          "doctrine": "Ẹkọ",
          "overview": "Akopọ",
          "pasc_arso": "PASC/ARSO",
          "references": "Ìtọ́kasí",
          "report": "Jabọ",
          "states": "Awọn orilẹ-ede",
          "tools": "Irinṣẹ",
          "universities": "Awọn yunifásítì"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Reading",
          "standard_capabilities": "Standards & capabilities",
          "subtitle": "Visualization of sovereign usefulness: capability, expertise, actionability, local assessment, human effects and innovation.",
          "title": "PASC / ARSO comparator"
        },
        "references": {
          "all_types": "All types",
          "default_description": "Reference document to source or complete.",
          "search_placeholder": "Search doctrine, standard, reading…",
          "subtitle": "Key readings, standards and public repositories are available here. Approved uploaded documents appear in the same logic.",
          "tab": "References",
          "title": "Base library and reference documents",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Contract clause",
            "health_neglect": "Health neglect",
            "institutional_abuse": "Institutional abuse"
          },
          "country": "Country",
          "description_placeholder": "Describe the facts. Separate observation, source, inference, opinion and available evidence.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Report title",
          "risk_high": "High",
          "risk_level": "Niveau de risque",
          "risk_low": "Low",
          "risk_medium": "Medium",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Everyone can report. Sensitive files require an approved account or protected channel.",
          "title": "Report without unnecessary exposure"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / functional collapse",
            "partial_capacity": "Partial capacity",
            "robust_sovereign_capacity": "Robust sovereign capacity",
            "severe_vulnerability": "Severe vulnerability",
            "structural_dependency": "Structural dependency"
          },
          "columns": {
            "class": "Class",
            "country": "Country",
            "evidence": "Evidence",
            "popular_reserve": "Popular reserve",
            "score": "Score",
            "trajectory": "Trajectory"
          },
          "outside_state_score": "outside state score",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "Wa orilẹ-ede tabi ISO",
          "sort": {
            "country_az": "Country A–Z",
            "final_score": "Final score",
            "trajectory": "Trajectory"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Final score = stock capacity + trajectory + resilience, with popular reserve separated from the state score.",
          "title": "Index of 54 African states",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Critical deterioration",
            "positive_progression": "Positive progression",
            "regression": "Regression",
            "sovereign_acceleration": "Sovereign acceleration",
            "stability_transition": "Stability / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Do not upload from a state, employer or monitored device.",
            "Strip metadata or use the guided secure intake process.",
            "Do not expose witness names in public forms.",
            "Life-threatening material should use sealed/offline source-handler workflow."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualization, scenarios and safety rules. Admin workflows stay outside the landing page.",
          "title": "Light public tools",
          "what_if_description": "Simple 5-year projection of an agreement or clause.",
          "what_if_title": "Sovereignty what-if",
          "widgets_text": "Signed charts and data for journalists, researchers, unions and institutions.",
          "widgets_title": "Embeddable widgets"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Evidence",
            "expected_sources": "Expected sources",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Sovereignty",
            "specialty": "Specialty"
          },
          "fitness": "Fitness",
          "general": "General",
          "labels": {
            "capacity_generating_university": "Capacity-generating university",
            "mimetic_or_weak_output": "Mimetic / weak output",
            "not_aligned_to_african_need": "Not aligned with African needs",
            "potential_to_consolidate": "Potential to consolidate",
            "strong_sovereign_utility": "Strong sovereign utility"
          },
          "method_note": "Repeatable method. The score must be linked to sources, publications, adoption evidence, ATSS outputs and right of reply.",
          "search_placeholder": "Wa ile-ẹkọ, orilẹ-ede tabi acronym",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Ranking by ATSS, real impact, innovation, epistemic sovereignty and evidence. Conventional prestige is capped.",
          "title": "African University Sovereign Fitness"
        }
      },
      "zu": {
        "action_dossiers": {
          "contribute": "Contribute",
          "subtitle": "Dossier templates for public, legal, parliamentary or international action. Raw evidence remains protected.",
          "title": "Action dossiers"
        },
        "actions": {
          "clear": "Effacer",
          "close": "Vala",
          "compare": "Comparer",
          "copy": "Copier",
          "document": "Bhala",
          "download": "Télécharger",
          "evaluate": "Hlola",
          "evidence_profile": "Iphrofayela lobufakazi",
          "export": "Exporter",
          "filter": "Filtrer",
          "open": "Vula",
          "protect": "Vikela",
          "report": "Signaler",
          "reset": "Réinitialiser",
          "search": "Rechercher",
          "show_less": "Voir moins",
          "show_more": "Voir plus",
          "simulate": "Linganisa",
          "sort": "Trier",
          "submit": "Thumela",
          "translate": "Humusha",
          "upload": "Uploader",
          "verify": "Qinisekisa",
          "view": "Buka"
        },
        "actions_legacy": {
          "document": "Bhala",
          "evaluate": "Hlola",
          "protect": "Vikela",
          "report": "Bika",
          "translate": "Humusha",
          "verify": "Qinisekisa"
        },
        "actors": {
          "all_types": "All types",
          "categories": {
            "authors_literature_art": "Authors / literature / art",
            "business_industry": "Business / industry",
            "civil_society_networks": "Civil society / networks",
            "deals_agreements": "Deals / agreements",
            "entertainment_culture": "Entertainment / culture",
            "foreign_actors": "Foreign actors",
            "media": "Media",
            "politics": "Politics",
            "science_research": "Science / research",
            "universities": "Universities"
          },
          "classes": {
            "dependency_vector": "vecteur de dépendance à vérifier",
            "mixed_to_document": "mixed / to document",
            "sovereign_capacity_generator": "sovereign capability generator",
            "useful_to_sovereign_cause": "useful to the sovereign cause",
            "weak_or_contrary_to_verify": "weak contribution or contrary action to verify"
          },
          "columns": {
            "actor": "Actor",
            "capture_risk": "Capture-risk",
            "contribution": "Contribution",
            "evidence": "Evidence",
            "evidence_profile": "Evidence profile",
            "role": "Role"
          },
          "entity_types": {
            "action_dossier": "Action dossier",
            "author": "Author",
            "business": "Business",
            "civil_society": "Civil society",
            "deal_or_agreement": "Deal / agreement",
            "diaspora_network": "Diaspora network",
            "faith_network": "Faith / cultural network",
            "foreign_actor": "Foreign actor",
            "foundation": "Foundation",
            "influencer": "Influencer",
            "journal_or_platform": "Media platform",
            "media_platform": "Media platform",
            "military_actor": "Military / security actor",
            "political_apparatus": "Political apparatus",
            "public_institution": "Public institution",
            "public_personality": "Public personality",
            "research_center": "Research center",
            "researcher": "Researcher",
            "sovereign_architect": "Sovereign systems architect",
            "think_tank": "Think tank",
            "university": "University"
          },
          "evidence_profile": {
            "bisalu": "Bisalu",
            "claims": "Claims",
            "critical_flags": "Critical flags and uncertainties",
            "no_flags": "No critical flags / to document",
            "nsiku": "Nsiku",
            "nzola": "Nzola",
            "proofs": "Proofs",
            "references": "References",
            "score_note": "Score note",
            "source_needs": "Source needs",
            "title": "Evidence profile"
          },
          "roles": {
            "architect": "Architecte de souveraineté",
            "capacity_builder": "Capacity builder",
            "dependency_vector_to_verify": "Dependency vector to verify",
            "high_capture_threat": "Menace / capture-risk élevé",
            "insufficiently_documented": "Profile to document",
            "mixed_under_review": "Mixed actor / under review",
            "useful_contributor": "Useful contributor"
          },
          "search_placeholder": "Sesha umlingisi, umkhakha, izwe",
          "sort_contribution": "Contribution",
          "standard": "CSSP-ACTOR-1",
          "subtitle": "This is not a popularity ranking. Profiles expose Nsiku, Nzola, Bisalu, evidence, risks and right of reply.",
          "title": "Actor index: contribution and capture-risk"
        },
        "brand": {
          "subtitle": "Mfuma turns doctrine, evidence, contracts, actors and institutions into verifiable public intelligence for African sovereignty.",
          "tagline": "See sovereignty. Prove capture. Build capability.",
          "version_badge": "Sovereign evidence and action engine"
        },
        "charts": {
          "atss": "ATSS",
          "audit": "Audit",
          "country_spider": "Country spider chart",
          "doctrine_radar": "Doctrine radar",
          "epistemic": "Epist.",
          "evidence": "Evidence",
          "final": "Final",
          "impact": "Impact",
          "innovation": "Innov.",
          "open": "Open",
          "reserve": "Reserve",
          "resilience": "Resilience",
          "sovereignty": "Sover.",
          "stock": "Stock",
          "trajectory": "Traj.",
          "university_spider": "University spider chart"
        },
        "clauses": {
          "risk": "Risk",
          "standard": "CSSP-CLAUSE-1",
          "subtitle": "C1-C14 clauses: auditability, exit, foreign priority, critical project control, data, and financing oriented toward external interests.",
          "title": "Critical contracts and clauses"
        },
        "common": {
          "all": "Konke",
          "category": "Category",
          "class": "Class",
          "country": "Izwe",
          "entity": "Entity",
          "evidence": "Ubufakazi",
          "flags": "Flags",
          "language": "Language",
          "method": "Indlela",
          "next": "Suivant",
          "no_data": "No data",
          "none": "None",
          "not_available": "Non disponible",
          "not_documented": "To document",
          "prepublication": "Prépublication",
          "previous": "Précédent",
          "profiles": "profiles",
          "proof": "Preuve",
          "region": "Region",
          "right_of_reply": "Right of reply",
          "risk": "Ingozi",
          "role": "Indima",
          "score": "Amaphuzu",
          "source_needed": "Source requise",
          "sources": "Sources",
          "status": "Status",
          "summary": "Summary",
          "type": "Type",
          "under_review": "Under review",
          "unknown": "Inconnu",
          "warnings": "Warnings"
        },
        "concepts": {
          "clauses": "Clauses",
          "doctrine": "Doctrine",
          "evidence": "Evidence",
          "financial_independence": "Ukuzimela kwezezimali",
          "leadership": "Leadership",
          "popular_sovereignty": "Popular sovereignty",
          "right_of_reply": "Right of reply",
          "scenario": "Isimo",
          "score": "Score",
          "secure_drop": "Ukuthumela okuphephile"
        },
        "dashboard": {
          "average_state_score": "Average state score",
          "average_university_fitness": "Average university fitness",
          "data_loaded": "Data loaded",
          "high_capture_risk_actors": "High capture-risk actors",
          "public_references": "Public references",
          "states_tracked": "States tracked",
          "subtitle": "Simple view: main data, charts and base references. Administration, workflows and drafts stay outside the landing page.",
          "title": "Public dashboard",
          "universities_centers": "Universities / centers"
        },
        "doctrine": {
          "anti_capture_doctrine": "Anti-capture doctrine: all power must remain auditable, reversible and correctable.",
          "bisalu": {
            "definition": "Bisalu measures tools, institutions, jobs, skills, maintenance, useful publications, prototypes, adoption and future capacity.",
            "description": "Proves concrete results.",
            "short": "Useful work and evidence",
            "title": "Bisalu"
          },
          "constitutional_doctrine": "Constitutional doctrine: the Constitution is the legal proxy of the people.",
          "measurable_sovereignty": "Measurable sovereignty: decide, protect, produce, correct, audit, transmit.",
          "nsiku": {
            "definition": "Nsiku is the just rule that makes power legitimate because it limits it: audit, counterpower, accountability, correction and non-capture.",
            "description": "Limits power and prevents abuse.",
            "short": "Just rule, limit, accountability",
            "title": "Nsiku"
          },
          "nzola": {
            "definition": "Nzola requires institutions to protect families, children, communities, health, dignity and social peace beyond procedure.",
            "description": "Measures the effect on living people.",
            "short": "Human dignity and protection",
            "title": "Nzola"
          },
          "principles": "Principles",
          "radar_title": "CSSP doctrine",
          "subtitle": "Doctrinal definitions remain visible without overloading the home page.",
          "title": "Doctrine and definitions",
          "triad": "Nsiku · Nzola · Bisalu"
        },
        "errors": {
          "data_load_failed": "Données impossibles à charger",
          "fallback_language_used": "Langue fallback utilisée",
          "partial_data_loaded": "Données partiellement chargées",
          "translation_missing": "Traduction manquante"
        },
        "footer": {
          "admin": "Admin",
          "source_of_truth": "CSSP Mfuma · Public source of truth:"
        },
        "labels": {
          "core": "Core",
          "doctrine": "Doctrine",
          "external-link": "External link",
          "journal": "Journal",
          "key_reading": "Lecture clé",
          "methodology": "Méthodologie",
          "overall": "Overall",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "repository": "Repository",
          "source-needed": "Source needed",
          "standard": "Standard"
        },
        "meta": {
          "language_names": {
            "am": "Amharic",
            "en": "English",
            "fr": "Français",
            "ha": "Hausa",
            "kg": "Kikongo",
            "ln": "Lingala",
            "sw": "Swahili",
            "yo": "Yoruba",
            "zu": "isiZulu"
          }
        },
        "navigation": {
          "actors": "Abalingisi",
          "admin": "Admin",
          "clauses": "Izigatshana",
          "doctrine": "Imfundiso",
          "overview": "Ukubuka konke",
          "pasc_arso": "PASC/ARSO",
          "references": "Izinkomba",
          "report": "Bika",
          "states": "Amazwe",
          "tools": "Amathuluzi",
          "universities": "Amanyuvesi"
        },
        "pasc_arso": {
          "arso_label": "Architecture continentale existante, utile comme cadre général, mais insuffisante si bureaucratique, mimétique ou peu actionnable.",
          "comparison_title": "PASC vs ARSO — comparaison d’utilité souveraine",
          "dimensions": {
            "M1": "Orientation capacité",
            "M2": "Expertise chercheurs/praticiens",
            "M3": "Actionnabilité locale",
            "M4": "Souveraineté d’évaluation",
            "M5": "Mesure des effets humains",
            "M6": "Vitesse d’innovation"
          },
          "pasc_label": "Standardisation de capacité: utile, mesurable, locale, auditable, portée par experts et institutions productives.",
          "reading": "Reading",
          "standard_capabilities": "Standards & capabilities",
          "subtitle": "Visualization of sovereign usefulness: capability, expertise, actionability, local assessment, human effects and innovation.",
          "title": "PASC / ARSO comparator"
        },
        "references": {
          "all_types": "All types",
          "default_description": "Reference document to source or complete.",
          "search_placeholder": "Search doctrine, standard, reading…",
          "subtitle": "Key readings, standards and public repositories are available here. Approved uploaded documents appear in the same logic.",
          "tab": "References",
          "title": "Base library and reference documents",
          "types": {
            "doctrine": "Doctrine",
            "external_link": "Lien externe",
            "journal": "Journal",
            "key_reading": "Lecture clé",
            "methodology": "Méthodologie",
            "repository": "Repository",
            "standard": "Standard"
          }
        },
        "reporting": {
          "categories": {
            "contract_clause": "Contract clause",
            "health_neglect": "Health neglect",
            "institutional_abuse": "Institutional abuse"
          },
          "country": "Country",
          "description_placeholder": "Describe the facts. Separate observation, source, inference, opinion and available evidence.",
          "email_placeholder": "Email optionnel pour confirmation seulement",
          "email_privacy": "L'email de contact public n'est pas exposé; le formulaire route vers le destinataire configuré côté backend.",
          "report_title": "Report title",
          "risk_high": "High",
          "risk_level": "Niveau de risque",
          "risk_low": "Low",
          "risk_medium": "Medium",
          "source_protection": "Source protection",
          "submit": "Soumettre",
          "subtitle": "Everyone can report. Sensitive files require an approved account or protected channel.",
          "title": "Report without unnecessary exposure"
        },
        "states": {
          "classes": {
            "capture_or_functional_collapse": "Capture / functional collapse",
            "partial_capacity": "Partial capacity",
            "robust_sovereign_capacity": "Robust sovereign capacity",
            "severe_vulnerability": "Severe vulnerability",
            "structural_dependency": "Structural dependency"
          },
          "columns": {
            "class": "Class",
            "country": "Country",
            "evidence": "Evidence",
            "popular_reserve": "Popular reserve",
            "score": "Score",
            "trajectory": "Trajectory"
          },
          "outside_state_score": "outside state score",
          "popular_reserve_note": "Réserve populaire hors score État.",
          "search_placeholder": "Sesha izwe noma ISO",
          "sort": {
            "country_az": "Country A–Z",
            "final_score": "Final score",
            "trajectory": "Trajectory"
          },
          "standard": "CSSP-STATE-1",
          "subtitle": "Final score = stock capacity + trajectory + resilience, with popular reserve separated from the state score.",
          "title": "Index of 54 African states",
          "top_12": "Top 12",
          "trajectory": {
            "critical_deterioration": "Critical deterioration",
            "positive_progression": "Positive progression",
            "regression": "Regression",
            "sovereign_acceleration": "Sovereign acceleration",
            "stability_transition": "Stability / transition"
          }
        },
        "statuses": {
          "active_high_public_interest_sources_required": "Active high public-interest profile — sources required",
          "active_institutional_profile_sources_to_link": "Active institutional profile — sources to link",
          "evidence_gated_watchlist_affiliation_and_local_footprint_required": "Watchlist evidence-gated — affiliation et empreinte locale requises",
          "foreign_actor_high_dependency_review_required": "Acteur étranger — revue haute dépendance requise",
          "foreign_military_dossier_sources_required": "Dossier militaire étranger — sources requises",
          "insufficient_public_sources_needs_uploads": "Sources publiques insuffisantes — uploads requis",
          "legal_review_required_right_of_reply_required": "Revue juridique et droit de réponse requis",
          "prepublication_orcid_scholar_sources_needed": "Prépublication — sources ORCID/Scholar requises",
          "prepublication_sources_needed": "Prépublication — sources requises",
          "public_historical_profile_sources_needed": "Profil historique public — sources requises",
          "public_template": "Public template",
          "template_evidence_to_attach": "Template — evidence to attach",
          "template_evidence_to_attach_right_of_reply_required": "Template — evidence and right of reply required",
          "trajectory_sources_needed": "Trajectoire — sources requises"
        },
        "threats": {
          "contribute": "Contribuer une preuve",
          "search_placeholder": "Rechercher menace, acteur, motif",
          "subtitle": "Les menaces principales sont affichées par trois. Cliquez pour ouvrir preuves, graphique, références et contribution.",
          "title": "Veille menaces et capture-risk"
        },
        "tools": {
          "secure_drop_description": "Les uploads publics restent désactivés pour les éléments sensibles. Les preuves à haut risque exigent des canaux sécurisés approuvés.",
          "secure_drop_rules": [
            "Do not upload from a state, employer or monitored device.",
            "Strip metadata or use the guided secure intake process.",
            "Do not expose witness names in public forms.",
            "Life-threatening material should use sealed/offline source-handler workflow."
          ],
          "secure_drop_title": "SecureDrop / uploads",
          "subtitle": "Visualization, scenarios and safety rules. Admin workflows stay outside the landing page.",
          "title": "Light public tools",
          "what_if_description": "Simple 5-year projection of an agreement or clause.",
          "what_if_title": "Sovereignty what-if",
          "widgets_text": "Signed charts and data for journalists, researchers, unions and institutions.",
          "widgets_title": "Embeddable widgets"
        },
        "universities": {
          "columns": {
            "atss": "ATSS",
            "evidence": "Evidence",
            "expected_sources": "Expected sources",
            "fitness": "Fitness",
            "institution": "Institution",
            "sovereignty": "Sovereignty",
            "specialty": "Specialty"
          },
          "fitness": "Fitness",
          "general": "General",
          "labels": {
            "capacity_generating_university": "Capacity-generating university",
            "mimetic_or_weak_output": "Mimetic / weak output",
            "not_aligned_to_african_need": "Not aligned with African needs",
            "potential_to_consolidate": "Potential to consolidate",
            "strong_sovereign_utility": "Strong sovereign utility"
          },
          "method_note": "Repeatable method. The score must be linked to sources, publications, adoption evidence, ATSS outputs and right of reply.",
          "search_placeholder": "Sesha isikhungo, izwe noma isifinyezo",
          "standard": "CSSP-UNIV-1 + ATSS",
          "subtitle": "Ranking by ATSS, real impact, innovation, epistemic sovereignty and evidence. Conventional prestige is capped.",
          "title": "African University Sovereign Fitness"
        }
      }
    },
    "languages": [
      "fr",
      "en",
      "ln",
      "kg",
      "sw",
      "ha",
      "yo",
      "am",
      "zu"
    ],
    "schema": "cssp-i18n-package-v1"
  },
  "impeachment_high_treason_cases": [
    {
      "case_id": "IMPEACH-DRC-TSHISEKEDI-HTF-001",
      "title": "RDC / Tshisekedi — haute trahison fonctionnelle et rupture du devoir de protection",
      "country": "RDC",
      "case_type": "named_constitutional_accountability_inquiry",
      "risk_level": "critical",
      "evidence_state": "working_dossier_evidence_to_authenticate",
      "visibility": "public_summary_only",
      "status": "evidence_gated",
      "summary": "Examine si la convergence entre légitimité électorale contestée, abandon biologique/INRB, effondrement judiciaire, détention sans jugement, répression, accords stratégiques, ressources, guerre, probité et capture institutionnelle peut justifier une procédure constitutionnelle ou parlementaire.",
      "legal_theory": "Lorsque les fonctions vitales non délégables de l’État sont abandonnées, externalisées, subordonnées ou utilisées pour la conservation du pouvoir, l’incompétence répétée ne suffit plus comme défense: elle devient risque constitutionnel et peut fonder une haute trahison fonctionnelle à instruire.",
      "metrics": {
        "constitutional_order_compromised": 95,
        "security_compromised": 90,
        "safety_compromised": 88,
        "health_compromised": 95,
        "economic_sovereignty_compromised": 92,
        "knowledge_data_sovereignty_compromised": 82,
        "evidence_strength": 55,
        "right_of_reply_status": 10
      },
      "required_sources": [
        "dossier constitutionnel complet",
        "texte constitutionnel et jurisprudence",
        "budgets et audits",
        "accords stratégiques/annexes",
        "dossiers INRB/santé biologique",
        "rapports justice/prisons/droits humains",
        "réponses officielles"
      ],
      "flags": [
        "named public-interest inquiry",
        "not final legal finding",
        "requires lawyer review",
        "source protection required"
      ],
      "public_note": "Alerte constitutionnelle à instruire; pas condamnation sans procédure."
    },
    {
      "case_id": "IMPEACH-KENYA-RUTO-STRATEGIC-SUBORDINATION-001",
      "title": "Kenya / Ruto — haute trahison potentielle par subordination stratégique, immunité étrangère et mise en risque de citoyens",
      "country": "Kenya",
      "case_type": "named_constitutional_security_inquiry",
      "risk_level": "critical",
      "evidence_state": "framework_plus_source_collection_required",
      "visibility": "public_summary_only",
      "status": "evidence_gated",
      "summary": "Teste si des accords de sécurité, santé, finance ou diplomatie ont accordé une priorité ou une immunité extérieure sans réciprocité matérielle, contrôle parlementaire suffisant, recours pour victimes ou protection sanitaire/civile.",
      "legal_theory": "Un dirigeant peut engager une responsabilité constitutionnelle si des accords exposent les citoyens à des risques prévisibles tout en protégeant mieux la mission étrangère que la population nationale.",
      "metrics": {
        "constitutional_order_compromised": 88,
        "security_compromised": 92,
        "safety_compromised": 90,
        "health_compromised": 78,
        "economic_sovereignty_compromised": 74,
        "knowledge_data_sovereignty_compromised": 70,
        "evidence_strength": 35,
        "right_of_reply_status": 0
      },
      "required_sources": [
        "accords de sécurité/militaires/santé",
        "clauses d’immunité et juridiction",
        "décisions judiciaires",
        "débats parlementaires",
        "plaintes et mécanismes de recours",
        "avis indépendants",
        "réponses officielles"
      ],
      "flags": [
        "template for Kenyan legal validation",
        "not final legal finding",
        "right of reply mandatory"
      ],
      "public_note": "Dossier à compléter par textes d’accords, jurisprudence et validation locale."
    },
    {
      "case_id": "IMPEACH-US-KENYA-FOREIGN-FOOTPRINT-001",
      "title": "États-Unis / Kenya — révision constitutionnelle des empreintes militaires/sécuritaires et du recours effectif",
      "country": "Kenya / United States",
      "case_type": "foreign_footprint_sovereignty_case",
      "risk_level": "critical",
      "evidence_state": "framework_template_to_source",
      "visibility": "public_summary_only",
      "status": "evidence_gated",
      "summary": "Évalue si une empreinte militaire, contractuelle, sanitaire ou logistique étrangère crée immunité, absence de réparation, inspection faible des contractants, risque de protection communautaire ou dépendance opérationnelle.",
      "legal_theory": "Une architecture qui protège la mission mais laisse les citoyens sans recours effectif crée une défaillance prévisible de protection; un État qui l’accepte malgré les signaux connus expose sa population à un risque évitable.",
      "metrics": {
        "constitutional_order_compromised": 82,
        "security_compromised": 90,
        "safety_compromised": 88,
        "health_compromised": 62,
        "economic_sovereignty_compromised": 65,
        "knowledge_data_sovereignty_compromised": 60,
        "evidence_strength": 30,
        "right_of_reply_status": 0
      },
      "required_sources": [
        "SOFA/accords de défense",
        "clauses d’immunité/juridiction",
        "registres incidents/plaintes",
        "contrats et sous-traitants",
        "mécanismes survivants/victimes",
        "audits parlementaires",
        "réponses officielles"
      ],
      "flags": [
        "foreign footprint review",
        "source protection required",
        "not legal guilt"
      ],
      "public_note": "La page mesure le risque institutionnel et les remèdes nécessaires, pas une culpabilité automatique."
    },
    {
      "case_id": "IMPEACH-FRAMEWORK-001",
      "case_type": "framework_template",
      "country": "Pan-African framework",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "requires jurisdiction-specific constitutional mapping"
      ],
      "legal_theory": "A leader or official may trigger constitutional accountability when decisions knowingly or recklessly transfer sovereign control, expose the population to grave preventable harm, misallocate public resources away from national protection, invite unaccountable armed capacity, or obstruct lawful review.",
      "metrics": {
        "constitutional_order_compromised": 0,
        "economic_sovereignty_compromised": 0,
        "evidence_strength": 0,
        "health_compromised": 0,
        "knowledge_data_sovereignty_compromised": 0,
        "right_of_reply_status": 0,
        "safety_compromised": 0,
        "security_compromised": 0
      },
      "public_note": "This is a method, not a finding against a named person.",
      "required_sources": [
        "constitutional provisions and applicable law",
        "budget allocations, procurement records and audit reports",
        "official communications, decrees, treaties, MOUs or cooperation clauses",
        "parliamentary questions, hearings, committee reports or court filings",
        "public statements and verified transcripts",
        "public-health, biosafety, civilian-protection or security incident chronology",
        "beneficiary/control analysis: who receives priority, data, money, custody, immunity or operational control",
        "right-of-reply or official response record",
        "independent expert review and redaction/source-protection review"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "A reproducible test for determining when public action or omission may compromise constitutional duty, sovereign capability or population protection severely enough to justify an impeachment, high-treason or constitutional accountability inquiry.",
      "title": "Capability-compromise test for impeachment / high-treason inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-DRC-BIOBANK-INRB-US-PRIORITY-001",
      "case_type": "public_health_sovereignty_case",
      "country": "DRC",
      "evidence_state": "starter_case",
      "flags": [
        "starter profile",
        "requires primary documents",
        "avoid asserting misallocation until verified",
        "health data/source protection required"
      ],
      "legal_theory": "If verified, misallocation of public-health capacity or biobank priority toward foreign control or external benefit over Congolese protection may constitute a grave breach of public-health duty and sovereign capability protection.",
      "metrics": {
        "constitutional_order_compromised": 60,
        "economic_sovereignty_compromised": 55,
        "evidence_strength": 25,
        "health_compromised": 85,
        "knowledge_data_sovereignty_compromised": 90,
        "right_of_reply_status": 0,
        "safety_compromised": 70,
        "security_compromised": 45
      },
      "public_note": "This case is framed as a public-health sovereignty inquiry. It is not a final legal finding.",
      "required_sources": [
        "INRB governance, budget, audit and partnership records",
        "biobank/sample/data custody agreements and benefit-sharing clauses",
        "public-health funding allocation record and population-benefit analysis",
        "official communications on US or foreign cooperation priority",
        "biosafety approvals, ethics approvals and national data/sample custody rules",
        "Congolese researcher/lab capability impact record",
        "right-of-reply from INRB, Ministry of Health, Presidency and external partners"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Evidence-gated case template for assessing whether public-health funds, biobank governance, pathogen/sample custody, laboratory priorities or foreign cooperation placed external interests ahead of Congolese population benefit, biosafety and scientific sovereignty.",
      "title": "DRC biobank / INRB / foreign-priority public-health sovereignty dossier",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-KENYA-EBOLA-US-PATIENTS-001",
      "case_type": "biosafety_population_protection_case",
      "country": "Kenya",
      "evidence_state": "starter_case",
      "flags": [
        "starter profile",
        "requires dated primary sources",
        "medical privacy protection required",
        "avoid naming patients"
      ],
      "legal_theory": "If verified, accepting biosafety risks that the sending state considers too dangerous for its own public systems, without transparent protections and local benefit, may compromise public-health sovereignty and population protection.",
      "metrics": {
        "constitutional_order_compromised": 55,
        "economic_sovereignty_compromised": 35,
        "evidence_strength": 20,
        "health_compromised": 90,
        "knowledge_data_sovereignty_compromised": 65,
        "right_of_reply_status": 0,
        "safety_compromised": 75,
        "security_compromised": 50
      },
      "public_note": "No patient identity or private medical details should ever be exposed. The inquiry concerns public decision-making and biosafety governance.",
      "required_sources": [
        "official Kenyan and foreign government communications",
        "patient/sample transfer agreements and biosafety risk assessments",
        "WHO/CDC or equivalent technical guidance applicable at the time",
        "hospital/lab readiness documents and health-worker protection record",
        "public consent/consultation and parliamentary oversight record",
        "incident chronology and community protection measures",
        "right-of-reply from relevant ministries, hospitals and foreign partners"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Evidence-gated case template for assessing whether a government accepted foreign high-risk disease patients, samples or procedures without protections equivalent to the risk standard applied by the sending country or without sufficient national safeguards for Kenyan communities and health workers.",
      "title": "Kenya Ebola/foreign-patient biosafety and population-priority dossier",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-KENYA-FOREIGN-SOLDIERS-IMMUNITY-CHILD-ABUSE-001",
      "case_type": "foreign_military_immunity_case",
      "country": "Kenya",
      "evidence_state": "starter_case",
      "flags": [
        "child/survivor protection mandatory",
        "do not publish names/exact locations",
        "requires legal review",
        "right-of-reply assessment required"
      ],
      "legal_theory": "If verified, granting or maintaining immunity structures despite credible abuse patterns may compromise constitutional duty, child protection, civilian protection and sovereign legal control.",
      "metrics": {
        "constitutional_order_compromised": 85,
        "economic_sovereignty_compromised": 30,
        "evidence_strength": 25,
        "health_compromised": 55,
        "knowledge_data_sovereignty_compromised": 20,
        "right_of_reply_status": 0,
        "safety_compromised": 90,
        "security_compromised": 80
      },
      "public_note": "This is a protected-population accountability dossier. Survivor dignity and source protection override public curiosity.",
      "required_sources": [
        "SOFA, military cooperation agreement or immunity clause text",
        "court records, inquiry reports or official complaint records",
        "child-protection and survivor-support records where lawfully shareable",
        "credible investigative reports with corroboration",
        "incident chronology around bases/deployments without exposing survivors",
        "official response from Kenyan authorities and foreign military authorities",
        "redaction, child-protection and psychosocial harm review"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Evidence-gated case template for assessing whether foreign military presence, immunity arrangements or weak accountability mechanisms exposed host communities, children or survivors to abuse, impunity or intimidation.",
      "title": "Kenya foreign soldiers, immunity clauses and protected-population abuse dossier",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-DRC-PARAMILITARY-CONTRACTOR-CONSTITUTION-001",
      "case_type": "paramilitary_constitutional_case",
      "country": "DRC",
      "evidence_state": "starter_case",
      "flags": [
        "starter profile",
        "requires primary contract/procurement evidence",
        "do not assert final constitutional violation until legal review",
        "civilian protection review required"
      ],
      "legal_theory": "If verified, authorizing or tolerating unaccountable paramilitary capacity, especially around mineral zones or strategic infrastructure, may violate constitutional monopoly of lawful force, civilian protection duties and sovereignty safeguards.",
      "metrics": {
        "constitutional_order_compromised": 95,
        "economic_sovereignty_compromised": 80,
        "evidence_strength": 30,
        "health_compromised": 30,
        "knowledge_data_sovereignty_compromised": 35,
        "right_of_reply_status": 0,
        "safety_compromised": 85,
        "security_compromised": 95
      },
      "public_note": "The public issue is constitutional control over force, not rumor. Naming companies or officials requires source-linked evidence and legal review.",
      "required_sources": [
        "DRC constitutional provisions on armed force, sovereignty and security authority",
        "contracts, MOUs, procurement records or communications with private military/security actors",
        "public statements by the contractor, sponsors or foreign officials",
        "resource-zone deployment plans and civilian-protection safeguards",
        "human-rights incident chronology and accountability mechanisms",
        "parliamentary authorization or absence thereof",
        "right-of-reply from government, contractor, parent networks and affected communities"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Evidence-gated case template for assessing whether foreign private military, security contractor or paramilitary arrangements bypass constitutional control, invite foreign armed influence, or expose civilians and resource zones to unaccountable coercive force.",
      "title": "DRC paramilitary/private military contractor constitutional-risk dossier",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-REPEATED-HUMAN-RIGHTS-VIOLATIONS-001",
      "case_type": "human_rights_pattern_case",
      "country": "Pan-African framework",
      "evidence_state": "framework_template",
      "flags": [
        "pattern template",
        "must avoid exposing victims",
        "requires jurisdiction-specific law mapping"
      ],
      "legal_theory": "Repeated violations combined with official knowledge, failure to prevent, failure to investigate, retaliation against complainants or resource/security capture may show a breach of the protective duty of state office.",
      "metrics": {
        "constitutional_order_compromised": 85,
        "economic_sovereignty_compromised": 40,
        "evidence_strength": 0,
        "health_compromised": 50,
        "knowledge_data_sovereignty_compromised": 25,
        "right_of_reply_status": 0,
        "safety_compromised": 90,
        "security_compromised": 80
      },
      "public_note": "This template supports reproducible review of repeated abuse patterns without exposing protected people.",
      "required_sources": [
        "incident chronology",
        "victim/survivor protection protocol",
        "official complaint, court, inquiry or ombudsman records",
        "UN/AU/regional human-rights records where available",
        "state response or failure-to-respond record",
        "public statements and verified transcripts",
        "right-of-reply and correction record"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Framework for mapping repeated documented human-rights violations, state inaction, obstruction, impunity or public denial into an impeachment/high-treason inquiry when the pattern compromises population protection and constitutional duty.",
      "title": "Repeated human-rights violations as constitutional accountability trigger",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-DIGITAL-ID-FOREIGN-CUSTODY-001",
      "case_type": "data_sovereignty_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "requires country-specific law"
      ],
      "legal_theory": "Foreign custody or opaque vendor control over biometric population data may compromise constitutional duty, privacy, security and institutional independence if safeguards are absent.",
      "metrics": {
        "constitutional_order_compromised": 65,
        "economic_sovereignty_compromised": 55,
        "evidence_strength": 20,
        "health_compromised": 20,
        "knowledge_data_sovereignty_compromised": 85,
        "right_of_reply_status": 0,
        "safety_compromised": 45,
        "security_compromised": 70
      },
      "public_note": "Method template, not a final finding.",
      "required_sources": [
        "digital ID contracts",
        "DPIA/data protection findings",
        "hosting/cloud custody records",
        "cybersecurity audits",
        "citizen exclusion/remedy data",
        "vendor and agency responses"
      ],
      "risk_level": "high",
      "status": "published",
      "summary": "Assesses whether leaders or agencies transferred biometric/digital ID control to foreign vendors or clouds without safeguards, audits, sovereignty, citizen remedy and public accountability.",
      "title": "Digital ID/biometric foreign-custody capability-compromise inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-STRATEGIC-PORT-CONCESSION-001",
      "case_type": "strategic_infrastructure_sovereignty_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "requires contract evidence"
      ],
      "legal_theory": "A concession that knowingly compromises strategic infrastructure control without transparency, exit rights and local capability can trigger parliamentary or constitutional accountability review.",
      "metrics": {
        "constitutional_order_compromised": 60,
        "economic_sovereignty_compromised": 80,
        "evidence_strength": 20,
        "health_compromised": 10,
        "knowledge_data_sovereignty_compromised": 30,
        "right_of_reply_status": 0,
        "safety_compromised": 35,
        "security_compromised": 65
      },
      "public_note": "Method template, not a final finding.",
      "required_sources": [
        "concession contracts",
        "debt guarantees",
        "parliamentary approval records",
        "audit reports",
        "security access clauses",
        "right-of-reply"
      ],
      "risk_level": "high",
      "status": "published",
      "summary": "Assesses whether concession terms for ports, airports, rail or logistics corridors transfer strategic leverage, tariff control, security access or debt exposure contrary to public interest.",
      "title": "Strategic port/logistics concession constitutional accountability inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-FOREIGN-MILITARY-IMMUNITY-NO-REMEDY-001",
      "case_type": "security_sovereignty_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "source-protection required"
      ],
      "legal_theory": "Unreviewed immunity that disables protection of citizens may compromise constitutional duty and security sovereignty.",
      "metrics": {
        "constitutional_order_compromised": 80,
        "economic_sovereignty_compromised": 40,
        "evidence_strength": 20,
        "health_compromised": 30,
        "knowledge_data_sovereignty_compromised": 20,
        "right_of_reply_status": 0,
        "safety_compromised": 85,
        "security_compromised": 90
      },
      "public_note": "Method template, not final legal finding.",
      "required_sources": [
        "SOFA/base agreements",
        "immunity clauses",
        "incident chronology",
        "court/police records",
        "parliamentary records",
        "official responses"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Assesses whether leaders accepted foreign troop/contractor immunity without local jurisdiction, survivor remedy, public oversight or exit rights.",
      "title": "Foreign military immunity without remedy accountability inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-RESOURCE-FOR-PROTECTION-PRIVATE-DEAL-001",
      "case_type": "resource_security_sovereignty_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "requires contract evidence"
      ],
      "legal_theory": "Secret or asymmetrical resource-for-security arrangements can compromise economic sovereignty, constitutional order and civilian protection.",
      "metrics": {
        "constitutional_order_compromised": 80,
        "economic_sovereignty_compromised": 90,
        "evidence_strength": 20,
        "health_compromised": 20,
        "knowledge_data_sovereignty_compromised": 25,
        "right_of_reply_status": 0,
        "safety_compromised": 65,
        "security_compromised": 75
      },
      "public_note": "Method template, not final legal finding.",
      "required_sources": [
        "contracts/MOUs",
        "beneficial ownership",
        "security arrangements",
        "budget/export data",
        "parliament/court records",
        "right-of-reply"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Assesses whether officials traded mineral, land, port, oil or infrastructure rights for political/security protection without lawful public-interest guarantees.",
      "title": "Resource-for-protection private deal accountability inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-PUBLIC-FUNDS-PRESTIGE-OVER-SURVIVAL-001",
      "case_type": "budget_misallocation_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "requires budget line evidence"
      ],
      "legal_theory": "Severe, repeated budget misallocation away from life-protecting capabilities can trigger public-duty and constitutional accountability review.",
      "metrics": {
        "constitutional_order_compromised": 55,
        "economic_sovereignty_compromised": 80,
        "evidence_strength": 20,
        "health_compromised": 75,
        "knowledge_data_sovereignty_compromised": 35,
        "right_of_reply_status": 0,
        "safety_compromised": 70,
        "security_compromised": 50
      },
      "public_note": "Method template, not final legal finding.",
      "required_sources": [
        "budget execution",
        "audit reports",
        "procurement records",
        "health/school/security shortage data",
        "public statements",
        "official responses"
      ],
      "risk_level": "high",
      "status": "published",
      "summary": "Assesses whether public funds were allocated to prestige, propaganda, travel, vanity projects or external appeasement while health, labs, victims, food, security or schools lacked basic protection.",
      "title": "Public funds redirected from survival capability to prestige spending inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-SURVEILLANCE-AGAINST-CITIZENS-001",
      "case_type": "digital_repression_case",
      "country": "Pan-African",
      "evidence_state": "framework_template",
      "flags": [
        "template only",
        "victim/source protection required"
      ],
      "legal_theory": "Misuse of surveillance against citizens can compromise constitutional order, safety, security and democratic accountability.",
      "metrics": {
        "constitutional_order_compromised": 90,
        "economic_sovereignty_compromised": 35,
        "evidence_strength": 20,
        "health_compromised": 10,
        "knowledge_data_sovereignty_compromised": 85,
        "right_of_reply_status": 0,
        "safety_compromised": 70,
        "security_compromised": 75
      },
      "public_note": "Method template, not final legal finding.",
      "required_sources": [
        "forensic reports",
        "procurement records",
        "court/inquiry records",
        "victim-safe incident logs",
        "legal authorization records",
        "official response"
      ],
      "risk_level": "critical",
      "status": "published",
      "summary": "Assesses whether state officials acquired or used surveillance systems against journalists, opposition, researchers, unions or communities contrary to constitutional protections.",
      "title": "Surveillance tools used against citizens/public-interest actors inquiry",
      "visibility": "public"
    },
    {
      "case_id": "IMPEACH-CIV-OUATTARA-HTF-TRAFFICKING-001",
      "title": "Côte d’Ivoire / Ouattara — devoir de protection, trafficking-risk governance, Epstein-network exposure et usurpation constitutionnelle",
      "country": "Côte d’Ivoire",
      "href": "dossier-civ-ouattara-trafficking-htf.html",
      "risk_level": "critical",
      "case_type": "named_constitutional_trafficking_protection_inquiry",
      "evidence_state": "mixed_public_evidence_plus_protected_annex_required",
      "visibility": "public_summary_plus_sealed_annex",
      "status": "action_dossier_open_source_and_protected_evidence",
      "summary": "Teste si la convergence entre quatrième mandat contesté, répression de l’opposition, détentions arbitraires, vulnérabilités de traite, travail forcé/infantile dans le cacao, exposition de l’entourage présidentiel au réseau Epstein et risques de trafic d’organes peut fonder une procédure de responsabilité constitutionnelle et une saisine internationale.",
      "legal_theory": "Le chef de l’État n’est pas propriétaire de la population ni de la souveraineté. Il agit comme mandataire public. Lorsque l’État tolère des conditions de traite, restreint les mécanismes de correction politique, protège les réseaux d’élite, ou échoue à démontrer une diligence renforcée face à des risques graves touchant enfants, femmes, travailleurs, opposants et personnes vulnérables, le mandat de protection est rompu.",
      "metrics": {
        "constitutional_order_compromised": 86,
        "security_compromised": 78,
        "safety_compromised": 90,
        "human_trafficking_risk": 93,
        "child_labor_forced_labor": 92,
        "elite_network_exposure": 88,
        "organ_removal_public_evidence": 35,
        "evidence_strength": 72,
        "actionability": 82,
        "protected_evidence_dependency": 80
      },
      "required_sources": [
        "Constitution ivoirienne 2016 et jurisprudence électorale",
        "dossiers de la Commission électorale / Conseil constitutionnel",
        "rapports Amnesty/HRW/ONU/OIT/US TIP/US DOL",
        "dossiers cacao, travail forcé, traite et protection de l’enfance",
        "documents Epstein publics, correspondances et réponses officielles",
        "dossiers de détention/opposition/procès inéquitables",
        "annexes confidentielles: victimes, témoins, cliniques, itinéraires, intermédiaires, preuves numériques"
      ],
      "flags": [
        "named public-interest inquiry",
        "not final criminal finding",
        "organ-harvesting layer requires protected evidence",
        "right of reply mandatory",
        "witness protection required"
      ]
    }
  ],
  "journalist_guide": {
    "quote_rules": [
      {
        "label": "quote_safe",
        "meaning": "Public summary can be quoted with attribution and date, if no sensitive detail is exposed."
      },
      {
        "label": "lead_only",
        "meaning": "Use as an investigative lead only. Verify independently before publication."
      },
      {
        "label": "review_pending",
        "meaning": "Record is under review. Avoid presenting it as settled."
      },
      {
        "label": "legal_review_required",
        "meaning": "Do not quote adverse claims without counsel/editor review and independent verification."
      },
      {
        "label": "sealed_internal",
        "meaning": "Not public. Do not publish, request, infer or expose protected material."
      }
    ],
    "safe_actions": [
      "quote only public-safe summaries",
      "verify documents independently",
      "ask PASO for clarification when status is unclear",
      "give right of reply to affected parties",
      "avoid exposing sources, survivor identities or exact sensitive locations",
      "distinguish PASO analysis from your own reporting"
    ],
    "schema": "paso-journalist-guide-v1",
    "summary": "PASO can provide leads, context, public records and source requirements. It is not a substitute for independent verification, legal review or safe field reporting.",
    "title": "Journalist and investigator guide"
  },
  "knowledge_index": {
    "count": 90,
    "items": [
      {
        "alignment": "constructive_reference",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational_reference",
          "ethical sovereignty",
          "spiritual resistance",
          "Kintuadi",
          "public protection ethics"
        ],
        "country": "DRC / Kongo",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-KIMBANGU-ETHICAL-SOVEREIGNTY",
        "record_type": "foundational_reference",
        "region": "central_africa",
        "score": 70,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "dignity politics",
          "community discipline",
          "collective memory",
          "ethical sovereignty"
        ],
        "status": "starter_reference",
        "summary": "Epistemic and civilizational reference for dignity under persecution, moral courage, community responsibility, collective endurance and public-service ethics. Cited as one reference among many, not as institutional command or membership.",
        "title": "Simon Kimbangu and Kimbanguist ethical-civilizational reference",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "pan_african_decolonial_research",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "CODESRIA",
          "decolonial_social_science",
          "journal"
        ],
        "country": "Senegal / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-CODESRIA-AFRICA-DEVELOPMENT",
        "record_type": "journal",
        "region": "pan_african",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [
          {
            "label": "CODESRIA publications",
            "url": "https://codesria.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "CODESRIA-linked scholarly journal relevant to African social science, development critique and sovereign knowledge infrastructure.",
        "title": "Africa Development / Afrique et Développement",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "black_studies_research",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "Black Studies",
          "Africana",
          "journal"
        ],
        "country": "United States / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-JBS",
        "record_type": "journal",
        "region": "african_diaspora",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Longstanding journal for Black Studies/Africana research. Useful for diaspora intellectual history, psychology, politics and culture.",
        "title": "Journal of Black Studies",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "caribbean_diaspora_research",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "Caribbean Studies",
          "diaspora",
          "journal"
        ],
        "country": "Caribbean / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-WADABAGEI",
        "record_type": "journal",
        "region": "caribbean",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Caribbean/diaspora research outlet requiring source verification and bibliographic completion.",
        "title": "Wadabagei: A Journal of the Caribbean and its Diaspora",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "african_public_intellectual_history",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "culture",
          "politics",
          "literary_outlet"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-TRANSITION",
        "record_type": "journal",
        "region": "transnational",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Historically influential Africa-linked intellectual magazine. Requires period/version context before orientation scoring.",
        "title": "Transition Magazine",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "african_literature_research",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "African literature",
          "journal"
        ],
        "country": "United States / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-RESEARCH-AFRICAN-LITERATURES",
        "record_type": "journal",
        "region": "diaspora_academic",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "African literature research journal. Useful for literary memory and cultural sovereignty, subject to review of access, framing and African author density.",
        "title": "Research in African Literatures",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "pan_african_public_interest",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "public_outlet",
          "pan_african",
          "activist_knowledge"
        ],
        "country": "Pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-PAMBAZUKA",
        "record_type": "outlet",
        "region": "pan_african",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [
          {
            "label": "Pambazuka",
            "url": "https://www.pambazuka.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Pan-African public-interest outlet historically relevant to justice, civil society and decolonial analysis. Needs current editorial/source-status review.",
        "title": "Pambazuka News",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "critical_africa_facing_media",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "analysis",
          "culture"
        ],
        "country": "transnational",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICA-IS-A-COUNTRY",
        "record_type": "outlet",
        "region": "diaspora_academic_media",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Africa-facing analysis/culture outlet. Orientation should be assessed through article corpus, ownership/funding transparency and African-source density.",
        "title": "Africa Is a Country",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "public_interest_investigative_analysis",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "public_interest",
          "analysis"
        ],
        "country": "Kenya",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-THE-ELEPHANT",
        "record_type": "outlet",
        "region": "east_africa",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Kenya-based public-interest analysis outlet. Needs source pack on ownership, corrections, investigations and sovereignty impact.",
        "title": "The Elephant",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "external_africa_facing_analysis",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "analysis",
          "external_platform"
        ],
        "country": "UK / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICAN-ARGUMENTS",
        "record_type": "outlet",
        "region": "external_africa_media",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Africa-facing analysis platform hosted in the external policy/media ecosystem. Requires funding/ownership/editorial-framing review before alignment scoring.",
        "title": "African Arguments",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "critical_political_economy",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "political_economy",
          "journal",
          "blog"
        ],
        "country": "UK / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-ROAPE",
        "record_type": "outlet",
        "region": "external_academic_media",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "starter_reference",
        "summary": "Political-economy source relevant to extraction, capitalism and African political analysis. Needs current source/context review.",
        "title": "Review of African Political Economy / ROAPE",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "to_be_scored",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "influencer",
          "decolonial_public_education"
        ],
        "country": "various",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-INFLUENCE-DECOLONIAL-CREATOR-TEMPLATE",
        "record_type": "influencer_template",
        "region": "transnational",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "template",
        "summary": "Template for creators who popularize African history, sovereignty, reparations, language, science or anti-capture education. Named entries require evidence and corpus review.",
        "title": "Decolonial Africa-facing creator template",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "risk_requires_evidence",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "influencer",
          "risk_pattern",
          "media_capture"
        ],
        "country": "various",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-INFLUENCE-GRIEVANCE-INVERSION-TEMPLATE",
        "record_type": "influencer_template",
        "region": "transnational",
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "not_scored_yet",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [],
        "status": "template",
        "summary": "Template for public influence patterns that redirect structural/external grievances inward, normalize imperial harm or ridicule African sovereignty claims. Named entries require quoted/transcript evidence and review.",
        "title": "Grievance-inversion influence template",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "contested_constructive",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "entrepreneurship",
          "African prosperity",
          "Atlas Network adjacent",
          "contested_positive",
          "anti-aid"
        ],
        "country": "Senegal / United States",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-MAGATTE-WADE-CONTESTED-POSITIVE",
        "record_type": "public_personality",
        "region": "african_diaspora",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Magatte Wade official site",
            "url": "https://www.magattewade.com/"
          },
          {
            "label": "Atlas Network Center for African Prosperity",
            "url": "https://www.atlasnetwork.org/partners/center-for-african-prosperity"
          },
          {
            "label": "Reason interview/profile",
            "url": "https://reason.com/2024/03/10/magatte-wade-on-african-entrepreneurship/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "entrepreneurship",
          "anti-bureaucracy",
          "business creation",
          "public advocacy"
        ],
        "status": "starter_reference",
        "summary": "Included as a constructive/contested public profile. Wade’s entrepreneurship, anti-pity and anti-bureaucracy work can support African agency and enterprise dignity. Her Atlas Network adjacency also requires transparent review where policy prescriptions affect public goods, labour protection, land, resources or state capacity.",
        "title": "Magatte Wade — African entrepreneurship and anti-pity prosperity advocacy",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "strong_constructive",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "grassroots_engineering",
          "youth_innovation",
          "energy",
          "education",
          "capability_builder"
        ],
        "country": "Malawi",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-WILLIAM-KAMKWAMBA-CAPABILITY",
        "record_type": "public_personality",
        "region": "southern_africa",
        "score": 84,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "William Kamkwamba official site",
            "url": "https://williamkamkwamba.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "wind energy",
          "practical science",
          "youth education",
          "maker culture"
        ],
        "status": "starter_reference",
        "summary": "Positive capability-building profile for practical engineering, youth inspiration and local problem-solving. Useful as a contrast to prestige-only or dependency-oriented narratives because it shows how curiosity, repair, experimentation and community needs can produce real technical capability.",
        "title": "William Kamkwamba — grassroots engineering, youth innovation and practical capability",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_capability_builder",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "technology",
          "entrepreneurship",
          "digital_sovereignty",
          "women_in_tech",
          "capability_builder"
        ],
        "country": "Cameroon / United States",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-REBECCA-ENONCHONG-TECH",
        "record_type": "public_personality",
        "region": "central_africa_diaspora",
        "score": 78,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "AppsTech profile/company context",
            "url": "https://www.appstech.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "software",
          "startup ecosystem",
          "tech advocacy",
          "African digital economy"
        ],
        "status": "starter_reference",
        "summary": "Positive profile for African technology entrepreneurship, ecosystem building, women in tech and public advocacy around Africa’s digital future. Useful for contrasting platform/data extraction with African-owned and African-led tech capacity.",
        "title": "Rebecca Enonchong — African tech entrepreneurship and digital ecosystem building",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_capability_builder",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "civic_technology",
          "crisis_mapping",
          "open_source",
          "digital_public_good",
          "capability_builder"
        ],
        "country": "Kenya",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-JULIANA-ROTICH-TECH",
        "record_type": "public_personality",
        "region": "east_africa",
        "score": 82,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Ushahidi official site",
            "url": "https://www.ushahidi.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "Ushahidi",
          "crisis response",
          "open technology",
          "civic mapping"
        ],
        "status": "starter_reference",
        "summary": "Positive technology/civic profile for crisis mapping, open-source civic infrastructure and African-led digital public goods. Useful for PASO’s citizen-protection and evidence-mapping logic.",
        "title": "Juliana Rotich — Ushahidi, crisis mapping and African civic technology",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_business_capacity",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "telecommunications",
          "entrepreneurship",
          "digital_infrastructure",
          "capability_builder"
        ],
        "country": "Zimbabwe / pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-STRIVE-MASIYIWA-TECH",
        "record_type": "public_personality",
        "region": "southern_africa",
        "score": 76,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "Econet official group",
            "url": "https://www.econetafrica.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "telecom infrastructure",
          "enterprise building",
          "philanthropy",
          "digital access"
        ],
        "status": "starter_reference",
        "summary": "Constructive business-capability profile for African telecoms, entrepreneurship and digital infrastructure. Assessment should distinguish real infrastructure/capability building from philanthropy narratives and market concentration risks.",
        "title": "Strive Masiyiwa — telecoms, entrepreneurship and African digital infrastructure",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_education_capacity",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "education",
          "leadership",
          "talent_pipeline",
          "capability_builder"
        ],
        "country": "Ghana / pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-FRED-SWANIKER-EDUCATION",
        "record_type": "public_personality",
        "region": "pan_african",
        "score": 74,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "African Leadership Group",
            "url": "https://www.algroup.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "African Leadership Group",
          "higher education",
          "leadership training"
        ],
        "status": "starter_reference",
        "summary": "Constructive education/talent profile for building leadership and skills infrastructure. Assessment should measure alumni outcomes, affordability, local relevance and whether training builds public-interest capability rather than elite circulation alone.",
        "title": "Fred Swaniker — African leadership education and talent infrastructure",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_business_capacity",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "manufacturing",
          "women_entrepreneurship",
          "local_value",
          "capability_builder"
        ],
        "country": "Ethiopia",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-BETHLEHEM-TILAHUN-ALEMU",
        "record_type": "public_personality",
        "region": "east_africa",
        "score": 72,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "soleRebels official site",
            "url": "https://www.solerebels.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "footwear",
          "local production",
          "branding",
          "jobs"
        ],
        "status": "starter_reference",
        "summary": "Positive profile for local manufacturing, African branding and job creation. Useful for contrasting extractive value chains with businesses that seek to retain production, design and brand value locally.",
        "title": "Bethlehem Tilahun Alemu — Ethiopian manufacturing, brand and local value creation",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_data_capacity",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "food_security",
          "data_intelligence",
          "agriculture",
          "capability_builder"
        ],
        "country": "Ethiopia / United States",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-SARA-MENKER-GRO",
        "record_type": "public_personality",
        "region": "african_diaspora",
        "score": 70,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "Gro Intelligence official site",
            "url": "https://gro-intelligence.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "food systems",
          "supply chain data",
          "agricultural intelligence"
        ],
        "status": "starter_reference",
        "summary": "Constructive/technical profile for food-system intelligence and agricultural risk analysis. Assessment should examine whether data systems increase African food sovereignty, farmer power and policy autonomy.",
        "title": "Sara Menker — food systems data and African/global agricultural intelligence",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_contested_business",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "entrepreneurship",
          "technology",
          "manufacturing",
          "capability_builder"
        ],
        "country": "Uganda / Rwanda / pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-ASHISH-THAKKAR-MARA",
        "record_type": "public_personality",
        "region": "east_africa",
        "score": 65,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "Mara Phones official site",
            "url": "https://maraphones.com/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "enterprise building",
          "phones",
          "investment",
          "youth entrepreneurship"
        ],
        "status": "starter_reference",
        "summary": "Constructive/contested business profile for African entrepreneurship, technology branding and investment. Assessment should inspect durable local manufacturing, ownership, jobs, transfer and public-interest outcomes.",
        "title": "Ashish Thakkar — Mara Group and African entrepreneurship ecosystem",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "constructive_human_dignity_reference",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "health",
          "public_ethics",
          "anti_violence",
          "human_dignity",
          "solidarity_reference"
        ],
        "country": "Palestine / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PERSON-IZZELDIN-ABUELAISH-HEALTH-PEACE",
        "record_type": "public_personality",
        "region": "middle_east_diaspora",
        "score": 68,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "I Shall Not Hate Foundation",
            "url": "https://ishallnothate.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "medicine",
          "peace advocacy",
          "public health ethics"
        ],
        "status": "starter_reference",
        "summary": "Non-African but allied ethical reference for public health, dignity and anti-violence reasoning. Useful where PASO evaluates health sovereignty, war, trauma and protection of civilians.",
        "title": "Dr. Izzeldin Abuelaish — health, dignity and anti-violence public ethics",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_liberation_framework",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "liberation_psychology",
          "decolonial_theory"
        ],
        "country": "Martinique / Algeria / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-FANON-WRETCHED",
        "record_type": "foundational_reading",
        "region": "pan_african_diaspora",
        "score": 88,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Penguin Random House author/books page",
            "url": "https://www.penguinrandomhouse.com/authors/8919/frantz-fanon/"
          },
          {
            "label": "Britannica profile",
            "url": "https://www.britannica.com/biography/Frantz-Fanon"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "mental sovereignty",
          "anti-colonial theory",
          "political education"
        ],
        "status": "starter_reference",
        "summary": "Foundational analysis of colonial violence, national consciousness, elite substitution and liberation. Useful for understanding why sovereignty requires psychological, institutional and material repair.",
        "title": "Frantz Fanon — The Wretched of the Earth",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_pan_african_political_economy",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "political_economy",
          "underdevelopment"
        ],
        "country": "Guyana / Pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-RODNEY-UNDERDEVELOPED",
        "record_type": "foundational_reading",
        "region": "caribbean_pan_african",
        "score": 90,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Verso Books page",
            "url": "https://www.versobooks.com/products/2785-how-europe-underdeveloped-africa"
          },
          {
            "label": "Walter Rodney Foundation",
            "url": "https://www.walterrodneyfoundation.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "resource extraction",
          "history",
          "development critique"
        ],
        "status": "starter_reference",
        "summary": "Explains underdevelopment as a historical process produced through slavery, colonialism, unequal trade and external extraction rather than African incapacity.",
        "title": "Walter Rodney — How Europe Underdeveloped Africa",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_black_liberation",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "public_education",
          "human_rights"
        ],
        "country": "United States / African diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-MALCOLM-X-HUMAN-RIGHTS",
        "record_type": "foundational_reading",
        "region": "african_diaspora",
        "score": 87,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Malcolm X Project at Columbia University",
            "url": "https://malcolmxproject.columbia.edu/"
          },
          {
            "label": "Library of Congress guide",
            "url": "https://guides.loc.gov/malcolm-x"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "internationalization",
          "self-defense",
          "dignity politics"
        ],
        "status": "starter_reference",
        "summary": "Useful for understanding how local racial oppression becomes an international human-rights question and why dignity, self-defense and political clarity matter.",
        "title": "Malcolm X — Human rights, self-respect and internationalization",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_pan_african_organizing",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "black_power",
          "pan_africanism"
        ],
        "country": "Trinidad and Tobago / United States / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-KWAME-TURE-BLACK-POWER",
        "record_type": "foundational_reading",
        "region": "caribbean_african_diaspora",
        "score": 86,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "SNCC Digital Gateway profile",
            "url": "https://snccdigital.org/people/stokely-carmichael/"
          },
          {
            "label": "Britannica profile",
            "url": "https://www.britannica.com/biography/Stokely-Carmichael"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "movement building",
          "political education",
          "anti-imperialism"
        ],
        "status": "starter_reference",
        "summary": "Clarifies Black Power, organization, anti-imperialism and political education as necessary tools for collective agency and protection.",
        "title": "Kwame Ture / Stokely Carmichael — Black Power and Pan-African organization",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_liberation_strategy",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "liberation_strategy",
          "culture"
        ],
        "country": "Guinea-Bissau / Cabo Verde",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-CABRAL-UNITY-STRUGGLE",
        "record_type": "foundational_reading",
        "region": "west_africa",
        "score": 86,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Marxists Internet Archive Cabral texts",
            "url": "https://www.marxists.org/subject/africa/cabral/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "movement ethics",
          "cadre formation",
          "cultural sovereignty"
        ],
        "status": "starter_reference",
        "summary": "Cabral connects culture, class suicide, organization and liberation as concrete disciplined work rather than slogans.",
        "title": "Amílcar Cabral — Culture, organization and liberation discipline",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_decolonial_humanism",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "colonial_critique",
          "civilization"
        ],
        "country": "Martinique / Africa diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-CESAIRE-DISCOURSE",
        "record_type": "foundational_reading",
        "region": "caribbean_african_diaspora",
        "score": 85,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Poetry Foundation biography",
            "url": "https://www.poetryfoundation.org/poets/aime-cesaire"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "colonial violence",
          "civilizational critique",
          "language"
        ],
        "status": "starter_reference",
        "summary": "Shows colonialism as dehumanizing both colonized and colonizer, and exposes the moral contradiction of European civilizing claims.",
        "title": "Aimé Césaire — Discourse on Colonialism",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_african_history",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "history",
          "epistemic_sovereignty"
        ],
        "country": "Senegal",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-DIOP-AFRICAN-ORIGIN",
        "record_type": "foundational_reading",
        "region": "west_africa",
        "score": 85,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [
          {
            "label": "Cheikh Anta Diop University",
            "url": "https://www.ucad.sn/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "ancient Africa",
          "language",
          "scientific sovereignty"
        ],
        "status": "starter_reference",
        "summary": "Foundational for African historical continuity, scientific confidence and epistemic recovery, with relevance to education, identity and civilizational capacity.",
        "title": "Cheikh Anta Diop — African historical continuity and scientific recovery",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_african_history",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "history",
          "language"
        ],
        "country": "Republic of Congo / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-OBENGA-HISTORY-LANGUAGE",
        "record_type": "foundational_reading",
        "region": "central_africa",
        "score": 82,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "African antiquity",
          "language",
          "civilizational continuity"
        ],
        "status": "starter_reference",
        "summary": "Important for African-centered historical and linguistic continuity debates. Requires bibliographic completion and source pack.",
        "title": "Théophile Obenga — African history, language and civilizational continuity",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_decolonial_epistemology",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "humanism",
          "epistemology"
        ],
        "country": "Jamaica / Caribbean",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-WYNTER-HUMAN",
        "record_type": "foundational_reading",
        "region": "caribbean",
        "score": 84,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Stanford profile/archive context",
            "url": "https://profiles.stanford.edu/sylvia-wynter"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "decolonial theory",
          "human sciences",
          "race"
        ],
        "status": "starter_reference",
        "summary": "Wynter helps explain how colonial knowledge systems define the human and why liberation requires epistemic reconstruction.",
        "title": "Sylvia Wynter — Human, race and colonial knowledge orders",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_african_centered_psychology",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "psychology",
          "mental_health"
        ],
        "country": "United States / African diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-NOBLES-AFRICAN-PSYCHOLOGY",
        "record_type": "foundational_reading",
        "region": "african_diaspora",
        "score": 82,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "African psychology",
          "healing",
          "identity"
        ],
        "status": "starter_reference",
        "summary": "Useful for African-centered psychological repair, identity, community health and education models. Requires source pack for specific works.",
        "title": "Wade Nobles — African-centered psychology and Sakhu",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "foundational_african_centered_psychology",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational",
          "psychology",
          "colonial_trauma"
        ],
        "country": "United States / African diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-AKBAR-AFRICAN-PSYCHOLOGY",
        "record_type": "foundational_reading",
        "region": "african_diaspora",
        "score": 81,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "psychological slavery",
          "identity repair",
          "education"
        ],
        "status": "starter_reference",
        "summary": "Important for public education on mental colonization, self-image and repair. Requires bibliographic/source completion.",
        "title": "Na'im Akbar — Chains and Images of Psychological Slavery",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "operational_complement_to_liberation_traditions",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "foundational_method",
          "Mandombe",
          "Mfuma",
          "OSPCRM",
          "Ma-Ma-Kia-Wa-Nga",
          "Nsiku-Nzola-Bisalu",
          "African psychology",
          "anti-capture"
        ],
        "country": "DRC / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-FOUND-NSIANGANI-MFUMA-METHODS",
        "record_type": "foundational_method",
        "region": "central_africa_diaspora",
        "score": 80,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "security architecture",
          "Mandombe epistemology",
          "Ma-Ma-Kia-Wa-Nga methodology",
          "Nsiku Nzola Bisalu",
          "psychology/psychiatry",
          "DSM-H",
          "anti-capture testing",
          "capability scoring",
          "public intelligence"
        ],
        "status": "starter_reference",
        "summary": "Nsiangani's works are treated as operational and methodological contributions within the wider PASO reference ecosystem, especially where they clarify psychology/psychiatry, mechanism diagnosis and countermeasure design. The record covers Nsiku-Nzola-Bisalu doctrine, Ma-Ma-Kia-Wa-Nga as a scientific methodology for formalizing and socializing non-Western and traditional knowledge, curricula/program design for schools and universities, Crying Demon Syndrome, Colonial Dark Tetrad, DSM-H, African-relevant psychiatric baselines, household tyranny/narcissism analysis, anti-capture tests, OSPCRM, evidence workflows and measurable sovereignty. PASO remains independent and must not depend on one person, institution, school or tradition.",
        "title": "Kibavuidi Nsiangani — Mfuma/Mandombe operational sovereignty methods",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "african_research_discovery_infrastructure",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal_index",
          "African publishing",
          "metadata"
        ],
        "country": "Africa / South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AJOL",
        "record_type": "journal_index",
        "region": "pan_african",
        "score": 78,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "AJOL",
            "url": "https://www.ajol.info/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "journal discovery",
          "African research",
          "scholarly infrastructure"
        ],
        "status": "published",
        "summary": "African journal discovery platform. Useful for identifying African journals, article metadata and discipline coverage. Verify each journal separately before scoring.",
        "title": "African Journals Online (AJOL)",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "african_open_science_infrastructure",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "open access",
          "repository",
          "African research"
        ],
        "country": "Pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-PORTAL-AFRICARXIV",
        "record_type": "open_access_portal",
        "region": "pan_african",
        "score": 80,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "AfricArXiv",
            "url": "https://info.africarxiv.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "open science",
          "preprints",
          "datasets"
        ],
        "status": "published",
        "summary": "Community-led digital archive for African research items, useful for discoverability of African manuscripts, datasets and scholarly outputs.",
        "title": "AfricArXiv — pan-African open access portal",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "african_gender_knowledge",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "gender",
          "African women studies"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-JENDA",
        "record_type": "journal",
        "region": "pan_african_diaspora",
        "score": 68,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "gender",
          "culture",
          "decolonial studies"
        ],
        "status": "starter_reference",
        "summary": "Relevant for African women studies, culture and gendered dimensions of liberation and social repair. Requires active status/source review.",
        "title": "JENdA: A Journal of Culture and African Women Studies",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "global_south_political_economy",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "political economy",
          "agrarian"
        ],
        "country": "Global South / Africa-relevant",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AGRARIAN-SOUTH",
        "record_type": "journal",
        "region": "global_south",
        "score": 72,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "land",
          "food sovereignty",
          "political economy"
        ],
        "status": "starter_reference",
        "summary": "Useful for land, agrarian political economy, food systems and rural sovereignty debates. Requires article-level scoring by Africa relevance.",
        "title": "Agrarian South: Journal of Political Economy",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_editorial_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "African studies"
        ],
        "country": "Africa-facing / external academic",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-STUDIES-REVIEW",
        "record_type": "journal",
        "region": "external_academic",
        "score": 60,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "needs_review",
        "source_anchors": [
          {
            "label": "Cambridge University Press journal page",
            "url": "https://www.cambridge.org/core/journals/african-studies-review"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "African studies",
          "politics",
          "history"
        ],
        "status": "starter_reference",
        "summary": "Major African studies journal. Useful but must be reviewed for African author density, editorial framing, funding, access and contribution to African capability.",
        "title": "African Studies Review",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "critical_political_economy_needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "political economy",
          "Africa"
        ],
        "country": "UK / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-ROAPE-JOURNAL",
        "record_type": "journal",
        "region": "external_academic",
        "score": 72,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "ROAPE",
            "url": "https://roape.net/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "political economy",
          "resource extraction",
          "class"
        ],
        "status": "starter_reference",
        "summary": "Important political-economy outlet for Africa-focused critique. Review funding, editorial framing and African author density before scoring.",
        "title": "Review of African Political Economy (ROAPE)",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "public_scholarship_needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "research communication",
          "Africa"
        ],
        "country": "South Africa / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-THE-CONVERSATION-AFRICA",
        "record_type": "media_outlet",
        "region": "africa_media",
        "score": 65,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "The Conversation Africa",
            "url": "https://theconversation.com/africa"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "public scholarship",
          "science communication",
          "policy"
        ],
        "status": "published",
        "summary": "Public scholarship and analysis outlet. Useful for accessible research communication, but alignment/scoring should inspect ownership, funding, editorial frame, author density and correction discipline.",
        "title": "The Conversation Africa",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "public_interest_archive_needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "archive",
          "public_interest"
        ],
        "country": "South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-NEW-FRAME-ARCHIVE",
        "record_type": "media_outlet_archive",
        "region": "southern_africa",
        "score": 60,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "labor",
          "public culture"
        ],
        "status": "starter_reference",
        "summary": "Defunct but useful archive for South African and African public-interest reporting. Score as archive, not active outlet.",
        "title": "New Frame archive",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "pan_african_media_needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "pan_african",
          "video"
        ],
        "country": "Pan-African / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICAN-STREAM",
        "record_type": "media_outlet",
        "region": "pan_african_media",
        "score": 62,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "public education",
          "anti-imperial media",
          "youth communication"
        ],
        "status": "starter_reference",
        "summary": "Pan-African media/video outlet. Useful for public education and narrative contestation; requires ownership, funding, accuracy and correction-discipline review.",
        "title": "African Stream",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "archive_useful_needs_curation",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "library",
          "archives",
          "public_domain"
        ],
        "country": "Global / Africa-relevant",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-LIBRARY-HATHITRUST-AFRICA",
        "record_type": "digital_library",
        "region": "global_archive",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "Internet Archive",
            "url": "https://archive.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "historical archives",
          "books",
          "colonial records"
        ],
        "status": "starter_reference",
        "summary": "Useful for locating historical books and public-domain materials. Requires curation and source criticism because colonial archives contain bias and administrative violence.",
        "title": "HathiTrust / Internet Archive African public-domain materials",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "useful_metadata_requires_bias_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "dataset",
          "metadata",
          "bibliometrics"
        ],
        "country": "Global",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DATA-OPENALEX-AFRICA",
        "record_type": "dataset",
        "region": "global_metadata",
        "score": 68,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "OpenAlex",
            "url": "https://openalex.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "publication metadata",
          "ORCID",
          "institutional analysis"
        ],
        "status": "starter_reference",
        "summary": "Useful for mapping publications, authors and institutional outputs, but must be calibrated against language, indexing, funding and Global North visibility bias.",
        "title": "OpenAlex — African research metadata source",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "useful_metadata_requires_context",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "dataset",
          "ORCID",
          "researcher identity"
        ],
        "country": "Global",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DATA-ORCID",
        "record_type": "dataset",
        "region": "global_metadata",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_linked",
        "source_anchors": [
          {
            "label": "ORCID",
            "url": "https://orcid.org/"
          }
        ],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "researcher profiles",
          "publication linking"
        ],
        "status": "starter_reference",
        "summary": "Useful for linking authors to works, but must not be used as the only measure of African impact because many relevant builders are not fully captured by ORCID metadata.",
        "title": "ORCID — researcher identifier infrastructure",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "African studies",
          "policy"
        ],
        "country": "Germany / Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICA-SPECTRUM",
        "record_type": "journal",
        "region": "germany___africa-facing",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "society",
          "governance"
        ],
        "status": "starter_reference",
        "summary": "Africa-focused academic journal. Useful for policy and social-science coverage, but must be reviewed for African authorship, framing and relevance before scoring.",
        "title": "Africa Spectrum",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "African studies"
        ],
        "country": "Africa-facing / external academic",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-JCAS",
        "record_type": "journal",
        "region": "africa-facing___external_academic",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "economy",
          "society"
        ],
        "status": "starter_reference",
        "summary": "Useful Africa-facing journal for contemporary social, political and economic studies. Requires editorial and author-density review.",
        "title": "Journal of Contemporary African Studies",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "policy",
          "African studies"
        ],
        "country": "Africa-facing / external academic",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-AFFAIRS",
        "record_type": "journal",
        "region": "africa-facing___external_academic",
        "score": 56,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "international relations"
        ],
        "status": "starter_reference",
        "summary": "Important but externally situated Africa-focused journal. Useful when critically assessed for framing, ownership, access and policy influence.",
        "title": "African Affairs",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "CODESRIA",
          "public scholarship"
        ],
        "country": "Pan-African",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-CODESRIA-BULLETIN",
        "record_type": "journal",
        "region": "pan-african",
        "score": 74,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "social sciences",
          "decolonial studies"
        ],
        "status": "starter_reference",
        "summary": "CODESRIA-linked public scholarly outlet useful for African social-science debates and institutional memory.",
        "title": "CODESRIA Bulletin",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "identity",
          "culture"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-IDENTITY-CULTURE-POLITICS",
        "record_type": "journal",
        "region": "africa___diaspora",
        "score": 65,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "identity",
          "culture",
          "politics"
        ],
        "status": "starter_reference",
        "summary": "Relevant to identity, culture and political debates in African and diaspora contexts. Requires source completion.",
        "title": "Identity, Culture and Politics",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "sociology",
          "CODESRIA"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-SOCIOLOGICAL-REVIEW",
        "record_type": "journal",
        "region": "africa",
        "score": 70,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "sociology",
          "social structure"
        ],
        "status": "starter_reference",
        "summary": "African sociology journal useful for social-structure, institutions and transformation analysis.",
        "title": "African Sociological Review",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "economics",
          "finance"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-REVIEW-ECONOMICS-FINANCE",
        "record_type": "journal",
        "region": "africa",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "economics",
          "finance",
          "development"
        ],
        "status": "starter_reference",
        "summary": "Useful for African economics and finance analysis, subject to article-level relevance and policy-impact review.",
        "title": "African Review of Economics and Finance",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "ICT",
          "policy"
        ],
        "country": "Africa / South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-JOURNAL-ICT",
        "record_type": "journal",
        "region": "africa___south_africa",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "digital sovereignty",
          "communications",
          "policy"
        ],
        "status": "starter_reference",
        "summary": "Relevant for ICT policy, communications and digital sovereignty. Requires current publication/source review.",
        "title": "African Journal of Information and Communication",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "security"
        ],
        "country": "Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-SECURITY-REVIEW",
        "record_type": "journal",
        "region": "africa-facing",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "security",
          "peace",
          "conflict"
        ],
        "status": "starter_reference",
        "summary": "Security journal useful for conflict/security debates. Requires careful review of funding, framing and local accountability assumptions.",
        "title": "African Security Review",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "law",
          "human rights"
        ],
        "country": "Africa / South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-HUMAN-RIGHTS-LAW",
        "record_type": "journal",
        "region": "africa___south_africa",
        "score": 72,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "law",
          "human rights",
          "constitutionalism"
        ],
        "status": "starter_reference",
        "summary": "Relevant for African human-rights law, legal accountability and regional jurisprudence.",
        "title": "African Human Rights Law Journal",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "African studies"
        ],
        "country": "Africa-facing / external academic",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-STUDIES-QUARTERLY",
        "record_type": "journal",
        "region": "africa-facing___external_academic",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "history",
          "politics",
          "culture"
        ],
        "status": "starter_reference",
        "summary": "Useful open academic outlet for African studies. Requires article-level scoring and author-density review.",
        "title": "African Studies Quarterly",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "history"
        ],
        "country": "Southern Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-KRONOS",
        "record_type": "journal",
        "region": "southern_africa",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "history",
          "archives",
          "memory"
        ],
        "status": "starter_reference",
        "summary": "Useful for Southern African history, archives and memory work.",
        "title": "Kronos: Southern African Histories",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "gender",
          "feminism"
        ],
        "country": "South Africa / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AGENDA",
        "record_type": "journal",
        "region": "south_africa___africa",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "gender",
          "women",
          "social repair"
        ],
        "status": "starter_reference",
        "summary": "Relevant to gendered social repair, women’s rights and African feminist analysis.",
        "title": "Agenda: Feminist Media",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "archaeology"
        ],
        "country": "Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-ARCHAEOLOGICAL-REVIEW",
        "record_type": "journal",
        "region": "africa-facing",
        "score": 60,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "archaeology",
          "deep history",
          "heritage"
        ],
        "status": "starter_reference",
        "summary": "Useful for African deep history and heritage debates. Requires review for accessibility and African leadership.",
        "title": "African Archaeological Review",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "journal",
          "linguistics"
        ],
        "country": "Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-JOURNAL-AFRICAN-LANGUAGES-LINGUISTICS",
        "record_type": "journal",
        "region": "africa-facing",
        "score": 62,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "African languages",
          "linguistics",
          "cognitive sovereignty"
        ],
        "status": "starter_reference",
        "summary": "Relevant to African language systems and cognitive/epistemic sovereignty.",
        "title": "Journal of African Languages and Linguistics",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "fact-checking",
          "media",
          "public education"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICA-CHECK",
        "record_type": "media_outlet",
        "region": "africa",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "misinformation",
          "public accountability"
        ],
        "status": "starter_reference",
        "summary": "Fact-checking organization useful for public verification. Scoring should assess funding, correction discipline and coverage priorities.",
        "title": "Africa Check",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "analysis",
          "culture"
        ],
        "country": "Africa-facing / Netherlands",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-ZAM-MAGAZINE",
        "record_type": "media_outlet",
        "region": "africa-facing___netherlands",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "journalism",
          "culture",
          "politics"
        ],
        "status": "starter_reference",
        "summary": "Africa-facing journalism/culture platform. Requires ownership/funding/editorial review.",
        "title": "ZAM Magazine",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "analysis"
        ],
        "country": "South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-MAIL-GUARDIAN-AFRICA",
        "record_type": "media_outlet",
        "region": "south_africa",
        "score": 62,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "society",
          "investigation"
        ],
        "status": "starter_reference",
        "summary": "Useful for South African/African reporting, with scoring dependent on correction discipline and source density.",
        "title": "Mail & Guardian Africa / South African public-interest journalism",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "magazine",
          "pan_african"
        ],
        "country": "Pan-African / UK-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-NEW-AFRICAN",
        "record_type": "media_outlet",
        "region": "pan-african___uk-facing",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "public education",
          "politics",
          "culture"
        ],
        "status": "starter_reference",
        "summary": "Long-running Africa-facing magazine. Review ownership, editorial frame and alignment before strong scoring.",
        "title": "New African Magazine",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "business",
          "policy"
        ],
        "country": "Africa-facing / external media",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICA-REPORT",
        "record_type": "media_outlet",
        "region": "africa-facing___external_media",
        "score": 52,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "politics",
          "business",
          "geopolitics"
        ],
        "status": "starter_reference",
        "summary": "Useful but externally situated Africa-facing outlet. Requires ownership/funding and narrative-capture review.",
        "title": "The Africa Report",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "investigative",
          "accountability"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-AFRICANIST-PRESS",
        "record_type": "media_outlet",
        "region": "africa___diaspora",
        "score": 60,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "investigation",
          "corruption",
          "public accountability"
        ],
        "status": "starter_reference",
        "summary": "Investigative/accountability source requiring source verification and legal review when used in dossiers.",
        "title": "Africanist Press",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "investigative",
          "public interest"
        ],
        "country": "Nigeria",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-PREMIUM-TIMES",
        "record_type": "media_outlet",
        "region": "nigeria",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "journalism",
          "governance",
          "corruption"
        ],
        "status": "starter_reference",
        "summary": "Nigeria-based public-interest outlet useful for governance and accountability records. Requires article-level sourcing.",
        "title": "Premium Times",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "investigative",
          "analysis"
        ],
        "country": "South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-DAILY-MAVERICK",
        "record_type": "media_outlet",
        "region": "south_africa",
        "score": 62,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "governance",
          "corruption",
          "public accountability"
        ],
        "status": "starter_reference",
        "summary": "South African analysis/investigative outlet. Useful but must be reviewed for editorial frame and source discipline.",
        "title": "Daily Maverick",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "media",
          "Black radical tradition",
          "anti-imperial"
        ],
        "country": "United States / African diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-BLACK-AGENDA-REPORT",
        "record_type": "media_outlet",
        "region": "united_states___african_diaspora",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "anti-imperialism",
          "public education"
        ],
        "status": "starter_reference",
        "summary": "Diaspora outlet relevant to anti-imperial analysis and Black liberation debates. Requires article-level review.",
        "title": "Black Agenda Report",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "research institute",
          "public education",
          "anti-imperial"
        ],
        "country": "Global South",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-OUTLET-TRICONTINENTAL",
        "record_type": "research_outlet",
        "region": "global_south",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "political economy",
          "imperialism",
          "popular education"
        ],
        "status": "starter_reference",
        "summary": "Global South research/public education institute useful for anti-imperial analysis. Requires alignment and source review.",
        "title": "Tricontinental: Institute for Social Research",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "library",
          "archives",
          "heritage"
        ],
        "country": "Global",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-WORLD-AFRICA-LIBRARY",
        "record_type": "digital_library",
        "region": "global",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "archives",
          "history",
          "education"
        ],
        "status": "starter_reference",
        "summary": "Useful for historical and cultural materials. Requires careful source criticism and context.",
        "title": "World Digital Library / African materials",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "library",
          "archives",
          "heritage"
        ],
        "country": "Global / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-ALUKA-JSTOR-AFRICA",
        "record_type": "digital_library",
        "region": "global___africa",
        "score": 58,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "archives",
          "heritage",
          "education"
        ],
        "status": "starter_reference",
        "summary": "Useful archive/library source for African heritage and documents, subject to access and framing review.",
        "title": "JSTOR / Aluka African cultural heritage collections",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "education",
          "language",
          "open resources"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-AFRICAN-STORYBOOK",
        "record_type": "education_hub",
        "region": "africa",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "education",
          "children",
          "language"
        ],
        "status": "starter_reference",
        "summary": "Useful open education resource for African languages and literacy. Requires current governance/source review.",
        "title": "African Storybook",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "publisher",
          "open access",
          "African research"
        ],
        "country": "Africa / South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-AFRICAN-MINDS",
        "record_type": "publisher",
        "region": "africa___south_africa",
        "score": 68,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "books",
          "open access",
          "policy"
        ],
        "status": "starter_reference",
        "summary": "Open-access publisher focused on African scholarship and policy work. Useful for accessible research.",
        "title": "African Minds",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "publisher",
          "African scholarship"
        ],
        "country": "Cameroon / Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-LANGAA",
        "record_type": "publisher",
        "region": "cameroon___africa",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "books",
          "social sciences",
          "culture"
        ],
        "status": "starter_reference",
        "summary": "African publisher useful for social-science, political and cultural scholarship. Requires catalog/source review.",
        "title": "Langaa RPCIG",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "publisher",
          "research",
          "policy"
        ],
        "country": "South Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-HSRC-PRESS",
        "record_type": "publisher",
        "region": "south_africa",
        "score": 64,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "social sciences",
          "policy",
          "open access"
        ],
        "status": "starter_reference",
        "summary": "Research publisher with African social-science and policy outputs. Requires catalog review.",
        "title": "HSRC Press",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "research network",
          "economics"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-AERC",
        "record_type": "research_network",
        "region": "africa",
        "score": 62,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "economics",
          "policy",
          "training"
        ],
        "status": "starter_reference",
        "summary": "African economic research/training network. Useful for capability and policy analysis, subject to funding and framing review.",
        "title": "African Economic Research Consortium (AERC)",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "think tank",
          "policy",
          "research"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-APRI",
        "record_type": "research_institute",
        "region": "africa___diaspora",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "climate",
          "policy",
          "geopolitics"
        ],
        "status": "starter_reference",
        "summary": "Policy research institute requiring ownership/funding and editorial orientation review before scoring.",
        "title": "Africa Policy Research Institute (APRI)",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "dataset",
          "public opinion"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-AFROBAROMETER",
        "record_type": "dataset",
        "region": "africa",
        "score": 66,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "governance",
          "public opinion",
          "democracy"
        ],
        "status": "starter_reference",
        "summary": "Pan-African survey dataset useful for public opinion and governance analysis. Requires methodology and funding context.",
        "title": "Afrobarometer",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "dataset",
          "governance",
          "index"
        ],
        "country": "Africa-facing",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-MO-IBRAHIM-INDEX",
        "record_type": "dataset",
        "region": "africa-facing",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "governance",
          "state capability"
        ],
        "status": "starter_reference",
        "summary": "Governance index useful as one source, not a sovereign truth. Must be recalibrated against PASO capability/protection metrics.",
        "title": "Ibrahim Index of African Governance",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "institutional source",
          "law",
          "policy"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-AU-ARCHIVES",
        "record_type": "institutional_source",
        "region": "africa",
        "score": 70,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "treaties",
          "policy",
          "governance"
        ],
        "status": "starter_reference",
        "summary": "Official AU documents and decisions useful for legal/policy grounding, with political limitations noted.",
        "title": "African Union public documents",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "institutional source",
          "human rights",
          "law"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-HUB-ACHPR",
        "record_type": "institutional_source",
        "region": "africa",
        "score": 72,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "human rights",
          "law",
          "accountability"
        ],
        "status": "starter_reference",
        "summary": "Official human-rights documents useful for accountability, legal review and public protection.",
        "title": "African Commission on Human and Peoples' Rights documents",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "cybersecurity",
          "digital sovereignty",
          "cluster"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-AFRICAN-CYBERSECURITY",
        "record_type": "knowledge_cluster",
        "region": "africa___diaspora",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "cybersecurity",
          "data protection",
          "infrastructure"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for African cybersecurity, data protection, incident response and sovereign digital infrastructure references. Populate with verified journals, standards, CERTs and authors.",
        "title": "African cybersecurity sovereignty resources",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "quantum",
          "science",
          "cluster"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-QUANTUM-AFRICA",
        "record_type": "knowledge_cluster",
        "region": "africa___diaspora",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "quantum",
          "advanced computing",
          "physics"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for quantum science, advanced computing and African capability mapping. Requires verified institutions, labs and publications.",
        "title": "African quantum science and advanced computing resources",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "nanotech",
          "materials",
          "cluster"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-NANOTECH-AFRICA",
        "record_type": "knowledge_cluster",
        "region": "africa___diaspora",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "nanotechnology",
          "materials",
          "energy"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for nanotech and advanced materials. Requires publications, labs, patents and technology-transfer evidence.",
        "title": "African nanotechnology and advanced materials resources",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "energy",
          "infrastructure",
          "cluster"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-ENERGY-SOVEREIGNTY",
        "record_type": "knowledge_cluster",
        "region": "africa",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "energy",
          "grid",
          "productive capacity"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for productive energy, grid sovereignty, maintenance, storage and industrial power resources.",
        "title": "African energy sovereignty and productive power resources",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "decolonial studies",
          "Africana",
          "cluster"
        ],
        "country": "Africa / diaspora",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-DECOLONIAL-STUDIES",
        "record_type": "knowledge_cluster",
        "region": "africa___diaspora",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "decolonial theory",
          "education",
          "epistemology"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for decolonial studies, Africana thought, epistemology and educational repair.",
        "title": "Decolonial and African-centered studies resources",
        "updated_at": 1780258399,
        "visibility": "public"
      },
      {
        "alignment": "needs_review",
        "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.",
        "bibliography": [],
        "capture_risk_score": 50,
        "categories": [
          "health",
          "biobank",
          "genomics"
        ],
        "country": "Africa",
        "evidence_strength": 0,
        "flags": [],
        "media_refs": [],
        "overall_score": 50,
        "record_id": "KI-DOMAIN-HEALTH-BIOBANKS",
        "record_type": "knowledge_cluster",
        "region": "africa",
        "score": 55,
        "scores": {},
        "scoring_method": "neutral_default",
        "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.",
        "scoring_status": "source_needed",
        "source_anchors": [],
        "source_needs": [
          "official website or publisher page",
          "ISSN/ISBN/DOI/ORCID where applicable",
          "ownership/funding/governance statement where applicable",
          "representative article/book/video/transcript links",
          "correction/right-of-response record where relevant",
          "reviewer note before any high-risk alignment label is treated as public finding"
        ],
        "specialties": [
          "public health",
          "biosecurity",
          "data custody"
        ],
        "status": "starter_reference",
        "summary": "Starter cluster for African health sovereignty, biobanks, genomic data custody and benefit sharing.",
        "title": "Health, biobanks and genomic sovereignty resources",
        "updated_at": 1780258399,
        "visibility": "public"
      }
    ],
    "policy": {
      "protected_terms_rule": "Terms such as Françafrique-adjacent, NED-adjacent, Mossad/foreign-intelligence-adjacent, propaganda-linked, or capture-enabling must be treated as allegation/risk categories requiring documented source linkage, not casual labels.",
      "public_goal": "Make reliable African/decolonial information easier to find while identifying influence channels that may redirect grievance inward, normalize colonial harm, or weaken African capacity to define its own future.",
      "publication_boundary": "Alignment labels are evidence-state labels, not declarations of secret control, guilt, membership, sponsorship or intelligence affiliation. Risk-adjacent classifications require source anchors, review and correction pathway before public promotion.",
      "purpose": "Provide a backend-editable index for African, decolonial, Pan-African and Africa-relevant knowledge sources, outlets and influencers, including their observable usefulness for African liberation, protection and progress.",
      "schema": "paso-knowledge-index-policy-v1",
      "scoring_rule": "If AI/LLM scoring is unavailable, imported records receive neutral base scores and scoring_status='not_scored_yet'. AI/rules scores remain provisional until human review.",
      "title": "Bibliography, journals, outlets and influence-source index"
    },
    "schema": "paso-knowledge-index-v1",
    "scoring_dimensions": {
      "accessibility": "Open access, language accessibility, diaspora reach, public educational usability.",
      "african_liberation_relevance": "Contribution to African sovereignty, liberation, repair, epistemic independence or public capability.",
      "capability_transfer": "Evidence that the source builds local institutions, skills, tools, curricula or policy capability.",
      "capture_risk": "Risk that the outlet/actor/source normalizes imperial dependency, masks funding influence, redirects grievances inward, or shields harmful conduct.",
      "evidence_strength": "Strength of the source anchors supporting the assessment.",
      "source_quality": "Traceability, peer review, editorial discipline, archival quality, DOI/ISSN/ISBN/source stability."
    },
    "type_counts": {
      "dataset": 4,
      "digital_library": 3,
      "education_hub": 1,
      "foundational_method": 1,
      "foundational_reading": 11,
      "foundational_reference": 1,
      "influencer_template": 2,
      "institutional_source": 2,
      "journal": 24,
      "journal_index": 1,
      "knowledge_cluster": 6,
      "media_outlet": 11,
      "media_outlet_archive": 1,
      "open_access_portal": 1,
      "outlet": 5,
      "public_personality": 10,
      "publisher": 3,
      "research_institute": 1,
      "research_network": 1,
      "research_outlet": 1
    }
  },
  "leadership_portraits": [
    {
      "country": "RDC",
      "evidence": 62,
      "factors": [
        "G5",
        "G6",
        "G7",
        "G8",
        "G9",
        "G10"
      ],
      "id": "LP-DRC-TSHISEKEDI",
      "mandateScore": 48,
      "posture": "Prestige externe, dépendance contractuelle et affaiblissement des capacités vitales",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 91,
      "status": "Dossier sensible — preuves primaires et droit de réponse obligatoires",
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Présidence Tshisekedi / système présidentiel actuel"
    },
    {
      "country": "Kenya",
      "evidence": 58,
      "factors": [
        "G5",
        "G6",
        "G7",
        "G8",
        "G10"
      ],
      "id": "LP-KEN-SECURITY-DEALS",
      "mandateScore": 42,
      "posture": "Innovation réelle mais protection populaire sous risque de dépendance stratégique",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 77,
      "status": "Dossier sensible — clauses militaires et sanitaires à vérifier",
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Leadership kényan: sécurité extérieure, dette et santé publique"
    },
    {
      "country": "Burkina Faso",
      "evidence": 64,
      "factors": [
        "G5",
        "G6",
        "G7",
        "G10"
      ],
      "id": "LP-BF-TRAJECTORY",
      "mandateScore": 35,
      "posture": "Accélération souveraine sous forte contrainte sécuritaire",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 54,
      "status": "Profil trajectoire — progrès à sourcer et risques à maintenir visibles",
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Leadership de rupture souveraine burkinabè"
    },
    {
      "country": "Mali",
      "evidence": 61,
      "factors": [
        "G5",
        "G6",
        "G7",
        "G10"
      ],
      "id": "LP-ML-TRAJECTORY",
      "mandateScore": 35,
      "posture": "Autonomie stratégique croissante, institutions encore sous contrainte",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 57,
      "status": "Profil trajectoire — progrès à sourcer et risques à maintenir visibles",
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Leadership de rupture souveraine malien"
    },
    {
      "country": "Nigeria",
      "evidence": 66,
      "factors": [
        "G5",
        "G6",
        "G8",
        "G9",
        "G10"
      ],
      "id": "LP-NGA-FEDERAL",
      "mandateScore": 39,
      "posture": "Puissance potentielle sous contrainte sécuritaire, énergétique et fédérale",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 68,
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Leadership fédéral nigérian"
    },
    {
      "country": "Congo-Brazzaville",
      "evidence": 56,
      "factors": [
        "G1",
        "G2",
        "G3",
        "G6",
        "G9",
        "G10"
      ],
      "id": "LP-CG-BRAZZAVILLE",
      "mandateScore": 59,
      "posture": "Rente fermée, alternance verrouillée et auditabilité faible",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 82,
      "threshold": {
        "action": "Audit indépendant, mesures conservatoires, droit de réponse et suivi public.",
        "label": "Rupture grave du mandat de protection",
        "max": 69,
        "min": 50
      },
      "title": "Leadership de rente pétrolière et verrouillage institutionnel"
    },
    {
      "country": "Côte d’Ivoire",
      "evidence": 59,
      "factors": [
        "G2",
        "G6",
        "G7",
        "G8",
        "G10"
      ],
      "id": "LP-CI-GROWTH-CAPTURE",
      "mandateScore": 42,
      "posture": "Croissance visible mais souveraineté productive et politique à tester",
      "publicationReadiness": "internal_with_cautions",
      "riskScore": 64,
      "threshold": {
        "action": "Correction publique, audit ciblé et plan de remédiation.",
        "label": "Défaillance de gouvernance",
        "max": 49,
        "min": 25
      },
      "title": "Leadership ivoirien: croissance, dette et dépendance francophone"
    }
  ],
  "legal_and_method_disclaimer": {
    "anti_pressure_clause": "CSSP/Mfuma does not alter data, scores, dossiers or advisories because of political pressure, donor pressure, legal intimidation, prestige, rank, threats, personal connections or reputational discomfort. Only verifiable evidence, methodological error, source correction, right-of-reply evidence, or a documented change in the assessed entity's conduct can modify a score.",
    "correction_protocol": [
      "Identifier le score, la dimension, l'indicateur ou la phrase contestée.",
      "Fournir une source vérifiable: document, page, clause, lien officiel, rapport, audit, dataset, transcription ou témoignage admissible.",
      "Indiquer si la source soutient, contredit, nuance ou rend obsolète la donnée existante.",
      "Soumettre la réponse dans le workflow droit de réponse / correction.",
      "Un reviewer vérifie la source, met à jour le Claim Registry et explique l'impact sur le score.",
      "La publication change seulement après nouveau snapshot JSON signé et hashé."
    ],
    "data_protection": {
      "confidential": "raw evidence, legal strategy, internal risk notes, sensitive identities",
      "public": "methods, standards, redacted scores, public sources, non-sensitive advisories",
      "restricted": "draft analyses, reviewer notes, non-public source links, disputed data",
      "rule": "Personal data is minimised; sensitive data is compartmentalised; public outputs are redacted and source-protected.",
      "sealed": "witness identities, rape-victim records, life-threatening evidence, armed actor material, medical records"
    },
    "legal_basis": [
      {
        "instrument": "ICCPR Article 19",
        "scope_note": "subject to lawful restrictions and rights of others",
        "use": "freedom to seek, receive and impart information and ideas; used as international freedom-of-expression frame"
      },
      {
        "instrument": "African Charter on Human and Peoples' Rights Article 9",
        "scope_note": "applied with duties toward others, common interest and source protection",
        "use": "right to receive information and express/disseminate opinions within the law; African legal-cultural anchor"
      },
      {
        "instrument": "European Convention on Human Rights Article 10",
        "scope_note": "balanced against reputation, national security, confidentiality and privacy",
        "use": "freedom of expression, including public-interest debate, when European jurisdiction or hosting applies"
      },
      {
        "instrument": "GDPR / data-protection principles",
        "scope_note": "sensitive personal data must remain restricted, confidential or sealed unless a lawful basis exists",
        "use": "data minimisation, purpose limitation, accuracy, security, confidentiality, retention control and rights handling"
      },
      {
        "instrument": "Right of reply / correction principles",
        "scope_note": "right of reply is not a right to erase documented public-interest facts",
        "use": "procedural fairness: entities can submit contrary evidence and corrections without controlling the scoring method"
      },
      {
        "instrument": "Public-interest research, journalism and civic documentation principles",
        "scope_note": "does not protect fabrication, defamation, harassment, doxxing or reckless publication",
        "use": "protects documentation of matters of public interest when performed responsibly, proportionately and with source protection"
      }
    ],
    "limits": [
      "The platform is not a court and does not issue criminal verdicts.",
      "The platform can be wrong when sources are incomplete; therefore every score has evidence strength, missing evidence and correction workflow.",
      "No disclaimer prevents lawful court orders or valid regulatory obligations; the protection comes from accuracy, traceability, proportionality, data minimisation and public-interest purpose.",
      "Malicious uploads, doxxing, fake evidence, defamation traps and witness exposure are prohibited and may be blocked or preserved only as security evidence."
    ],
    "non_malice_clause": "The platform does not aim to discredit persons or institutions. It measures publicly relevant patterns of action, publication, funding, contracts, outputs, and capability effects from an African sovereignty perspective. A politically costly result is not malicious when it is evidence-linked, method-based, reproducible and open to response.",
    "principles": [
      "IA assistée, jamais autorité finale: l'IA propose, les humains vérifient, le JSON signé publie.",
      "Human curated: toute publication sensible exige revue humaine, droit de réponse lorsque nécessaire, et traçabilité.",
      "Community maintained: citoyens, chercheurs, institutions, rapporteurs et contributeurs peuvent signaler et documenter, mais pas modifier la vérité publiée sans preuve.",
      "Right of reply: toute entité évaluée peut répondre, corriger, produire des sources ou demander réexamen.",
      "No evidence, no change: les scores ne changent pas sous pression politique, intimidation, menace juridique abusive, réputation, proximité personnelle ou simple désaccord.",
      "Evidence chain only: correction possible uniquement par documents, audits, sources primaires, pages/clauses/timecodes, témoignages protégés, contre-preuves et revue contradictoire.",
      "Open method: définitions, seuils, poids, standards, versions et incertitudes doivent être publics, sauf éléments protégés pour sécurité ou confidentialité.",
      "No malicious intent: le but est d'informer, mesurer et protéger les capacités souveraines africaines, même lorsque les résultats sont politiquement coûteux.",
      "No personalisation of disputes: les contributeurs, analystes et mainteneurs ne sont pas responsables des faits publiés par les entités évaluées; le différend doit viser les données, sources et méthodes.",
      "Decentralized protection: la plateforme sépare public, restreint, confidentiel, scellé et vital pour protéger sources, témoins et preuves."
    ],
    "schema": "cssp-legal-method-disclaimer-v1",
    "short_notice": "CSSP/Mfuma est une plateforme fondée sur l'IA, curée par des humains, maintenue par la communauté et soumise au droit de réponse. Les scores ne sont pas des jugements personnels: ils décrivent des patterns documentés selon des méthodes publiques, auditées et reproductibles.",
    "title": "Avis méthodologique, droit de réponse et protection contre la pression"
  },
  "legal_review_queue_template": {
    "minimum_publication_conditions": [
      "source-linked evidence",
      "evidence classification",
      "uncertainty statement",
      "public-interest justification",
      "redaction/source-protection check",
      "right-of-response/correction path",
      "reviewer approval",
      "legal-risk note"
    ],
    "risk_categories": [
      "terrorism-support or sponsorship claims",
      "child/survivor abuse patterns",
      "military-base immunity and impunity",
      "named hostile-country adverse finding",
      "named non-state adverse finding",
      "impeachment/high-treason/capability-compromise case",
      "biobank/genomic sovereignty or health-risk claim",
      "private military/security contractor allegation",
      "foreign-intelligence-adjacent or NED/Françafrique/Mossad-adjacent classification"
    ],
    "schema": "paso-legal-review-queue-v1"
  },
  "localization_policy": {
    "guardrails": [
      "Never translate sealed or confidential source identities into public outputs.",
      "Method terms such as Nsiku, Nzola and Bisalu must retain doctrinal definitions, not loose equivalents."
    ],
    "languages": [
      "fr",
      "en",
      "ln",
      "kg",
      "sw",
      "ha",
      "yo",
      "am",
      "pt",
      "ar"
    ],
    "priority_content": [
      "public summaries",
      "score explanations",
      "right-of-reply notice",
      "missing-evidence requests",
      "advisories",
      "methodology summaries"
    ],
    "standard": "CSSP-LANG-1",
    "title": "Deep African localization",
    "workflow": "AI translation draft -> native/community reviewer -> public language snapshot -> hash and version"
  },
  "media_landscape": {
    "alignment_types": [
      "pan_african_or_african_public_interest",
      "african_independent_investigative",
      "state_public_broadcaster",
      "state_aligned_or_ruling_party_adjacent",
      "western_public_broadcaster",
      "western_corporate_global",
      "french_state_or_francophone_institutional",
      "gulf_state_or_gulf_corporate",
      "russian_state_or_state_adjacent",
      "chinese_state_or_state_adjacent",
      "global_wire_service",
      "business_financial_media",
      "diaspora_black_public_interest",
      "fact_checking_method",
      "academic_policy_media",
      "social_platform_or_influencer_network"
    ],
    "count": 51,
    "disclaimer": "Media records do not imply affiliation with PASO. They are editable and must be corrected through sources, transcripts, funding/ownership data and response records.",
    "items": [
      {
        "alignment_type": "global_wire_service",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Global",
        "evidence_state": "source_linked",
        "evidence_strength": 68,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 92,
        "media_id": "MEDIA-REUTERS-AFRICA",
        "metrics": {
          "african_source_density": 51,
          "correction_discipline": 76,
          "narrative_capture_risk": 54,
          "ownership_transparency": 68,
          "public_influence": 92,
          "sovereignty_framing_quality": 46
        },
        "name": "Reuters Africa coverage",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Global wire service. Often useful for event chronology; assess source framing, ownership and geopolitical selection effects.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "alignment_type": "global_wire_service",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "France / global",
        "evidence_state": "source_linked",
        "evidence_strength": 64,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 90,
        "media_id": "MEDIA-AFP-AFRICA",
        "metrics": {
          "african_source_density": 39,
          "correction_discipline": 72,
          "narrative_capture_risk": 66,
          "ownership_transparency": 64,
          "public_influence": 90,
          "sovereignty_framing_quality": 34
        },
        "name": "AFP Africa coverage",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "French-origin wire service with broad Africa reach. Evaluate France-related conflict-of-interest and framing.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "alignment_type": "western_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "UK",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 90,
        "media_id": "MEDIA-BBC-AFRICA",
        "metrics": {
          "african_source_density": 43,
          "correction_discipline": 70,
          "narrative_capture_risk": 62,
          "ownership_transparency": 62,
          "public_influence": 90,
          "sovereignty_framing_quality": 38
        },
        "name": "BBC Africa",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "UK public broadcaster Africa service. Evaluate quality reporting against colonial-media asymmetry, ownership and editorial priorities.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "alignment_type": "global_wire_service",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "United States / global",
        "evidence_state": "source_linked",
        "evidence_strength": 64,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 88,
        "media_id": "MEDIA-AP-AFRICA",
        "metrics": {
          "african_source_density": 49,
          "correction_discipline": 72,
          "narrative_capture_risk": 56,
          "ownership_transparency": 64,
          "public_influence": 88,
          "sovereignty_framing_quality": 44
        },
        "name": "Associated Press Africa coverage",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Global wire service. Useful but requires source diversity and context audit.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "alignment_type": "french_state_or_francophone_institutional",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "France",
        "evidence_state": "source_linked",
        "evidence_strength": 60,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 88,
        "media_id": "MEDIA-RFI",
        "metrics": {
          "african_source_density": 33,
          "correction_discipline": 68,
          "narrative_capture_risk": 72,
          "ownership_transparency": 60,
          "public_influence": 88,
          "sovereignty_framing_quality": 28
        },
        "name": "RFI",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "French public international broadcaster. Strong influence; sovereignty trust depends on editorial independence, colonial-history framing and correction behavior.",
        "trust_index": 28,
        "visibility": "public"
      },
      {
        "alignment_type": "gulf_state_or_gulf_corporate",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Qatar / global",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 88,
        "media_id": "MEDIA-ALJAZEERA",
        "metrics": {
          "african_source_density": 45,
          "correction_discipline": 66,
          "narrative_capture_risk": 60,
          "ownership_transparency": 58,
          "public_influence": 88,
          "sovereignty_framing_quality": 40
        },
        "name": "Al Jazeera",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Qatar-funded global media. Often provides Global South coverage; assess state alignment, Gulf labor/security blind spots and correction behavior.",
        "trust_index": 40,
        "visibility": "public"
      },
      {
        "alignment_type": "western_corporate_global",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "United States / global",
        "evidence_state": "source_linked",
        "evidence_strength": 52,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 88,
        "media_id": "MEDIA-CNN-AFRICA",
        "metrics": {
          "african_source_density": 37,
          "correction_discipline": 60,
          "narrative_capture_risk": 68,
          "ownership_transparency": 52,
          "public_influence": 88,
          "sovereignty_framing_quality": 32
        },
        "name": "CNN Africa coverage",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Global corporate broadcaster. Evaluate crisis framing, source diversity, corporate/state proximity and Africa-context depth.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "alignment_type": "french_state_or_francophone_institutional",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "France",
        "evidence_state": "source_linked",
        "evidence_strength": 60,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 86,
        "media_id": "MEDIA-FRANCE24",
        "metrics": {
          "african_source_density": 33,
          "correction_discipline": 68,
          "narrative_capture_risk": 72,
          "ownership_transparency": 60,
          "public_influence": 86,
          "sovereignty_framing_quality": 28
        },
        "name": "France 24",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "French public international television. Evaluate framing of Sahel, CFA, migration, security and former colonies.",
        "trust_index": 28,
        "visibility": "public"
      },
      {
        "alignment_type": "french_state_or_francophone_institutional",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "France / Francophone Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 78,
        "media_id": "MEDIA-JEUNE-AFRIQUE",
        "metrics": {
          "african_source_density": 39,
          "correction_discipline": 54,
          "narrative_capture_risk": 66,
          "ownership_transparency": 46,
          "public_influence": 78,
          "sovereignty_framing_quality": 34
        },
        "name": "Jeune Afrique",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Influential francophone Africa publication. Evaluate ownership, elite networks, France-Africa framing, correction behavior and African source density.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "alignment_type": "state_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "United States",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 76,
        "media_id": "MEDIA-VOA-AFRICA",
        "metrics": {
          "african_source_density": 35,
          "correction_discipline": 66,
          "narrative_capture_risk": 70,
          "ownership_transparency": 58,
          "public_influence": 76,
          "sovereignty_framing_quality": 30
        },
        "name": "Voice of America Africa",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "US state-funded international broadcaster. Evaluate US foreign-policy blind spots and editorial independence safeguards.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Kenya / East Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 54,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 74,
        "media_id": "MEDIA-NATION-KENYA",
        "metrics": {
          "african_source_density": 57,
          "correction_discipline": 62,
          "narrative_capture_risk": 48,
          "ownership_transparency": 54,
          "public_influence": 74,
          "sovereignty_framing_quality": 52
        },
        "name": "Nation Media Group",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Major East African media group. Evaluate ownership, state pressure, regional reach and correction behavior.",
        "trust_index": 52,
        "visibility": "public"
      },
      {
        "alignment_type": "western_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "UK / Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 72,
        "media_id": "MEDIA-BBC-AFRICA-EYE",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 70,
          "narrative_capture_risk": 52,
          "ownership_transparency": 62,
          "public_influence": 72,
          "sovereignty_framing_quality": 48
        },
        "name": "BBC Africa Eye",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Investigative unit. Can produce useful evidence; still requires audit of editorial ownership, topic selection and correction discipline.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "western_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Germany",
        "evidence_state": "source_linked",
        "evidence_strength": 56,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 72,
        "media_id": "MEDIA-DW-AFRICA",
        "metrics": {
          "african_source_density": 43,
          "correction_discipline": 64,
          "narrative_capture_risk": 62,
          "ownership_transparency": 56,
          "public_influence": 72,
          "sovereignty_framing_quality": 38
        },
        "name": "DW Africa",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "German public international broadcaster. Evaluate Africa framing, migration/development narratives and correction behavior.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "alignment_type": "chinese_state_or_state_adjacent",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "China",
        "evidence_state": "source_linked",
        "evidence_strength": 52,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 70,
        "media_id": "MEDIA-CGTN-AFRICA",
        "metrics": {
          "african_source_density": 35,
          "correction_discipline": 60,
          "narrative_capture_risk": 70,
          "ownership_transparency": 52,
          "public_influence": 70,
          "sovereignty_framing_quality": 30
        },
        "name": "CGTN Africa",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Chinese state-linked broadcaster. Evaluate infrastructure/debt framing, state alignment and source diversity.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "alignment_type": "business_financial_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Pan-African / Paris-London",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 70,
        "media_id": "MEDIA-AFRICA-REPORT",
        "metrics": {
          "african_source_density": 49,
          "correction_discipline": 50,
          "narrative_capture_risk": 56,
          "ownership_transparency": 42,
          "public_influence": 70,
          "sovereignty_framing_quality": 44
        },
        "name": "The Africa Report",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Africa-focused business/politics publication. Evaluate ownership, elite access, francophone/Anglophone balance and sovereignty framing.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "alignment_type": "state_aligned_or_ruling_party_adjacent",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Kenya",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 70,
        "media_id": "MEDIA-CITIZEN-TV",
        "metrics": {
          "african_source_density": 47,
          "correction_discipline": 50,
          "narrative_capture_risk": 58,
          "ownership_transparency": 42,
          "public_influence": 70,
          "sovereignty_framing_quality": 42
        },
        "name": "Citizen TV / Royal Media Services",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Influential Kenyan broadcaster. Alignment assessment requires ownership, political economy and content review.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "South Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 68,
        "media_id": "MEDIA-MAIL-GUARDIAN",
        "metrics": {
          "african_source_density": 63,
          "correction_discipline": 66,
          "narrative_capture_risk": 42,
          "ownership_transparency": 58,
          "public_influence": 68,
          "sovereignty_framing_quality": 58
        },
        "name": "Mail & Guardian",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "South African public-interest media. Evaluate ownership, labor, correction behavior and regional coverage.",
        "trust_index": 58,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "South Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 68,
        "media_id": "MEDIA-DAILY-MAVERICK",
        "metrics": {
          "african_source_density": 61,
          "correction_discipline": 66,
          "narrative_capture_risk": 44,
          "ownership_transparency": 58,
          "public_influence": 68,
          "sovereignty_framing_quality": 56
        },
        "name": "Daily Maverick",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "South African investigative/public-interest media. Evaluate funding, corrections and sovereign-risk framing.",
        "trust_index": 56,
        "visibility": "public"
      },
      {
        "alignment_type": "russian_state_or_state_adjacent",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Russia",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 68,
        "media_id": "MEDIA-RT-AFRICA",
        "metrics": {
          "african_source_density": 31,
          "correction_discipline": 56,
          "narrative_capture_risk": 74,
          "ownership_transparency": 48,
          "public_influence": 68,
          "sovereignty_framing_quality": 26
        },
        "name": "RT / Russia-linked Africa coverage",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Russia-linked state media ecosystem. Evaluate anti-Western framing against actual African capability transfer and propaganda risk.",
        "trust_index": 26,
        "visibility": "public"
      },
      {
        "alignment_type": "academic_policy_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "UK",
        "evidence_state": "source_linked",
        "evidence_strength": 54,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 66,
        "media_id": "MEDIA-CHATHAM-AFRICA",
        "metrics": {
          "african_source_density": 39,
          "correction_discipline": 62,
          "narrative_capture_risk": 66,
          "ownership_transparency": 54,
          "public_influence": 66,
          "sovereignty_framing_quality": 34
        },
        "name": "Chatham House Africa Programme",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Policy-think-tank media/research node. Assess funding, elite-policy alignment and African sovereignty framing.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "alignment_type": "state_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "DRC / UN-supported",
        "evidence_state": "source_linked",
        "evidence_strength": 54,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 66,
        "media_id": "MEDIA-RADIO-OKAPI",
        "metrics": {
          "african_source_density": 51,
          "correction_discipline": 62,
          "narrative_capture_risk": 54,
          "ownership_transparency": 54,
          "public_influence": 66,
          "sovereignty_framing_quality": 46
        },
        "name": "Radio Okapi",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "DRC radio with UN-supported history. Useful information channel; evaluate UN framing and public-interest reach.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Nigeria / diaspora",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 66,
        "media_id": "MEDIA-SAHARA-REPORTERS",
        "metrics": {
          "african_source_density": 51,
          "correction_discipline": 54,
          "narrative_capture_risk": 54,
          "ownership_transparency": 46,
          "public_influence": 66,
          "sovereignty_framing_quality": 46
        },
        "name": "Sahara Reporters",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Diaspora-linked Nigerian investigative outlet. Evaluate evidence quality, correction behavior and political framing.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Nigeria",
        "evidence_state": "source_linked",
        "evidence_strength": 54,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-PREMIUM-TIMES",
        "metrics": {
          "african_source_density": 63,
          "correction_discipline": 62,
          "narrative_capture_risk": 42,
          "ownership_transparency": 54,
          "public_influence": 62,
          "sovereignty_framing_quality": 58
        },
        "name": "Premium Times",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Nigerian investigative/public-interest outlet. Evaluate ownership, correction and public accountability record.",
        "trust_index": 58,
        "visibility": "public"
      },
      {
        "alignment_type": "academic_policy_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "UK / Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 50,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-AFRICAN-ARGUMENTS",
        "metrics": {
          "african_source_density": 49,
          "correction_discipline": 58,
          "narrative_capture_risk": 56,
          "ownership_transparency": 50,
          "public_influence": 62,
          "sovereignty_framing_quality": 44
        },
        "name": "African Arguments",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Africa policy/commentary platform. Evaluate African author density, funding and editorial orientation.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "alignment_type": "russian_state_or_state_adjacent",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Russia",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-SPUTNIK-AFRICA",
        "metrics": {
          "african_source_density": 31,
          "correction_discipline": 56,
          "narrative_capture_risk": 74,
          "ownership_transparency": 48,
          "public_influence": 62,
          "sovereignty_framing_quality": 26
        },
        "name": "Sputnik Africa",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Russia-linked media outlet. Assess source quality, narrative agenda and correction behavior.",
        "trust_index": 26,
        "visibility": "public"
      },
      {
        "alignment_type": "state_aligned_or_ruling_party_adjacent",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Uganda",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-NEW-VISION",
        "metrics": {
          "african_source_density": 37,
          "correction_discipline": 56,
          "narrative_capture_risk": 68,
          "ownership_transparency": 48,
          "public_influence": 62,
          "sovereignty_framing_quality": 32
        },
        "name": "New Vision",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Ugandan state-linked media profile. Assess state alignment and correction behavior.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "alignment_type": "state_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Türkiye",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-TRT-AFRIKA",
        "metrics": {
          "african_source_density": 39,
          "correction_discipline": 54,
          "narrative_capture_risk": 66,
          "ownership_transparency": 46,
          "public_influence": 62,
          "sovereignty_framing_quality": 34
        },
        "name": "TRT Afrika",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Turkey-linked public broadcaster. Evaluate soft-power aims, African source density and security/economic framing.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Kenya",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 62,
        "media_id": "MEDIA-STANDARD-KENYA",
        "metrics": {
          "african_source_density": 55,
          "correction_discipline": 54,
          "narrative_capture_risk": 50,
          "ownership_transparency": 46,
          "public_influence": 62,
          "sovereignty_framing_quality": 50
        },
        "name": "The Standard Kenya",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Kenyan media house. Starter profile for ownership, state pressure and editorial independence.",
        "trust_index": 50,
        "visibility": "public"
      },
      {
        "alignment_type": "fact_checking_method",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Pan-African",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 60,
        "media_id": "MEDIA-AFRICA-CHECK",
        "metrics": {
          "african_source_density": 61,
          "correction_discipline": 66,
          "narrative_capture_risk": 44,
          "ownership_transparency": 58,
          "public_influence": 60,
          "sovereignty_framing_quality": 56
        },
        "name": "Africa Check",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Fact-checking organization. Evaluate method transparency, funding and correction practice.",
        "trust_index": 56,
        "visibility": "public"
      },
      {
        "alignment_type": "business_financial_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "East Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 60,
        "media_id": "MEDIA-THE-EASTAFRICAN",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 56,
          "narrative_capture_risk": 52,
          "ownership_transparency": 48,
          "public_influence": 60,
          "sovereignty_framing_quality": 48
        },
        "name": "The EastAfrican",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Regional business/policy media. Evaluate elite framing, ownership and regional sovereignty coverage.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "pan_african_or_african_public_interest",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Pan-African / UK",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 60,
        "media_id": "MEDIA-NEW-AFRICAN",
        "metrics": {
          "african_source_density": 59,
          "correction_discipline": 54,
          "narrative_capture_risk": 46,
          "ownership_transparency": 46,
          "public_influence": 60,
          "sovereignty_framing_quality": 54
        },
        "name": "New African",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Pan-African magazine. Evaluate editorial independence, source diversity and sovereignty framing.",
        "trust_index": 54,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Nigeria",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 58,
        "media_id": "MEDIA-THE-CABLE",
        "metrics": {
          "african_source_density": 57,
          "correction_discipline": 54,
          "narrative_capture_risk": 48,
          "ownership_transparency": 46,
          "public_influence": 58,
          "sovereignty_framing_quality": 52
        },
        "name": "TheCable",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Nigerian online newspaper. Starter profile for ownership and evidence review.",
        "trust_index": 52,
        "visibility": "public"
      },
      {
        "alignment_type": "business_financial_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Nigeria",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 58,
        "media_id": "MEDIA-BUSINESSDAY-NG",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 54,
          "narrative_capture_risk": 52,
          "ownership_transparency": 46,
          "public_influence": 58,
          "sovereignty_framing_quality": 48
        },
        "name": "BusinessDay Nigeria",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Business media. Evaluate economic framing, ownership and public-interest coverage.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Uganda",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 58,
        "media_id": "MEDIA-MONITOR-UGANDA",
        "metrics": {
          "african_source_density": 55,
          "correction_discipline": 54,
          "narrative_capture_risk": 50,
          "ownership_transparency": 46,
          "public_influence": 58,
          "sovereignty_framing_quality": 50
        },
        "name": "Daily Monitor",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Ugandan media outlet. Evaluate state pressure, ownership and rights coverage.",
        "trust_index": 50,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Jamaica",
        "evidence_state": "source_linked",
        "evidence_strength": 46,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 58,
        "media_id": "MEDIA-JAMAICA-GLEANER",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 54,
          "narrative_capture_risk": 52,
          "ownership_transparency": 46,
          "public_influence": 58,
          "sovereignty_framing_quality": 48
        },
        "name": "The Gleaner",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Jamaican newspaper. Evaluate reparations, Caribbean sovereignty, ownership and correction behavior.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "DRC",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 58,
        "media_id": "MEDIA-ACTUALITE-CD",
        "metrics": {
          "african_source_density": 55,
          "correction_discipline": 50,
          "narrative_capture_risk": 50,
          "ownership_transparency": 42,
          "public_influence": 58,
          "sovereignty_framing_quality": 50
        },
        "name": "Actualite.cd",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "DRC online media. Evaluate ownership, conflict/mining coverage and correction behavior.",
        "trust_index": 50,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "DRC",
        "evidence_state": "starter_profile",
        "evidence_strength": 40,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 56,
        "media_id": "MEDIA-TOP-CONGO",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 48,
          "narrative_capture_risk": 52,
          "ownership_transparency": 40,
          "public_influence": 56,
          "sovereignty_framing_quality": 48
        },
        "name": "Top Congo FM",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "DRC broadcaster. Starter profile for ownership, political pressure and public-interest coverage.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "business_financial_media",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Jamaica",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 54,
        "media_id": "MEDIA-JAMAICA-OBSERVER",
        "metrics": {
          "african_source_density": 49,
          "correction_discipline": 50,
          "narrative_capture_risk": 56,
          "ownership_transparency": 42,
          "public_influence": 54,
          "sovereignty_framing_quality": 44
        },
        "name": "Jamaica Observer",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Jamaican media. Starter profile for ownership and public-interest coverage.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "DRC",
        "evidence_state": "starter_profile",
        "evidence_strength": 36,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 54,
        "media_id": "MEDIA-7SUR7",
        "metrics": {
          "african_source_density": 49,
          "correction_discipline": 44,
          "narrative_capture_risk": 56,
          "ownership_transparency": 36,
          "public_influence": 54,
          "sovereignty_framing_quality": 44
        },
        "name": "7sur7.cd",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "DRC online media. Requires ownership/framing/correction evidence.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "South Africa",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 52,
        "media_id": "MEDIA-AMABHUNGANE",
        "metrics": {
          "african_source_density": 69,
          "correction_discipline": 70,
          "narrative_capture_risk": 36,
          "ownership_transparency": 62,
          "public_influence": 52,
          "sovereignty_framing_quality": 64
        },
        "name": "amaBhungane",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Investigative journalism unit. Evaluate evidence quality, funding transparency and legal resilience.",
        "trust_index": 64,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Haiti",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 50,
        "media_id": "MEDIA-HAITI-AYIBOPOST",
        "metrics": {
          "african_source_density": 61,
          "correction_discipline": 56,
          "narrative_capture_risk": 44,
          "ownership_transparency": 48,
          "public_influence": 50,
          "sovereignty_framing_quality": 56
        },
        "name": "AyiboPost",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Haitian investigative/public-interest outlet. Relevant to reparations, governance and crisis reporting.",
        "trust_index": 56,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Sudan / diaspora",
        "evidence_state": "starter_profile",
        "evidence_strength": 44,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 50,
        "media_id": "MEDIA-SUDAN-TRIBUNE",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 52,
          "narrative_capture_risk": 52,
          "ownership_transparency": 44,
          "public_influence": 50,
          "sovereignty_framing_quality": 48
        },
        "name": "Sudan Tribune",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Sudan-focused outlet. Evaluate conflict sourcing, diaspora role and correction behavior.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Trinidad and Tobago",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 50,
        "media_id": "MEDIA-TRINIDAD-EXPRESS",
        "metrics": {
          "african_source_density": 51,
          "correction_discipline": 50,
          "narrative_capture_risk": 54,
          "ownership_transparency": 42,
          "public_influence": 50,
          "sovereignty_framing_quality": 46
        },
        "name": "Trinidad Express",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Caribbean media profile. Evaluate public accountability and regional integration coverage.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "alignment_type": "pan_african_or_african_public_interest",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Pan-African / diaspora",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 48,
        "media_id": "MEDIA-PAMBAZUKA",
        "metrics": {
          "african_source_density": 67,
          "correction_discipline": 56,
          "narrative_capture_risk": 38,
          "ownership_transparency": 48,
          "public_influence": 48,
          "sovereignty_framing_quality": 62
        },
        "name": "Pambazuka News",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Pan-African social-justice platform. Evaluate continuity, sourcing and public-interest contribution.",
        "trust_index": 62,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Ethiopia",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 48,
        "media_id": "MEDIA-ADDIS-STANDARD",
        "metrics": {
          "african_source_density": 57,
          "correction_discipline": 56,
          "narrative_capture_risk": 48,
          "ownership_transparency": 48,
          "public_influence": 48,
          "sovereignty_framing_quality": 52
        },
        "name": "Addis Standard",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Ethiopian current-affairs outlet. Evaluate conflict framing, state pressure and correction behavior.",
        "trust_index": 52,
        "visibility": "public"
      },
      {
        "alignment_type": "state_public_broadcaster",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Caribbean regional",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 48,
        "media_id": "MEDIA-CARICOM-TODAY",
        "metrics": {
          "african_source_density": 57,
          "correction_discipline": 56,
          "narrative_capture_risk": 48,
          "ownership_transparency": 48,
          "public_influence": 48,
          "sovereignty_framing_quality": 52
        },
        "name": "CARICOM Today",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Regional institutional communication outlet. Useful for official records, not independent adversarial reporting.",
        "trust_index": 52,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Ethiopia",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 48,
        "media_id": "MEDIA-ETHIOPIAN-REPORTER",
        "metrics": {
          "african_source_density": 53,
          "correction_discipline": 50,
          "narrative_capture_risk": 52,
          "ownership_transparency": 42,
          "public_influence": 48,
          "sovereignty_framing_quality": 48
        },
        "name": "The Reporter Ethiopia",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Ethiopian outlet. Starter ownership/framing review profile.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Barbados",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 48,
        "media_id": "MEDIA-BARBADOS-NATION",
        "metrics": {
          "african_source_density": 51,
          "correction_discipline": 50,
          "narrative_capture_risk": 54,
          "ownership_transparency": 42,
          "public_influence": 48,
          "sovereignty_framing_quality": 46
        },
        "name": "Nation News Barbados",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Barbadian media profile. Evaluate reparations, regional affairs and correction behavior.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "alignment_type": "diaspora_black_public_interest",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "United States / diaspora",
        "evidence_state": "starter_profile",
        "evidence_strength": 44,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 46,
        "media_id": "MEDIA-BLACK-AGENDA-REPORT",
        "metrics": {
          "african_source_density": 61,
          "correction_discipline": 52,
          "narrative_capture_risk": 44,
          "ownership_transparency": 44,
          "public_influence": 46,
          "sovereignty_framing_quality": 56
        },
        "name": "Black Agenda Report",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Black radical/diaspora analysis outlet. Evaluate sourcing, ideological orientation and usefulness for anti-imperial analysis.",
        "trust_index": 56,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "Egypt",
        "evidence_state": "source_linked",
        "evidence_strength": 52,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 44,
        "media_id": "MEDIA-MADAMASR",
        "metrics": {
          "african_source_density": 61,
          "correction_discipline": 60,
          "narrative_capture_risk": 44,
          "ownership_transparency": 52,
          "public_influence": 44,
          "sovereignty_framing_quality": 56
        },
        "name": "Mada Masr",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Independent Egyptian outlet. Evaluate state pressure, evidence rigor and regional coverage.",
        "trust_index": 56,
        "visibility": "public"
      },
      {
        "alignment_type": "african_independent_investigative",
        "correction_pathway": "Corrections, source packs, ownership/funding records, transcripts and representative coverage samples can update this media profile through backend review.",
        "country_or_base": "North Africa",
        "evidence_state": "starter_profile",
        "evidence_strength": 34,
        "flags": [
          "starter media profile",
          "alignment requires ownership/funding/editorial evidence before strong public claims"
        ],
        "influence_score": 42,
        "media_id": "MEDIA-MOSAIC-NORTH-AFRICA",
        "metrics": {
          "african_source_density": 50,
          "correction_discipline": 42,
          "narrative_capture_risk": 55,
          "ownership_transparency": 34,
          "public_influence": 42,
          "sovereignty_framing_quality": 45
        },
        "name": "North Africa independent media cluster",
        "source_anchors": [],
        "source_needs": [
          "ownership/funding record",
          "editorial standards/corrections page",
          "representative Africa coverage sample",
          "right-of-response/correction record where relevant",
          "video/transcript URLs where claims are broadcast"
        ],
        "status": "published",
        "summary": "Cluster placeholder for Morocco/Algeria/Tunisia/Libya independent outlets. Replace with named records after source review.",
        "trust_index": 45,
        "visibility": "public"
      }
    ],
    "policy": {
      "alignment_definition": "Alignment is an observed editorial/institutional orientation to be verified through ownership, funding, editorial record, correction behavior, source diversity and repeated framing. It is not a claim of secret control or bad faith.",
      "purpose": "Track media ecosystems relevant to Africa without confusing ownership, editorial orientation, source quality and public-interest impact.",
      "schema": "paso-media-landscape-policy-v1",
      "score_rule": "Trust/sovereignty score rises with transparent ownership, African source density, correction discipline, investigative rigor, protection of civilians, and demonstrated willingness to publish evidence against powerful actors including funders or allied governments.",
      "warning": "Media records do not imply affiliation with PASO. They are editable and must be corrected through sources, transcripts, funding/ownership data and response records."
    },
    "schema": "paso-media-landscape-v1"
  },
  "media_library": {
    "count": 4,
    "items": [
      {
        "alignment": "recommended_source",
        "language": "en",
        "media_id": "ML-AFRICARXIV-INTRO",
        "media_type": "link",
        "score": 75,
        "status": "published",
        "summary": "Portal link to AfricArXiv. Use for African research visibility and open-science source discovery.",
        "tags": [
          "AfricArXiv",
          "repository",
          "open access"
        ],
        "theme": "open science",
        "title": "AfricArXiv introduction and repository guidance",
        "url": "https://info.africarxiv.org/",
        "visibility": "public"
      },
      {
        "alignment": "recommended_source",
        "language": "en",
        "media_id": "ML-AJOL-PORTAL",
        "media_type": "link",
        "score": 74,
        "status": "published",
        "summary": "Portal for discovering African journals. Individual journals require separate review.",
        "tags": [
          "AJOL",
          "African journals",
          "bibliography"
        ],
        "theme": "journals",
        "title": "AJOL African journal discovery portal",
        "url": "https://www.ajol.info/",
        "visibility": "public"
      },
      {
        "alignment": "recommended_needs_url",
        "language": "fr",
        "media_id": "ML-TUMOKINA-HUB",
        "media_type": "link",
        "score": 80,
        "status": "needs_url",
        "summary": "Placeholder for Tumokina as a sovereign African research hub. Add verified public URL, videos, tutorials, publications and project pages.",
        "tags": [
          "Tumokina",
          "USK",
          "CENA",
          "sovereign science"
        ],
        "theme": "sovereign research",
        "title": "Tumokina sovereign research hub placeholder",
        "url": "",
        "visibility": "public"
      },
      {
        "alignment": "mixed_requires_corpus_review",
        "language": "en",
        "media_id": "ML-CONVERSATION-AFRICA",
        "media_type": "link",
        "score": 55,
        "status": "starter_reference",
        "summary": "Use for accessible scholarship; score by African authorship, source density, editorial framing and correction discipline.",
        "tags": [
          "media",
          "research communication",
          "Africa"
        ],
        "theme": "public scholarship",
        "title": "The Conversation Africa source page",
        "url": "https://theconversation.com/africa",
        "visibility": "public"
      }
    ],
    "policy": "Media records are source-discovery aids, not endorsements. Alignment and risk require evidence, corpus review and correction pathway.",
    "purpose": "Populate links, videos, transcripts and public learning material by theme, tag, language, source and alignment state.",
    "schema": "paso-media-library-v71",
    "theme_counts": {
      "journals": 1,
      "open science": 1,
      "public scholarship": 1,
      "sovereign research": 1
    },
    "title": "Media library / Bibliothèque média"
  },
  "methodology_pack": {
    "items": [
      {
        "anti_bias": "Small or sanctioned states are not automatically punished when popular reserve, institutional repair or sovereign acceleration is visible.",
        "dimensions": [
          "stock of capability",
          "trajectory",
          "resilience",
          "evidence strength",
          "popular reserve separated from state score"
        ],
        "id": "method-state-capability",
        "outputs": [
          "state dashboard",
          "country pack",
          "policy brief"
        ],
        "purpose": "Measure public capability, trajectory and resilience without confusing state performance with popular reserve.",
        "title": "State sovereign capability score"
      },
      {
        "anti_bias": "Well-funded institutions are not inflated by prestige alone. Less-funded structures are not penalized when they build real capability.",
        "dimensions": [
          "architecture building",
          "field defining contribution",
          "useful output",
          "capability transfer",
          "public-service impact",
          "evidence strength"
        ],
        "id": "method-university-fitness",
        "outputs": [
          "university ranking",
          "specialty view",
          "evidence needs"
        ],
        "purpose": "Measure civilizational contribution, field definition, useful output and transferability rather than imported prestige or funding alone.",
        "title": "University sovereign fitness score"
      },
      {
        "anti_bias": "Scores should not punish disagreement. They evaluate documented public impact, mechanisms and outputs.",
        "dimensions": [
          "sovereign output",
          "discourse-action consistency",
          "institution building",
          "capture-risk signals",
          "public influence",
          "evidence strength"
        ],
        "id": "method-actor-contribution-risk",
        "outputs": [
          "actor profiles",
          "threat actor profiles",
          "correction pathway"
        ],
        "purpose": "Separate constructive sovereignty contribution from dependency, capture, grievance inversion and harmful normalization.",
        "title": "Actor contribution and capture-risk score"
      },
      {
        "anti_bias": "Ordinary citizens and diasporas are not treated as state actors. Public claims must separate documented events, allegations and pattern inference.",
        "dimensions": [
          "military/security pressure",
          "economic/resource pressure",
          "information/psychological pressure",
          "health/biosecurity pressure",
          "legal/diplomatic pressure",
          "civilian-protection impact",
          "evidence integrity"
        ],
        "id": "method-hostile-country-risk",
        "outputs": [
          "state actor profiles",
          "country pack",
          "risk briefing"
        ],
        "purpose": "Measure recurring external pressure patterns affecting African safety, security, resources, institutions, information and future capability.",
        "title": "State actor / hostile-country risk score"
      },
      {
        "anti_bias": "Alignment means observed editorial orientation, not secret control, guilt or affiliation.",
        "dimensions": [
          "ownership/funding transparency",
          "African source density",
          "correction discipline",
          "sovereignty framing quality",
          "narrative-capture risk",
          "public influence"
        ],
        "id": "method-media-alignment",
        "outputs": [
          "media landscape",
          "knowledge index",
          "library categories"
        ],
        "purpose": "Assess public-information usefulness, editorial orientation, source density, correction discipline and narrative-capture risk.",
        "title": "Media and knowledge-source trust score"
      },
      {
        "anti_bias": "The module does not declare guilt. It structures reviewable evidence for constitutional, parliamentary, judicial, civic or expert review.",
        "dimensions": [
          "safety compromised",
          "security compromised",
          "health compromised",
          "economic sovereignty compromised",
          "constitutional order compromised",
          "knowledge/data sovereignty compromised",
          "evidence strength"
        ],
        "id": "method-capability-compromise",
        "outputs": [
          "impeachment indicators",
          "policy brief",
          "high-risk dossier"
        ],
        "purpose": "Structure constitutional accountability review when public decisions may compromise safety, health, security, economic sovereignty, data sovereignty or constitutional order.",
        "title": "Impeachment / high-treason capability-compromise test"
      }
    ],
    "schema": "paso-methodology-pack-v1"
  },
  "military_abuse_heatmap": {
    "count": 12,
    "items": [
      {
        "child_survivor_protection_risk": 82,
        "civilian_abuse_pattern_score": 86,
        "contractor_presence_risk": 78,
        "country": "DRC",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 58,
        "id": 5,
        "immunity_clause_risk": 62,
        "military_presence_score": 70,
        "overall_risk_score": 75.0,
        "patterns": [
          "resource conflict",
          "private security risk",
          "civilian abuse pattern",
          "child/survivor protection risk"
        ],
        "payload": {},
        "public_note": "Signals need for source-protected review of resource, security, contractor, trafficking, labor and civilian-protection patterns.",
        "record_id": "HEATMAP-DRC",
        "region": "Central Africa",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 76,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 80
      },
      {
        "child_survivor_protection_risk": 76,
        "civilian_abuse_pattern_score": 90,
        "contractor_presence_risk": 86,
        "country": "UAE / Sudan RSF proxy-risk pattern",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 68,
        "id": 11,
        "immunity_clause_risk": 40,
        "military_presence_score": 55,
        "overall_risk_score": 68.7,
        "patterns": [
          "RSF allegations",
          "mercenary routes",
          "gold/resource networks",
          "logistics",
          "war crimes risk"
        ],
        "payload": {},
        "public_note": "Public reports and human-rights records indicate serious RSF-support allegations. Preserve denials, right-of-reply and legal review.",
        "record_id": "HEATMAP-UAE---SUDAN-RSF-PROXY-RISK-PATTERN",
        "region": "Sudan / Gulf-Africa networks",
        "status": "source_linked",
        "trafficking_or_coercion_risk": 72,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 56
      },
      {
        "child_survivor_protection_risk": 62,
        "civilian_abuse_pattern_score": 78,
        "contractor_presence_risk": 85,
        "country": "Central African Republic",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 56,
        "id": 7,
        "immunity_clause_risk": 65,
        "military_presence_score": 78,
        "overall_risk_score": 68.0,
        "patterns": [
          "contractor/paramilitary pattern",
          "resource-security nexus",
          "civilian protection review"
        ],
        "payload": {},
        "public_note": "Requires verified public records, UN/NGO reports where available, right-of-reply and source-safe handling.",
        "record_id": "HEATMAP-CENTRAL-AFRICAN-REPUBLIC",
        "region": "Central Africa",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 50,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 56
      },
      {
        "child_survivor_protection_risk": 60,
        "civilian_abuse_pattern_score": 76,
        "contractor_presence_risk": 65,
        "country": "Somalia",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 55,
        "id": 4,
        "immunity_clause_risk": 74,
        "military_presence_score": 88,
        "overall_risk_score": 66.8,
        "patterns": [
          "foreign security operations",
          "contractor/security ecosystem",
          "civilian harm review",
          "insurgency context"
        ],
        "payload": {},
        "public_note": "Requires careful distinction between conflict harm, foreign operations, domestic actors, contractors and verified abuse patterns.",
        "record_id": "HEATMAP-SOMALIA",
        "region": "Horn of Africa",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 50,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 48
      },
      {
        "child_survivor_protection_risk": 44,
        "civilian_abuse_pattern_score": 70,
        "contractor_presence_risk": 55,
        "country": "France / African base withdrawals and residual influence",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 78,
        "id": 10,
        "immunity_clause_risk": 84,
        "military_presence_score": 88,
        "overall_risk_score": 63.7,
        "patterns": [
          "defence agreements",
          "base handovers",
          "proxy/intermediary allegations",
          "Francafrique",
          "Libya chronology"
        ],
        "payload": {},
        "public_note": "Evidence-gated row for French base agreements, withdrawals, defence pact terminations, Libya intervention chronology and alleged proxy/intermediary patterns. Allegations such as JNIM/FLA contact require original transcript and review.",
        "record_id": "HEATMAP-FRANCE---AFRICAN-BASE-WITHDRAWALS-AND-RESIDUAL-INFLUENCE",
        "region": "Sahel / West-Central Africa",
        "status": "source_linked",
        "trafficking_or_coercion_risk": 38,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 42
      },
      {
        "child_survivor_protection_risk": 38,
        "civilian_abuse_pattern_score": 62,
        "contractor_presence_risk": 78,
        "country": "United States / AFRICOM footprint",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 70,
        "id": 9,
        "immunity_clause_risk": 82,
        "military_presence_score": 90,
        "overall_risk_score": 63.4,
        "patterns": [
          "AFRICOM",
          "base access",
          "security cooperation",
          "contractors",
          "aid-diversion risk"
        ],
        "payload": {},
        "public_note": "Map-style actor row. Use to link country-specific base access, SOFA/immunity clauses, AFRICOM posture, contractor records and local civilian-protection cases.",
        "record_id": "HEATMAP-UNITED-STATES---AFRICOM-FOOTPRINT",
        "region": "Africa-wide / base-network review",
        "status": "source_linked",
        "trafficking_or_coercion_risk": 35,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 44
      },
      {
        "child_survivor_protection_risk": 48,
        "civilian_abuse_pattern_score": 50,
        "contractor_presence_risk": 62,
        "country": "Djibouti",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 50,
        "id": 3,
        "immunity_clause_risk": 78,
        "military_presence_score": 95,
        "overall_risk_score": 61.0,
        "patterns": [
          "multi-state base concentration",
          "jurisdiction complexity",
          "worker/civilian protection review"
        ],
        "payload": {},
        "public_note": "High military-presence density does not itself prove abuse. It signals the need for jurisdiction, labor, environment and civilian-protection review.",
        "record_id": "HEATMAP-DJIBOUTI",
        "region": "Horn of Africa",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 44,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 52
      },
      {
        "child_survivor_protection_risk": 72,
        "civilian_abuse_pattern_score": 68,
        "contractor_presence_risk": 45,
        "country": "Kenya",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 45,
        "id": 1,
        "immunity_clause_risk": 70,
        "military_presence_score": 72,
        "overall_risk_score": 59.9,
        "patterns": [
          "foreign military cooperation",
          "immunity/jurisdiction concern",
          "civilian-protection review needed"
        ],
        "payload": {},
        "public_note": "Starter risk profile. Requires source-linked SOFA/security agreement texts, public abuse-record chronology, right-of-reply and legal review before strong findings.",
        "record_id": "HEATMAP-KENYA",
        "region": "East Africa",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 42,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 45
      },
      {
        "child_survivor_protection_risk": 44,
        "civilian_abuse_pattern_score": 66,
        "contractor_presence_risk": 72,
        "country": "Mali",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 52,
        "id": 6,
        "immunity_clause_risk": 68,
        "military_presence_score": 80,
        "overall_risk_score": 59.8,
        "patterns": [
          "foreign military withdrawal/replacement",
          "security contractor discourse",
          "civilian protection review"
        ],
        "payload": {},
        "public_note": "Separate public treaty/operation facts, allegations, contractor claims and confirmed findings.",
        "record_id": "HEATMAP-MALI",
        "region": "Sahel",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 40,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 42
      },
      {
        "child_survivor_protection_risk": 40,
        "civilian_abuse_pattern_score": 55,
        "contractor_presence_risk": 48,
        "country": "Niger",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 52,
        "id": 2,
        "immunity_clause_risk": 65,
        "military_presence_score": 82,
        "overall_risk_score": 53.3,
        "patterns": [
          "foreign bases",
          "withdrawal/reconfiguration",
          "sovereignty dispute",
          "source review required"
        ],
        "payload": {},
        "public_note": "Public-risk orientation only. Distinguish base presence, withdrawal politics, civilian harm and verified abuse.",
        "record_id": "HEATMAP-NIGER",
        "region": "Sahel",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 38,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 35
      },
      {
        "child_survivor_protection_risk": 42,
        "civilian_abuse_pattern_score": 58,
        "contractor_presence_risk": 45,
        "country": "Chad",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 44,
        "id": 8,
        "immunity_clause_risk": 60,
        "military_presence_score": 72,
        "overall_risk_score": 51.1,
        "patterns": [
          "foreign security cooperation",
          "base/transition politics",
          "civilian protection review"
        ],
        "payload": {},
        "public_note": "Starter profile requiring source-linked military-cooperation texts and civilian-protection chronology.",
        "record_id": "HEATMAP-CHAD",
        "region": "Central Africa / Sahel",
        "status": "starter_profile",
        "trafficking_or_coercion_risk": 36,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 38
      },
      {
        "child_survivor_protection_risk": 35,
        "civilian_abuse_pattern_score": 48,
        "contractor_presence_risk": 50,
        "country": "Qatar / African migrant-worker protection",
        "created_at": 1780258399,
        "created_by": "system",
        "evidence_strength": 72,
        "id": 12,
        "immunity_clause_risk": 22,
        "military_presence_score": 20,
        "overall_risk_score": 47.0,
        "patterns": [
          "forced labour risk",
          "migrant-worker abuse",
          "private security sector",
          "soft power",
          "investment leverage"
        ],
        "payload": {},
        "public_note": "Risk focus is labour rights, recruitment chains, coercion and protection of African workers, not a military-base profile.",
        "record_id": "HEATMAP-QATAR---AFRICAN-MIGRANT-WORKER-PROTECTION",
        "region": "Gulf / African labour migration",
        "status": "source_linked",
        "trafficking_or_coercion_risk": 70,
        "updated_at": 1780258399,
        "updated_by": "system",
        "visibility": "public",
        "worker_abuse_risk": 88
      }
    ],
    "policy": {
      "public_boundary": [
        "do not expose witness names",
        "do not expose raw survivor/child abuse material",
        "do not expose exact sensitive locations",
        "do not present allegations as final legal guilt",
        "separate military presence from abuse allegations and from confirmed findings"
      ],
      "schema": "paso-heatmap-policy-v1",
      "summary": "Heatmaps and map-style tables show evidence-gated risk signals, not guilt. They combine public indicators such as foreign bases, military presence, immunity clauses, contractor patterns, documented allegations, civilian-protection failures, worker abuse, trafficking/survivor risk, aid-diversion risk, proxy-conflict support allegations and source strength.",
      "title": "Military presence and abuse-pattern heatmap policy",
      "use": "Useful for citizens, journalists, lawyers, parliamentarians and researchers to identify where more review, legal action, public questioning or source-protected investigation is needed."
    },
    "schema": "paso-military-abuse-heatmap-v1"
  },
  "mining_resource_integrity": {
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "purpose": "Monitor resource capture, mineral integrity, opaque extraction chains and public-interest assurance failures without exposing protected evidence.",
    "risk_indicators": [
      {
        "code": "MIN-01",
        "label": "Opaque beneficial ownership",
        "meaning": "Ownership, parent-company control or politically exposed links are unclear or undisclosed."
      },
      {
        "code": "MIN-02",
        "label": "Resources-for-infrastructure imbalance",
        "meaning": "Long-term resource concessions may exceed demonstrated infrastructure, capability or public benefit delivered."
      },
      {
        "code": "MIN-03",
        "label": "Cross-border abuse indicators",
        "meaning": "Abuse, smuggling, illicit finance or conflict signals appear across linked jurisdictions or supply-chain actors."
      },
      {
        "code": "MIN-04",
        "label": "Buyer and subcontractor opacity",
        "meaning": "Offtakers, transporters, refiners, auditors or security contractors cannot demonstrate responsible conduct."
      },
      {
        "code": "MIN-05",
        "label": "Community harm or retaliation risk",
        "meaning": "Local communities, journalists, unions, researchers or whistleblowers face intimidation or suppression."
      }
    ],
    "schema": "cssp-mineral-resource-integrity-v1",
    "scope": [
      "mineral integrity",
      "resource capture",
      "transnational companies",
      "buyers",
      "subcontractors",
      "resources-for-infrastructure risk",
      "cross-border abuse indicators",
      "evidence-gated resource-risk scoring"
    ],
    "scoring_rule": "Evidence-gated resource-risk scoring separates allegation, source material, analytic assessment, recommendation and confirmed finding.",
    "title": "Mineral and resource integrity module"
  },
  "navigation_structure": {
    "groups": [
      {
        "items": [
          {
            "href": "/",
            "kind": "overview",
            "label": "Dashboard",
            "leads_to": "main public dashboard, graphs and counters"
          },
          {
            "href": "/paso-intro",
            "kind": "definition",
            "label": "PASO introduction",
            "leads_to": "mission, values, five-continent decentralised hub framing"
          },
          {
            "href": "/how-to-use",
            "kind": "definition",
            "label": "How to use",
            "leads_to": "visitor guide and interpretation rules"
          },
          {
            "href": "/score-guide",
            "kind": "definition",
            "label": "Score guide",
            "leads_to": "plain definitions of scores, evidence states and correction workflow"
          }
        ],
        "key": "start",
        "label": "Start here",
        "purpose": "Definitions, mission, score guide and safe use."
      },
      {
        "items": [
          {
            "href": "/universities",
            "kind": "data",
            "label": "Universities / centers",
            "leads_to": "ranked capability list with filters and specialties"
          },
          {
            "href": "/profiles?type=actors",
            "kind": "data",
            "label": "Profiles",
            "leads_to": "authors, scientists, founders, institutions and outputs"
          },
          {
            "href": "/knowledge-index",
            "kind": "library",
            "label": "Knowledge index",
            "leads_to": "journals, outlets, references, influencers, bibliography and media links"
          },
          {
            "href": "/media-library",
            "kind": "library",
            "label": "Media library",
            "leads_to": "video/article links by theme, tag, language and alignment state"
          }
        ],
        "key": "capabilities",
        "label": "Capabilities and builders",
        "purpose": "Universities, authors, scientists, tech builders and knowledge infrastructure."
      },
      {
        "items": [
          {
            "href": "/hostile-countries",
            "kind": "analysis",
            "label": "State actor profiles",
            "leads_to": "country/state conduct profiles with indicators and spider metrics"
          },
          {
            "href": "/threat-actors",
            "kind": "analysis",
            "label": "Media/academic/influencer threat profiles",
            "leads_to": "non-state influence patterns and capture-risk profiles"
          },
          {
            "href": "/sponsors-abuse",
            "kind": "analysis",
            "label": "Sponsors / abuse",
            "leads_to": "sponsorship, proxy, survivor-protection and abuse-pattern records"
          },
          {
            "href": "/impeachment-cases",
            "kind": "analysis",
            "label": "Impeachment / high-treason indicators",
            "leads_to": "capability-compromise dossiers and constitutional accountability triggers"
          }
        ],
        "key": "risks",
        "label": "Risks and threat profiles",
        "purpose": "State, non-state, media, military, sponsorship and constitutional-risk profiles."
      },
      {
        "items": [
          {
            "href": "/mining",
            "kind": "analysis",
            "label": "Mining / resources",
            "leads_to": "mineral integrity and capture monitoring"
          },
          {
            "href": "/action-dossiers",
            "kind": "analysis",
            "label": "Action dossiers",
            "leads_to": "evidence-gated dossier templates and source-needs"
          },
          {
            "href": "/governance",
            "kind": "definition",
            "label": "Governance",
            "leads_to": "Council structure, committees and confidentiality model"
          },
          {
            "href": "/modules",
            "kind": "definition",
            "label": "Modules",
            "leads_to": "all Observatory modules and their purpose"
          }
        ],
        "key": "sectors",
        "label": "Sectors and dossiers",
        "purpose": "Resource, mining, governance and action dossiers."
      },
      {
        "items": [
          {
            "href": "/join",
            "kind": "process",
            "label": "Join safely",
            "leads_to": "confidential membership and contribution pathway"
          },
          {
            "href": "/protection",
            "kind": "process",
            "label": "Protection doctrine",
            "leads_to": "retaliation-risk and non-exposure rules"
          },
          {
            "href": "/#report",
            "kind": "process",
            "label": "Correction / right of response",
            "leads_to": "public correction signal without exposing protected contributors"
          },
          {
            "href": "/api/public/secure-intake-policy",
            "kind": "api",
            "label": "Secure intake policy",
            "leads_to": "public policy JSON for safe intake"
          }
        ],
        "key": "protection",
        "label": "Protection and participation",
        "purpose": "Safe intake, joining, correction and public accountability."
      }
    ],
    "principle": "Group the public site by visitor intent: understand definitions, browse data, inspect analyses, use visualisations, submit corrections, or contribute safely.",
    "schema": "paso-navigation-v71"
  },
  "next_phase_v59": {
    "new_layers": [
      "bibliography/reference scaffolding",
      "pilot vignettes",
      "institutional cover letter and expert-review call",
      "publication layout templates",
      "family-field and narcissistic-abuse pattern cluster",
      "more African/Caribbean universities and institutions",
      "more action dossiers with source requirements"
    ],
    "principle": "Larger dataset, still evidence-gated. Public status remains provisional unless claim-source-review-right-of-reply is complete.",
    "release": "V5.9 next-phase expansion"
  },
  "observatory_backend_sections": [],
  "observatory_governance": {
    "bodies": [
      {
        "name": "Scientific and Methodological Council",
        "role": "Maintains methods, indicators, scoring discipline and source separation."
      },
      {
        "name": "Ethics and Source Protection Committee",
        "role": "Protects witnesses, contributors and communities from unnecessary exposure."
      },
      {
        "name": "Legal and Right-of-Reply Committee",
        "role": "Manages legal framing, correction requests, reply windows and publication discipline."
      },
      {
        "name": "Cybersecurity and Evidence Integrity Unit",
        "role": "Protects digital evidence, audit trails, access control and publication hashes."
      },
      {
        "name": "Regional Analyst Network",
        "role": "Coordinates country, regional and diaspora analysts with compartmented access."
      },
      {
        "name": "Public Communications Office",
        "role": "Publishes sanitized dashboards, briefings and public education material."
      },
      {
        "name": "Emergency Protection Desk",
        "role": "Handles urgent protection signals and high-risk suppression or retaliation cases."
      }
    ],
    "council": {
      "name_en": "Pan-African Council for Sovereignty, Protection and Public Intelligence",
      "name_fr": "Conseil Panafricain de Souveraineté, de Protection et d’Intelligence Publique",
      "role": "Methodological, ethical, legal and protective governance layer for public intelligence work."
    },
    "membership_doctrine": {
      "categories": [
        "vetted researchers",
        "policymakers",
        "intelligence-community professionals",
        "traditional authorities and kings",
        "jurists",
        "cybersecurity specialists",
        "auditors",
        "journalists",
        "public-health experts",
        "land/resource specialists",
        "regional analysts across Africa and the diaspora"
      ],
      "principle": "Public legitimacy does not require exposing protected contributors.",
      "visibility_levels": [
        "public",
        "members-only",
        "confidential",
        "compartmented"
      ]
    },
    "observatory": {
      "mission_fr": "Documenter. Vérifier. Traduire. Évaluer. Protéger.",
      "mission_short": "Document. Verify. Translate. Assess. Protect.",
      "name_en": "Pan-African Sovereignty Observatory",
      "name_fr": "Observatoire Panafricain de la Souveraineté",
      "purpose": "A public-interest observatory for evidence-gated sovereignty, population protection, resource integrity, institutional risk and sovereign knowledge infrastructure across Africa and the diaspora."
    },
    "paso_decentralized_hub": {
      "decentralized_model": "PASO does not require public exposure of contributors. Community intelligence, expert review and public-source work are decentralized, anonymized where needed, and verified through evidence chains rather than status, celebrity or pressure.",
      "humanity_clause": "PASO aims to help build a better humanity by increasing transparency, protecting populations and exposing patterns that undermine trust, endanger Africans, or weaken the ability of African peoples to shape their own future.",
      "political_assessment_rule": "Assessments of political figures, regimes, institutions and influence networks are community-driven, source-linked, reviewed and correction-capable. The goal is not entertainment, humiliation, factional propaganda or shielding harmful behavior. The goal is to make public risk intelligible, verifiable and correctable.",
      "public_disclaimer": "Public profiles are not declarations of legal guilt, secret affiliation, protected-source status, membership or endorsement. They are evidence-gated assessments of public output, public action, institutional role, source record and measurable impact. Corrections and counter-evidence can change records through review.",
      "schema": "paso-public-introduction-v1",
      "standards_use": "PASO uses standards, frameworks and public works based on their potential impact for African liberation, protection and progress. Where a framework, author, institution, archive, dataset, standard or method is used, the platform should give due credit and preserve source context.",
      "summary": "The Pan-African Sovereignty Observatory (PASO) is a decentralized public-interest hub spanning five continents. It is inspired by African values, especially Nsiku, Nzola and Bisalu: principled limits and accountability, protection of life and dignity, and concrete useful work that builds capacity.",
      "title": "PASO as a decentralized Pan-African protection and intelligence hub",
      "values": {
        "Bisalu": "Tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, public systems and local capabilities.",
        "Nsiku": "Rule, measure, limit, accountability, anti-capture boundaries and disciplined public method.",
        "Nzola": "Protection of people, dignity, health, education, social repair and refusal to fracture African communities for external advantage."
      }
    },
    "public_trust_model": {
      "core_statement": "Trust comes from transparent methods, high-quality sources, correction discipline, right of reply, auditability and public-interest purpose, not from exposing protected contributors.",
      "retaliation_rule": "Where retaliation risk exists, the platform must publish only what is necessary for public understanding and protection while keeping contributor identity, raw evidence chains and sensitive locations shielded.",
      "source_rule": "Authors, institutions and public works cited by the Observatory are not automatically members, partners, sources, witnesses or endorsers. Their published work may provide theoretical, empirical, legal, historical or methodological grounding."
    },
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "schema": "cssp-observatory-governance-v1"
  },
  "observatory_modules": {
    "items": [
      {
        "api": "/api/public/platform-guide",
        "id": "guide",
        "route": "/how-to-use",
        "summary": "Public instructions, joining pathway, protected membership doctrine, source-use discipline and retaliation-risk safeguards.",
        "title": "How to use / Join safely"
      },
      {
        "api": "/api/public/platform-guide",
        "id": "protection",
        "route": "/protection",
        "summary": "Why contributors remain protected by default while public methods, evidence rules and correction discipline remain visible.",
        "title": "Protection doctrine"
      },
      {
        "api": "/api/public/governance",
        "id": "governance",
        "route": "/governance",
        "summary": "Mission, Council, governance bodies, confidentiality model, right-of-reply discipline and public credibility rules.",
        "title": "Governance and credibility"
      },
      {
        "api": "/api/public/mining",
        "id": "mining",
        "route": "/mining",
        "summary": "Mineral integrity, capture monitoring, transnational company risk, buyers, subcontractors and resources-for-infrastructure risk.",
        "title": "Mining and resource integrity"
      },
      {
        "api": "/api/public/universities",
        "id": "universities",
        "route": "/universities",
        "summary": "African universities, research institutions, sovereign science and capability-building indicators.",
        "title": "Universities and research capability"
      },
      {
        "api": "/api/public/threats",
        "id": "threats",
        "route": "/threats",
        "summary": "Foreign capture, institutional failure, intimidation, legal pressure and population protection monitoring.",
        "title": "Threats and population protection"
      },
      {
        "api": "/api/public/media-landscape",
        "id": "media-landscape",
        "route": "/media-landscape",
        "summary": "Editable media-orientation profiles: ownership/funding, editorial geography, African-source density, correction behavior, sovereignty framing and public-interest impact.",
        "title": "Media landscape and alignment audit"
      }
    ],
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "schema": "cssp-observatory-modules-v1",
    "title": "Pan-African Sovereignty Observatory modules"
  },
  "observatory_publication_discipline": {
    "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
    "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
    "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
    "schema": "cssp-public-disclaimer-v1",
    "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
  },
  "operational_safety_policy": {
    "public_boundary": "The static public site and Hostinger export must never include raw evidence, protected identities, sealed files, exact sensitive locations, admin workflows or private reviewer notes.",
    "public_upload_rule": "Public uploads remain disabled for sensitive material. High-risk evidence requires approved secure channels, risk warnings and source-protection workflow.",
    "schema": "paso-operational-safety-policy-v1",
    "warnings": [
      "Do not upload from a state, employer or monitored device.",
      "Strip metadata or use the guided secure intake process.",
      "Do not expose witness names in public forms.",
      "Life-threatening material should use sealed/offline source-handler workflow.",
      "Do not send raw child/survivor abuse material through normal public channels."
    ]
  },
  "pasc_arso_comparator": {
    "comparison_points": [
      {
        "arso": "Standardiser pour harmoniser et faciliter la qualité/commercialisation continentale.",
        "pasc": "Standardiser pour produire des capacités vérifiables.",
        "theme": "Mission commune"
      },
      {
        "arso": "Normes, conformité, harmonisation, cadres institutionnels.",
        "pasc": "Capacité, action, maintenance, audit, innovation, effets humains.",
        "theme": "Foyer principal"
      },
      {
        "arso": "États, organismes nationaux de normalisation, institutions régionales, secteurs industriels/commerciaux.",
        "pasc": "Citoyens, techniciens, experts, universités, praticiens, collectivités, hôpitaux, PME, administrations locales.",
        "theme": "Utilisateur central"
      },
      {
        "arso": "Rester trop administratif ou imitatif si les normes ne produisent pas de capacité locale réelle.",
        "pasc": "Devenir trop ambitieux si la gouvernance, les tests et les financements ne suivent pas.",
        "theme": "Risque principal"
      },
      {
        "arso": "Offre un cadre continental pouvant accueillir ou reconnaître des standards utiles.",
        "pasc": "Mesure l’utilité souveraine et l’impact local des standards.",
        "theme": "Complémentarité"
      }
    ],
    "id": "COMP-PASC-ARSO-001",
    "metrics": [
      {
        "arso": 45,
        "code": "M1",
        "label": "Orientation capacité",
        "pasc": 92,
        "reason": "PASC est évalué comme capability-first: la norme vaut par les capacités qu’elle crée. ARSO est évalué plus compliance/harmonisation-first."
      },
      {
        "arso": 55,
        "code": "M2",
        "label": "Expertise chercheurs/praticiens",
        "pasc": 88,
        "reason": "PASC donne plus de poids aux experts, chercheurs, universités, industriels, techniciens, praticiens et utilisateurs finaux. ARSO agit davantage par cadres institutionnels et organismes de normalisation."
      },
      {
        "arso": 48,
        "code": "M3",
        "label": "Actionnabilité locale",
        "pasc": 90,
        "reason": "L’évaluation PASC mesure si une norme aide réellement à produire, maintenir, auditer, corriger et transmettre localement."
      },
      {
        "arso": 44,
        "code": "M4",
        "label": "Souveraineté d’évaluation",
        "pasc": 86,
        "reason": "PASC insiste sur l’évaluation locale/régionale souveraine. ARSO peut y contribuer, mais peut aussi rester dépendant de cadres importés si la doctrine n’est pas renforcée."
      },
      {
        "arso": 38,
        "code": "M5",
        "label": "Mesure des effets humains",
        "pasc": 84,
        "reason": "PASC mesure les effets sur les capacités humaines, productives, sociales, mentales et civilisationnelles. ARSO mesure plus souvent la conformité technique ou commerciale."
      },
      {
        "arso": 42,
        "code": "M6",
        "label": "Vitesse d’innovation",
        "pasc": 82,
        "reason": "PASC est conçu pour accompagner IA, cyber, santé, psychodesign, infrastructures, maintenance, éducation et technologies émergentes. ARSO peut soutenir cela, mais son rythme institutionnel peut être plus lent."
      }
    ],
    "note": "Comparateur analytique CSSP: il ne vise pas à disqualifier une institution. Il explique deux architectures proches par mission générale, mais différentes par foyer opérationnel.",
    "summary": {
      "arso": "ARSO: architecture continentale officielle de normalisation. Son utilité tient à l’harmonisation, à la qualité et au commerce, mais elle doit être reliée à la capacité locale pour devenir pleinement souveraine.",
      "pasc": "PASC: standardisation de capacité. Son utilité se mesure par les effets concrets: produire, maintenir, auditer, protéger, innover et transmettre localement."
    },
    "title": "PASC vs ARSO — comparaison d’utilité souveraine",
    "what_they_are": {
      "arso": "ARSO est l’Organisation Africaine de Normalisation. Elle fournit un cadre continental officiel de normalisation, d’harmonisation et d’appui au commerce intra-africain. Son rôle est important pour la cohérence régionale, les références communes, la conformité, la qualité et la circulation des biens et services. Sa faiblesse potentielle apparaît lorsque la normalisation reste trop bureaucratique, trop mimétique ou insuffisamment liée à la production de capacités locales vérifiables.",
      "core_difference": "La différence centrale est donc le foyer: ARSO part surtout de l’harmonisation et de la conformité continentale; PASC part de la capacité souveraine mesurable et des effets concrets sur les personnes, les institutions, la production, la maintenance, l’innovation et l’autonomie locale. Les deux peuvent être complémentaires si ARSO sert de cadre continental et si PASC apporte une couche d’évaluation de l’utilité réelle, de l’actionnabilité et des effets humains.",
      "pasc": "PASC est modélisé comme une architecture de standardisation des capacités. Son point de départ est la question suivante: cette norme rend-elle les Africains capables de produire, maintenir, auditer, réparer, protéger, mesurer, innover et transmettre localement? PASC privilégie les effets humains et institutionnels mesurables, l’action locale, les experts, les universités, les industriels, les praticiens, les laboratoires, les hôpitaux, les villes, les communautés et les administrations qui doivent appliquer la norme dans la vie réelle.",
      "shared_mission": "PASC et ARSO visent tous deux à renforcer la capacité africaine par des standards, une coordination continentale, une meilleure qualité des produits/services et une réduction de la dépendance extérieure. Ils appartiennent au même espace stratégique: normaliser pour protéger, produire, commercer, innover et rendre l’Afrique plus souveraine."
    }
  },
  "paso_launch_readiness": {
    "high_impact_next_steps": [
      "Complete source anchors for the top 50 state, media and public-personality profiles.",
      "Attach DOI/ISBN/URL/video-transcript evidence packs to every high-risk profile before promotion from starter_profile to reviewed.",
      "Create regional editorial boards for Africa, Caribbean, Europe, North America, South America and Asia/Oceania.",
      "Publish a visible scoring methodology page with metric definitions, score bands, uncertainty classes and correction pathway.",
      "Add a public corrections page that accepts non-sensitive counter-evidence without exposing contributors.",
      "Add a media-orientation map: ownership, funding, editorial geography, African-source density, correction behavior and sovereignty impact.",
      "Add official letters inviting universities, public institutions, media houses and named public actors to provide corrections or evidence packs.",
      "Generate first public briefings: state-risk overview, media narrative-risk overview, university capability overview and secure-intake warning brief."
    ],
    "schema": "paso-launch-readiness-v1"
  },
  "paso_public_intro": {
    "decentralized_model": "PASO does not require public exposure of contributors. Community intelligence, expert review and public-source work are decentralized, anonymized where needed, and verified through evidence chains rather than status, celebrity or pressure.",
    "humanity_clause": "PASO aims to help build a better humanity by increasing transparency, protecting populations and exposing patterns that undermine trust, endanger Africans, or weaken the ability of African peoples to shape their own future.",
    "political_assessment_rule": "Assessments of political figures, regimes, institutions and influence networks are community-driven, source-linked, reviewed and correction-capable. The goal is not entertainment, humiliation, factional propaganda or shielding harmful behavior. The goal is to make public risk intelligible, verifiable and correctable.",
    "public_disclaimer": "Public profiles are not declarations of legal guilt, secret affiliation, protected-source status, membership or endorsement. They are evidence-gated assessments of public output, public action, institutional role, source record and measurable impact. Corrections and counter-evidence can change records through review.",
    "schema": "paso-public-introduction-v1",
    "standards_use": "PASO uses standards, frameworks and public works based on their potential impact for African liberation, protection and progress. Where a framework, author, institution, archive, dataset, standard or method is used, the platform should give due credit and preserve source context.",
    "summary": "The Pan-African Sovereignty Observatory (PASO) is a decentralized public-interest hub spanning five continents. It is inspired by African values, especially Nsiku, Nzola and Bisalu: principled limits and accountability, protection of life and dignity, and concrete useful work that builds capacity.",
    "title": "PASO as a decentralized Pan-African protection and intelligence hub",
    "values": {
      "Bisalu": "Tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, public systems and local capabilities.",
      "Nsiku": "Rule, measure, limit, accountability, anti-capture boundaries and disciplined public method.",
      "Nzola": "Protection of people, dignity, health, education, social repair and refusal to fracture African communities for external advantage."
    }
  },
  "paso_v71_intro": {
    "for": [
      "public protection",
      "sovereign capability building",
      "evidence access",
      "correction discipline",
      "right-of-response",
      "better humanity through honest accountability"
    ],
    "not_for": [
      "harassment",
      "rumour amplification",
      "ethnic or national hatred",
      "shielding harmful conduct",
      "entertainment through scandal",
      "pressure campaigns without evidence"
    ],
    "schema": "paso-v71-public-intro",
    "short_title": "PASO",
    "summary": "PASO is a decentralised Pan-African intelligence, knowledge and accountability hub spanning five continents. It helps people see which institutions, authors, technologies, media, states and networks strengthen African liberation and progress, and which patterns create measurable risk.",
    "title": "Pan-African Sovereignty Observatory",
    "values": {
      "Bisalu": "useful work: institutions, tools, publications, jobs, infrastructure, laws, companies and local capabilities",
      "Nsiku": "rule, accountability, anti-capture boundaries and transparent standards",
      "Nzola": "protection of people, dignity, education, health, family, memory, communities and social repair"
    }
  },
  "pilot_vignettes": {
    "count": 10,
    "items": [
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Analyst uploads annual reports, curricula, patents, repositories and community-impact evidence; the score moves only after claims are linked to source pages and reviewed.",
        "target_type": "university",
        "title": "University profile from prestige to capability",
        "vignette_id": "VIG-UNIV-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "A mining dossier separates allegation, contract evidence, buyer documents, community reports, right-of-reply and confirmed finding before public scoring.",
        "target_type": "mining_dossier",
        "title": "Cobalt buyer responsibility chain",
        "vignette_id": "VIG-MINING-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Public upload remains blocked. The source sends only a non-sensitive triage request; handlers decide whether sealed/offline intake is justified.",
        "target_type": "secure_intake",
        "title": "Life-threatening witness material",
        "vignette_id": "VIG-SECURE-INTAKE-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "A transcript is coded for minimization, colonial apologetics, internal blame-redirection and evidence omissions, then reviewed before any named finding.",
        "target_type": "threat_pattern",
        "title": "Grievance inversion discourse review",
        "vignette_id": "VIG-MEDIA-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Anonymous clinical/cultural vignettes identify recurring harm patterns while blocking misogyny, elder-bashing and unsupported individual accusations.",
        "target_type": "family_field",
        "title": "Family-field abuse pattern without stereotyping",
        "vignette_id": "VIG-FAMILY-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Archive sources, public finance analysis and reparations law are linked to education, institutional repair and diplomatic demands.",
        "target_type": "action_dossier",
        "title": "Haiti historical debt to policy dossier",
        "vignette_id": "VIG-HAITI-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "A procurement record is checked for data residency, lock-in, local maintenance, skills transfer, incident response and sovereign exit rights.",
        "target_type": "digital_sovereignty",
        "title": "Public-data cloud dependency",
        "vignette_id": "VIG-CLOUD-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Ethics approvals, material-transfer agreements and benefit-sharing records are checked before public claims about sample/data extraction.",
        "target_type": "health_sovereignty",
        "title": "Biobank/sample transfer review",
        "vignette_id": "VIG-BIOBANK-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Seed/IP clauses are mapped against farmer autonomy, local seed banks, biodiversity and food-security outcomes.",
        "target_type": "food_sovereignty",
        "title": "Seed law and farmer rights",
        "vignette_id": "VIG-SEED-001",
        "visibility": "public"
      },
      {
        "source_needs": [
          "case facts or anonymized scenario",
          "source-protection review",
          "legal review where needed",
          "publication approval"
        ],
        "status": "pilot_template",
        "summary": "Legal threats are logged; correction and right-of-reply remain open, but protected sources are not surrendered to pressure.",
        "target_type": "lawfare",
        "title": "Defamation threat against public-interest dossier",
        "vignette_id": "VIG-LAWFARE-001",
        "visibility": "public"
      }
    ],
    "note": "Pilot templates, not real public allegations.",
    "schema": "cssp-pilot-vignettes-v1"
  },
  "platform_guide": {
    "how_to_use": [
      {
        "description": "Start with Observatoire, Modules, Governance, Mining, Universities and Threats. These pages explain the public doctrine, indicators, limitations and evidence discipline.",
        "step": "1",
        "title": "Read the public modules first"
      },
      {
        "description": "A red or high-risk signal is not a court judgment. It means the public-interest assurance layer has not yet seen enough demonstrated transparency, responsibility or compliance.",
        "step": "2",
        "title": "Separate signal from finding"
      },
      {
        "description": "Public work should rely on traceable, high-quality sources. A source used for theoretical, historical or empirical grounding is not automatically a member, partner, witness or participant.",
        "step": "3",
        "title": "Use sources responsibly"
      },
      {
        "description": "Do not expose witnesses, exact sensitive locations, private documents or identities on public pages. High-risk material belongs in protected workflows after human review.",
        "step": "4",
        "title": "Submit information safely"
      },
      {
        "description": "Entities and persons affected by a public assessment can provide corrections, evidence, responses or clarifications. The goal is public-interest accuracy, not rumor amplification.",
        "step": "5",
        "title": "Use right of reply and correction"
      }
    ],
    "join": {
      "default_rule": "Joining is confidential by default. Public visibility is optional and only appropriate when exposure creates no unnecessary risk.",
      "pathway": [
        "submit a short expression of interest",
        "state expertise, region and risk constraints",
        "complete vetting and conflict-of-interest review",
        "receive an access level: public, members-only, confidential or compartmented",
        "contribute only within the agreed protection and evidence rules"
      ],
      "profiles": [
        "researchers",
        "intelligence and security professionals",
        "psychologists and psychiatrists",
        "historians",
        "jurists",
        "cybersecurity specialists",
        "auditors",
        "journalists",
        "traditional authorities",
        "public-health experts",
        "land and resource specialists",
        "regional analysts",
        "diaspora experts"
      ]
    },
    "launch_readiness": {
      "high_impact_next_steps": [
        "Complete source anchors for the top 50 state, media and public-personality profiles.",
        "Attach DOI/ISBN/URL/video-transcript evidence packs to every high-risk profile before promotion from starter_profile to reviewed.",
        "Create regional editorial boards for Africa, Caribbean, Europe, North America, South America and Asia/Oceania.",
        "Publish a visible scoring methodology page with metric definitions, score bands, uncertainty classes and correction pathway.",
        "Add a public corrections page that accepts non-sensitive counter-evidence without exposing contributors.",
        "Add a media-orientation map: ownership, funding, editorial geography, African-source density, correction behavior and sovereignty impact.",
        "Add official letters inviting universities, public institutions, media houses and named public actors to provide corrections or evidence packs.",
        "Generate first public briefings: state-risk overview, media narrative-risk overview, university capability overview and secure-intake warning brief."
      ],
      "schema": "paso-launch-readiness-v1"
    },
    "method_sources_note": "The Observatory may cite books, peer-reviewed research, public reports, court material, journalism, archives, institutional publications and expert frameworks. Cited authors or institutions are not automatically involved, aware, affiliated or endorsing the project. Their works can provide theoretical, empirical, legal, historical or methodological grounding for an intelligent African architecture of protection and threat assessment.",
    "paso_intro": {
      "decentralized_model": "PASO does not require public exposure of contributors. Community intelligence, expert review and public-source work are decentralized, anonymized where needed, and verified through evidence chains rather than status, celebrity or pressure.",
      "humanity_clause": "PASO aims to help build a better humanity by increasing transparency, protecting populations and exposing patterns that undermine trust, endanger Africans, or weaken the ability of African peoples to shape their own future.",
      "political_assessment_rule": "Assessments of political figures, regimes, institutions and influence networks are community-driven, source-linked, reviewed and correction-capable. The goal is not entertainment, humiliation, factional propaganda or shielding harmful behavior. The goal is to make public risk intelligible, verifiable and correctable.",
      "public_disclaimer": "Public profiles are not declarations of legal guilt, secret affiliation, protected-source status, membership or endorsement. They are evidence-gated assessments of public output, public action, institutional role, source record and measurable impact. Corrections and counter-evidence can change records through review.",
      "schema": "paso-public-introduction-v1",
      "standards_use": "PASO uses standards, frameworks and public works based on their potential impact for African liberation, protection and progress. Where a framework, author, institution, archive, dataset, standard or method is used, the platform should give due credit and preserve source context.",
      "summary": "The Pan-African Sovereignty Observatory (PASO) is a decentralized public-interest hub spanning five continents. It is inspired by African values, especially Nsiku, Nzola and Bisalu: principled limits and accountability, protection of life and dignity, and concrete useful work that builds capacity.",
      "title": "PASO as a decentralized Pan-African protection and intelligence hub",
      "values": {
        "Bisalu": "Tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, public systems and local capabilities.",
        "Nsiku": "Rule, measure, limit, accountability, anti-capture boundaries and disciplined public method.",
        "Nzola": "Protection of people, dignity, health, education, social repair and refusal to fracture African communities for external advantage."
      }
    },
    "protection_doctrine": {
      "non_exposure_rule": "No public legitimacy requires naming protected members, confidential analysts, witnesses, sensitive sources, exact locations or private evidence chains.",
      "principles": [
        "public methods, protected contributors",
        "public evidence discipline, protected raw evidence where necessary",
        "sanitized dashboards, compartmented workflows",
        "high-quality sources as trust layer, not proof of affiliation",
        "right of reply without surrendering protected sources",
        "population protection before institutional vanity"
      ],
      "retaliation_risk": "Public-interest intelligence in captured or fragile environments can trigger retaliation, intimidation, legal pressure, reputational attack, digital targeting or physical danger. The platform must therefore inform the public while shielding protected contributors."
    },
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "purpose": "Explain what the Observatory is for, how the public layer should be read, how contributors can join safely, and why protected membership is necessary in environments where retaliation, capture and suppression are real risks.",
    "schema": "cssp-platform-guide-v1",
    "title": "How to use the platform / Comment utiliser la plateforme",
    "what_it_is_for": {
      "summary": "CSSP Mfuma and the Pan-African Sovereignty Observatory organize public evidence, expert analysis and protected intelligence workflows so African populations, institutions, universities and communities can understand threats that states, regional bodies or captured authorities may fail to expose or mitigate.",
      "title": "Public-interest intelligence for protection",
      "uses": [
        "read sanitized dashboards and risk indicators",
        "understand governance, resource, university and threat modules",
        "submit public-interest signals without assuming automatic publication",
        "request correction, right of reply or methodological clarification",
        "support dossiers with high-quality public sources, empirical work and theoretical grounding",
        "build protection-oriented analysis for communities, journalists, researchers, institutions and the diaspora"
      ]
    }
  },
  "policy_brief": {
    "audience": [
      "policymakers",
      "public institutions",
      "universities",
      "journalists",
      "civil society",
      "diaspora networks"
    ],
    "boundary": "This brief is public and sanitized. It is not a substitute for legal review, field verification or protected intelligence workflows.",
    "recommended_actions": [
      "prioritize verified capability builders rather than prestige-only institutions",
      "request source-linked correction before relying on high-risk claims",
      "separate public-safe material from sealed or source-protected evidence",
      "use country packs for targeted action",
      "protect contributors before publishing sensitive claims"
    ],
    "schema": "paso-policy-brief-v1",
    "summary": "Sanitized public briefing for decision makers. It identifies capability builders, risk profiles, evidence gaps and immediate public-protection actions.",
    "title": "PASO public policy brief",
    "top_external_risk_profiles": [],
    "top_state_capabilities": [],
    "top_university_capabilities": []
  },
  "production_launch_checklist": {
    "items": [
      {
        "area": "Infrastructure",
        "id": "infra-waf-cdn",
        "required": true,
        "task": "Place public site/API behind WAF/CDN with DDoS protection and bot filtering."
      },
      {
        "area": "Admin access",
        "id": "admin-vpn-allowlist",
        "required": true,
        "task": "Restrict /admin, /api/admin and /api/auth to localhost/VPN/static IP allowlist at both app and reverse-proxy layers."
      },
      {
        "area": "Transport security",
        "id": "tls-hsts",
        "required": true,
        "task": "Use HTTPS/TLS, enable HSTS in production, redirect HTTP to HTTPS at reverse proxy."
      },
      {
        "area": "Resilience",
        "id": "backup-restore-drill",
        "required": true,
        "task": "Run backup and restore drill before launch; verify database, public exports and history snapshots."
      },
      {
        "area": "Legal",
        "id": "legal-review-high-risk",
        "required": true,
        "task": "Review high-risk modules before broad publication: hostile countries, sponsors/abuse, terrorism-support indicators, child/survivor protection, impeachment/high-treason."
      },
      {
        "area": "Editorial governance",
        "id": "reviewer-assignments",
        "required": true,
        "task": "Assign named internal reviewer roles without exposing protected contributor identities publicly."
      },
      {
        "area": "Source protection",
        "id": "source-handler-sop",
        "required": true,
        "task": "Operationalize secure source-handler workflow for sealed/offline evidence and metadata stripping."
      },
      {
        "area": "Incident response",
        "id": "incident-contact",
        "required": true,
        "task": "Publish public correction/contact channel and define private emergency escalation route."
      },
      {
        "area": "Static export",
        "id": "sftp-dry-run",
        "required": true,
        "task": "Run SFTP dry-run, verify only data/public files are uploaded."
      },
      {
        "area": "Integrity",
        "id": "snapshot-signing",
        "required": true,
        "task": "Verify latest.json SHA256 and public snapshot history before release."
      }
    ],
    "schema": "paso-production-launch-checklist-v1",
    "status": "launch_candidate_requires_operator_confirmation",
    "title": "Production launch checklist"
  },
  "production_ops": {
    "launch_checklist": {
      "items": [
        {
          "area": "Infrastructure",
          "id": "infra-waf-cdn",
          "required": true,
          "task": "Place public site/API behind WAF/CDN with DDoS protection and bot filtering."
        },
        {
          "area": "Admin access",
          "id": "admin-vpn-allowlist",
          "required": true,
          "task": "Restrict /admin, /api/admin and /api/auth to localhost/VPN/static IP allowlist at both app and reverse-proxy layers."
        },
        {
          "area": "Transport security",
          "id": "tls-hsts",
          "required": true,
          "task": "Use HTTPS/TLS, enable HSTS in production, redirect HTTP to HTTPS at reverse proxy."
        },
        {
          "area": "Resilience",
          "id": "backup-restore-drill",
          "required": true,
          "task": "Run backup and restore drill before launch; verify database, public exports and history snapshots."
        },
        {
          "area": "Legal",
          "id": "legal-review-high-risk",
          "required": true,
          "task": "Review high-risk modules before broad publication: hostile countries, sponsors/abuse, terrorism-support indicators, child/survivor protection, impeachment/high-treason."
        },
        {
          "area": "Editorial governance",
          "id": "reviewer-assignments",
          "required": true,
          "task": "Assign named internal reviewer roles without exposing protected contributor identities publicly."
        },
        {
          "area": "Source protection",
          "id": "source-handler-sop",
          "required": true,
          "task": "Operationalize secure source-handler workflow for sealed/offline evidence and metadata stripping."
        },
        {
          "area": "Incident response",
          "id": "incident-contact",
          "required": true,
          "task": "Publish public correction/contact channel and define private emergency escalation route."
        },
        {
          "area": "Static export",
          "id": "sftp-dry-run",
          "required": true,
          "task": "Run SFTP dry-run, verify only data/public files are uploaded."
        },
        {
          "area": "Integrity",
          "id": "snapshot-signing",
          "required": true,
          "task": "Verify latest.json SHA256 and public snapshot history before release."
        }
      ],
      "schema": "paso-production-launch-checklist-v1",
      "status": "launch_candidate_requires_operator_confirmation",
      "title": "Production launch checklist"
    },
    "legal_review_queue_template": {
      "minimum_publication_conditions": [
        "source-linked evidence",
        "evidence classification",
        "uncertainty statement",
        "public-interest justification",
        "redaction/source-protection check",
        "right-of-response/correction path",
        "reviewer approval",
        "legal-risk note"
      ],
      "risk_categories": [
        "terrorism-support or sponsorship claims",
        "child/survivor abuse patterns",
        "military-base immunity and impunity",
        "named hostile-country adverse finding",
        "named non-state adverse finding",
        "impeachment/high-treason/capability-compromise case",
        "biobank/genomic sovereignty or health-risk claim",
        "private military/security contractor allegation",
        "foreign-intelligence-adjacent or NED/Françafrique/Mossad-adjacent classification"
      ],
      "schema": "paso-legal-review-queue-v1"
    },
    "operational_safety_policy": {
      "public_boundary": "The static public site and Hostinger export must never include raw evidence, protected identities, sealed files, exact sensitive locations, admin workflows or private reviewer notes.",
      "public_upload_rule": "Public uploads remain disabled for sensitive material. High-risk evidence requires approved secure channels, risk warnings and source-protection workflow.",
      "schema": "paso-operational-safety-policy-v1",
      "warnings": [
        "Do not upload from a state, employer or monitored device.",
        "Strip metadata or use the guided secure intake process.",
        "Do not expose witness names in public forms.",
        "Life-threatening material should use sealed/offline source-handler workflow.",
        "Do not send raw child/survivor abuse material through normal public channels."
      ]
    },
    "reviewer_workflow_standard": {
      "decision_states": [
        "draft",
        "needs_sources",
        "review_pending",
        "legal_hold",
        "source_protection_hold",
        "approved_public",
        "sealed_internal",
        "rejected",
        "archived"
      ],
      "roles": [
        {
          "duty": "classifies signals, rejects unsafe public uploads, requests safer channel where needed",
          "public": false,
          "role": "intake analyst"
        },
        {
          "duty": "checks scoring logic, proportionality and evidence-state labels",
          "public": false,
          "role": "method reviewer"
        },
        {
          "duty": "checks defamation, safety, right-of-response and high-risk publication exposure",
          "public": false,
          "role": "legal reviewer"
        },
        {
          "duty": "checks witness/source exposure, metadata, locations and sealed evidence needs",
          "public": false,
          "role": "source-protection reviewer"
        },
        {
          "duty": "approves sanitized public export and changelog entry",
          "public": false,
          "role": "publisher"
        }
      ],
      "rule": "The public may see review status and evidence-state labels, but not protected reviewer identities, witnesses, sealed evidence chains or sensitive locations.",
      "schema": "paso-reviewer-workflow-standard-v1"
    },
    "schema": "paso-production-ops-bundle-v1"
  },
  "public_atss_evidence": [],
  "public_cases": [],
  "public_changelog": {
    "items": [
      {
        "changes": [
          "added user-specific onboarding paths",
          "added trust-building process page",
          "added methodology pack",
          "added status-label guide",
          "added hostile-response protocol",
          "added public policy brief and country pack APIs",
          "strengthened high-risk workflow boundaries"
        ],
        "date": 1780258398,
        "public_impact": "Visitors can better understand what to do, how scores are produced, and how correction or review works.",
        "title": "Production hardening beta",
        "version": "v8.0"
      }
    ],
    "schema": "paso-public-changelog-v1"
  },
  "public_claims": [],
  "public_missing_evidence_requests": [],
  "public_ranked_entity_replies": [],
  "public_watchlists": [],
  "publication_templates": {
    "count": 4,
    "items": [
      {
        "asset_id": "TPL-COVER-LETTER-EXPERT-REVIEW",
        "asset_type": "cover_letter",
        "body": "CSSP Mfuma invites qualified researchers, jurists, clinicians, historians, technologists and public-interest institutions to review provisional evidence profiles. Review changes scores only through source-linked evidence, methodological correction, right of reply or documented public action. Participation may remain confidential by default.",
        "language": "en/fr",
        "title": "Institutional cover letter / call for expert review"
      },
      {
        "asset_id": "TPL-RIGHT-OF-REPLY-NOTICE",
        "asset_type": "letter_template",
        "body": "A provisional public-interest assessment mentions your institution or action. You may submit corrections, missing evidence, clarification, reply, or documentary proof. The platform does not change scores through pressure; it changes them through evidence and review.",
        "language": "en/fr",
        "title": "Right-of-reply notice for assessed entity"
      },
      {
        "asset_id": "TPL-PUBLICATION-LAYOUT-DOSSIER",
        "asset_type": "publication_layout",
        "body": "Cover page; executive summary; legal/method disclaimer; claim map; source table; Nsiku/Nzola/Bisalu assessment; right-of-reply record; findings; recommendations; annexes; version history; reviewer signatures/placeholders.",
        "language": "en/fr",
        "title": "Publication-style action dossier layout"
      },
      {
        "asset_id": "TPL-BIBLIOGRAPHY-CALL",
        "asset_type": "call_for_sources",
        "body": "Readers and experts may propose books, peer-reviewed articles, official documents, archives, court records and datasets. A source does not imply endorsement, membership, collaboration or awareness by its author.",
        "language": "en/fr",
        "title": "Call for bibliography and source completion"
      }
    ],
    "schema": "cssp-publication-templates-v1"
  },
  "recommendations": [],
  "reference_documents": [],
  "reviewer_workflow_standard": {
    "decision_states": [
      "draft",
      "needs_sources",
      "review_pending",
      "legal_hold",
      "source_protection_hold",
      "approved_public",
      "sealed_internal",
      "rejected",
      "archived"
    ],
    "roles": [
      {
        "duty": "classifies signals, rejects unsafe public uploads, requests safer channel where needed",
        "public": false,
        "role": "intake analyst"
      },
      {
        "duty": "checks scoring logic, proportionality and evidence-state labels",
        "public": false,
        "role": "method reviewer"
      },
      {
        "duty": "checks defamation, safety, right-of-response and high-risk publication exposure",
        "public": false,
        "role": "legal reviewer"
      },
      {
        "duty": "checks witness/source exposure, metadata, locations and sealed evidence needs",
        "public": false,
        "role": "source-protection reviewer"
      },
      {
        "duty": "approves sanitized public export and changelog entry",
        "public": false,
        "role": "publisher"
      }
    ],
    "rule": "The public may see review status and evidence-state labels, but not protected reviewer identities, witnesses, sealed evidence chains or sensitive locations.",
    "schema": "paso-reviewer-workflow-standard-v1"
  },
  "safe_contribution_guide": {
    "checklist": [
      "Use public URLs whenever possible.",
      "Do not use state, employer or monitored devices for sensitive material.",
      "Remove metadata from files before any transfer.",
      "Do not include witness names in public forms.",
      "Do not include exact sensitive locations publicly.",
      "Do not send raw child/survivor abuse material through ordinary channels.",
      "If lives are at risk, request sealed/offline source-handler workflow.",
      "Keep your own safety above the desire to publish quickly."
    ],
    "danger_levels": [
      {
        "level": "green",
        "meaning": "Public source link. Safe to submit as URL/metadata if it contains no private personal data."
      },
      {
        "level": "amber",
        "meaning": "Sensitive but not urgent. Use caution, remove metadata, avoid private identities and request guidance."
      },
      {
        "level": "red",
        "meaning": "High retaliation risk. Do not use public forms; request secure handler workflow."
      },
      {
        "level": "black",
        "meaning": "Life-threatening or survivor/child/sealed material. Offline/source-handler route only."
      }
    ],
    "schema": "paso-safe-contribution-guide-v1",
    "summary": "A practical guide for people who want to contribute without exposing themselves or others.",
    "title": "Safe contribution guide",
    "what_never_gets_public": [
      "witness identities",
      "protected contributor identities",
      "raw sealed evidence",
      "exact sensitive locations",
      "private reviewer notes",
      "operational source-handler details"
    ]
  },
  "scenario_model_standard": {
    "description": "Forward-looking projection for contracts, laws, security deals, university reforms and funding dependency. It is a planning tool, not prophecy.",
    "inputs": [
      "baseline_score",
      "clause_risks",
      "funding_dependency",
      "local_ownership",
      "capability_transfer",
      "exit_lock_years",
      "data_control",
      "security_immunity",
      "time_horizon_years"
    ],
    "outputs": [
      "projected_score",
      "risk_delta",
      "most_affected_capabilities",
      "recommended_mitigations",
      "confidence"
    ],
    "standard": "CSSP-SCENARIO-1",
    "title": "What-if Sovereignty Scenario Model"
  },
  "schema": "cssp-public-snapshot-v3",
  "score_guide": {
    "guide": {
      "capability_score": {
        "assessment_categories": [
          "architecture building",
          "field defining contribution",
          "institution building",
          "method or framework creation",
          "knowledge production",
          "technology/tool creation",
          "local capability transfer",
          "public-service impact",
          "continental/diaspora cooperation",
          "civilizational alignment with Nsiku, Nzola and Bisalu"
        ],
        "click_to_find": [
          "outputs",
          "specialties",
          "sources still needed",
          "evidence state",
          "gaps",
          "institutional relevance",
          "possible contribution to African liberation and progress"
        ],
        "shows": "Lists such as universities, authors, scientists, builders, journals and knowledge outlets show capability-building potential and verified outputs.",
        "sort_by": [
          "overall score",
          "country/region",
          "specialty",
          "evidence strength",
          "ATSS/transferability",
          "sovereign output",
          "open knowledge",
          "health/science/technology contribution"
        ]
      },
      "evidence_states": [
        {
          "meaning": "record exists for visibility or import, but no score should be relied on yet",
          "state": "not_scored_yet"
        },
        {
          "meaning": "basic public profile with limited evidence and provisional interpretation",
          "state": "starter_profile"
        },
        {
          "meaning": "some sources are attached, but claim-by-claim review may still be incomplete",
          "state": "source_linked"
        },
        {
          "meaning": "human review has checked the main claims and evidence sufficiency",
          "state": "reviewed"
        },
        {
          "meaning": "public presentation has passed evidence, redaction and review checks",
          "state": "publication_ready"
        },
        {
          "meaning": "record exists internally, but public exposure would create risk or legal/source-protection concerns",
          "state": "sealed"
        }
      ],
      "not_for": [
        "It is not a gossip platform, blacklist, entertainment feed or court of final guilt.",
        "It is not designed to humiliate people, institutions, communities or countries.",
        "It is not a shield for conduct that endangers Africans, captures institutions or undermines public trust.",
        "It does not treat popularity, pressure, ideology or diplomatic status as proof."
      ],
      "people_first_security": "The platform reads public life from a people-first security perspective: what improves protection, capability, accountability and future freedom, and what creates dependency, exposure, fracture, fear or capture.",
      "plain_goal": "PASO makes visible what usually remains scattered: capabilities that help African liberation and progress, and risk patterns that can weaken the safety, sovereignty, health, knowledge, dignity or future-shaping power of African peoples.",
      "response_and_correction": {
        "automatic_disqualifiers": [
          "pressure, threats, intimidation or retaliation",
          "fraudulent documents or unverifiable claims presented as proof",
          "attempts to expose witnesses, protected contributors or confidential workflows",
          "bribery, coercion, legal bullying, smear campaigns or digital harassment",
          "requests to suppress public-interest evidence without counter-evidence",
          "attempts to game scores through popularity, volume, bots, coordinated pressure or reputation laundering"
        ],
        "estimated_window": "Simple factual corrections can be reviewed in days. Complex dossiers involving legal, source-protection, survivor-protection or geopolitical risk can take several weeks or longer. The public status should show whether review is pending, complete, rejected, or awaiting evidence.",
        "invitation": "Good-faith entities are welcome to respond, request correction, provide missing evidence or clarify context. Evidence-based correction helps build trust.",
        "public_process": [
          "submit a correction or response with evidence, links, documents, dates and clear claims",
          "the platform records the request and screens for safety, fraud, abuse and source-protection risk",
          "reviewers compare the response with existing evidence and update the public record where justified",
          "the public page may show a correction note, updated score, unresolved dispute note or source-needs update",
          "the requester is notified when the review status changes, where a safe contact channel exists"
        ],
        "transparency_rule": "Bad-faith pressure, fraud or intimidation may itself become a public transparency signal after review and redaction."
      },
      "schema": "paso-score-meaning-guide-v1",
      "score_bands": [
        {
          "meaning": "very weak verified contribution, or severe unresolved risk where evidence supports caution",
          "range": "0-20"
        },
        {
          "meaning": "weak, symbolic, inconsistent, highly dependent or insufficiently evidenced",
          "range": "21-40"
        },
        {
          "meaning": "mixed or provisional: useful signs exist, but evidence, outputs, safeguards or review remain incomplete",
          "range": "41-60"
        },
        {
          "meaning": "credible contribution or moderate reliability with visible evidence, still requiring periodic review",
          "range": "61-75"
        },
        {
          "meaning": "strong verified contribution, high capability value or reliable conduct across several evidence categories",
          "range": "76-90"
        },
        {
          "meaning": "exceptional, independently verified, high-impact and resilient contribution across Nsiku, Nzola and Bisalu",
          "range": "91-100"
        }
      ],
      "threat_score": {
        "assessment_categories": [
          "safety compromised",
          "security compromised",
          "health or biosafety compromised",
          "economic/resource sovereignty compromised",
          "knowledge/data sovereignty compromised",
          "constitutional/public accountability compromised",
          "civilian protection risk",
          "historical pattern stability",
          "global conduct consistency",
          "predictive recurrence risk"
        ],
        "helps": [
          "citizens stay informed before harm becomes irreversible",
          "researchers and journalists find source needs and evidence gaps",
          "institutions see where correction, response or reform is required",
          "communities distinguish warning signals from confirmed findings"
        ],
        "not_a_guilt_finding": "A high threat or capture-risk score is a public-interest warning signal. It is not a final legal conviction, and it should always be read with the evidence state, uncertainty flags and correction pathway.",
        "shows": "Threat-profile lists show documented or evidence-to-complete risk patterns that may affect sovereignty, public safety, institutional trust, health, education, security, land, resources, media, data or future capability."
      },
      "three_axes": [
        {
          "axis": "Nsiku",
          "plain": "rule, accountability, limits on power, anti-capture boundaries, consistency between public discourse and action",
          "question": "Does this actor respect rules, evidence, accountability and African decision-making power?"
        },
        {
          "axis": "Nzola",
          "plain": "protection of people, dignity, health, education, social repair and non-fracture",
          "question": "Does this actor protect people, reduce harm and strengthen social trust?"
        },
        {
          "axis": "Bisalu",
          "plain": "tangible outputs: institutions, tools, jobs, infrastructure, laws, publications, companies, skills and local capabilities",
          "question": "Does this actor produce useful, verifiable results for African capability?"
        }
      ],
      "title": "How to read PASO scores and lists",
      "visitor_prompts": [
        "Start with the dashboard to see the map of capabilities and risks.",
        "Open a list, sort by score, region, specialty, risk or evidence strength.",
        "Click a profile to read why the score exists, what evidence supports it, and what sources are still missing.",
        "Use correction and right-of-response channels to improve records with evidence, not pressure.",
        "Treat provisional records as research leads, not final findings."
      ],
      "zero_trust": {
        "definition": "Zero trust means that no actor is presumed safe, hostile, competent, honest or useful without evidence. Every record can move up or down as sources, outputs, corrections and reviews improve.",
        "uses": [
          "historical patterns over years, decades or centuries",
          "recent conduct and contextual opportunism",
          "global conduct of the actor, not only conduct in one African country",
          "behavioral patterns, repeated strategy, and incentive alignment",
          "predictive warning when stable patterns create foreseeable risk"
        ]
      }
    },
    "list_explainers": {
      "actors": {
        "click_to_find": [
          "roles",
          "outputs",
          "source anchors",
          "evidence profile",
          "Nsiku/Nzola/Bisalu reading",
          "flags and uncertainties"
        ],
        "shows": "This list shows people and organizations whose public work can influence African liberation, protection, science, culture, technology, law, memory, education or capture-risk narratives.",
        "sort_by": [
          "contribution score",
          "risk score",
          "category",
          "country/region",
          "evidence strength",
          "specialty"
        ],
        "title": "Actors, authors, builders and public personalities",
        "use": "Use it to see contribution, outputs, alignment, uncertainty and evidence needs across multiple roles. One actor can belong to several categories."
      },
      "knowledge": {
        "click_to_find": [
          "DOI/ISBN/ISSN/ORCID/URL",
          "summary",
          "alignment note",
          "score status",
          "sources still needed"
        ],
        "shows": "This list shows books, journals, archives, outlets, datasets, authors and research networks that can support African/decolonial analysis and public-interest intelligence.",
        "sort_by": [
          "record type",
          "specialty",
          "evidence status",
          "orientation",
          "source anchor",
          "review status"
        ],
        "title": "Knowledge index and bibliography",
        "use": "Use it to find sources, build dossiers, identify reliable theoretical or empirical grounding, and separate useful knowledge infrastructure from capture-enabling noise."
      },
      "media": {
        "click_to_find": [
          "ownership/funding notes",
          "orientation",
          "source quality",
          "correction discipline",
          "bibliography/video/source anchors"
        ],
        "shows": "This list shows media outlets, journals, public-education platforms and knowledge channels relevant to how Africa is represented, informed, defended, fragmented or misread.",
        "sort_by": [
          "trust index",
          "alignment/orientation",
          "evidence state",
          "specialty",
          "region",
          "public influence"
        ],
        "title": "Media, journals, outlets and narrative infrastructure",
        "use": "Use it to evaluate source usefulness, editorial orientation, African-source density, correction discipline, ownership/funding transparency and narrative-capture risk."
      },
      "states": {
        "click_to_find": [
          "dimension scores",
          "warning indicators",
          "capability gaps",
          "evidence needs"
        ],
        "shows": "This list shows African states as public-capability environments: governance, safety, resilience, institutional integrity, health/security capacity and ability to resist capture.",
        "sort_by": [
          "sovereignty score",
          "country",
          "risk/capability dimensions"
        ],
        "title": "State sovereignty and public-capability index",
        "use": "Use it to compare where populations have stronger or weaker institutional protection, and where public-interest action should focus."
      },
      "threats": {
        "click_to_find": [
          "key risk reason",
          "documented patterns",
          "source anchors",
          "strategy profile",
          "uncertainties",
          "correction pathway"
        ],
        "shows": "This list shows risk profiles that may endanger people, institutions, land, health, security, knowledge, resources, narrative sovereignty or future African capability.",
        "sort_by": [
          "risk score",
          "evidence strength",
          "actor class",
          "strategy pattern",
          "country/region",
          "right-of-response/correction status"
        ],
        "title": "Threat and capture-risk profiles",
        "use": "Use it to stay informed and protected, distinguish warning signals from confirmed findings, and understand which evidence is still needed."
      },
      "universities": {
        "click_to_find": [
          "outputs",
          "specialty scores",
          "strengths",
          "gaps",
          "source needs",
          "ATSS evidence",
          "right-of-response/correction path where applicable"
        ],
        "shows": "This list shows universities, research centers and knowledge institutions that may strengthen African capability, sovereign science, public health, technology, culture, law, education and civilizational continuity.",
        "sort_by": [
          "overall fitness",
          "country",
          "specialty",
          "ATSS impact",
          "sovereignty score",
          "evidence strength"
        ],
        "title": "Universities and capability infrastructure",
        "use": "Use it to identify where real African capability is being built, where specialties exist, where gaps remain and which institutions need stronger evidence before ranking."
      }
    },
    "schema": "paso-public-score-guide-v1"
  },
  "scores": [],
  "secure_drop_policy": {
    "channels": [
      {
        "allowed": "non-sensitive reports without files",
        "channel": "public report form",
        "level": "low"
      },
      {
        "allowed": "documents after account approval and malware screening",
        "channel": "registered contributor upload",
        "level": "medium"
      },
      {
        "allowed": "contracts, corruption files, sensitive public-interest evidence",
        "channel": "secure dropbox / encrypted mailbox",
        "level": "high"
      },
      {
        "allowed": "witness files, victim identities, armed actor evidence, medical records",
        "channel": "offline legal/source handler protocol",
        "level": "life_threatening"
      }
    ],
    "public_upload_rule": "Public uploads remain disabled for sensitive material. High-risk evidence requires approved secure channels, risk warnings and source-protection workflow.",
    "standard": "CSSP-SOURCEDROP-1",
    "title": "High-risk whistleblower and protected-source architecture",
    "tor_onion_status": "planned_optional_deployment",
    "warnings": [
      "Do not upload from a state, employer or monitored device.",
      "Strip metadata or use the guided secure intake process.",
      "Do not expose witness names in public forms.",
      "Life-threatening material should use sealed/offline source-handler workflow."
    ]
  },
  "sha256": "888047f7a0f54608b7763b353ec65b654d7e5fdeec9e5e76c2ab151f0cc19407",
  "sovereign_actor_index": {
    "dataset_targets": {
      "minimum_public_launch_quality": [
        "Every public score must identify evidence state.",
        "Every high-risk dossier must list sources to add and right-of-reply status.",
        "Universities with no verified sovereign output are kept provisional/capped.",
        "Threat-pattern objects classify patterns first, not enemies lists."
      ],
      "principle": "Enough real-life objects for serious navigation, but still evidence-gated and backend-editable.",
      "v58_added_seed_count": 123,
      "v58_target_band": "between_strong_public_launch_and_mature_platform",
      "v59_next_phase": {
        "new_layers": [
          "bibliography/reference scaffolding",
          "pilot vignettes",
          "institutional cover letter and expert-review call",
          "publication layout templates",
          "family-field and narcissistic-abuse pattern cluster",
          "more African/Caribbean universities and institutions",
          "more action dossiers with source requirements"
        ],
        "principle": "Larger dataset, still evidence-gated. Public status remains provisional unless claim-source-review-right-of-reply is complete.",
        "release": "V5.9 next-phase expansion"
      },
      "v64_credible_launch_expansion": {
        "added_scope": [
          "additional African and Caribbean universities/research centers",
          "additional authors, historians, scientists, public intellectuals and builders",
          "additional state-actor pressure profiles",
          "additional non-state threat patterns for media, academia, think tanks, philanthropy, technology and platforms",
          "additional action dossiers, sponsorship/abuse records and impeachment/capability-compromise case templates"
        ],
        "principle": "Broaden coverage where the index was still thin, while keeping all adverse/named records evidence-gated, editable and reviewable.",
        "publication_rule": "Starter records are not final findings. Scores move only through source upload, DOI/ISBN/URL anchors, public actions, reviewer approval, redaction, correction pathway and right-of-reply where relevant.",
        "version": "V6.4 credible-launch expansion"
      },
      "v66_personalities_media_expansion": {
        "evidence_boundary": "All personality and media alignments are starter public-orientation records, not legal findings, membership claims, endorsements or accusations. They become strong assessments only after source-linked evidence, reviewer approval and correction/response discipline.",
        "summary": "Adds a stronger PASO public-introduction layer, about 150 additional public personalities across categories, a 50-record media landscape with editable alignment/orientation fields, and launch-impact readiness notes.",
        "title": "PASO launch doctrine + personalities and media landscape expansion",
        "version": "V6.6"
      },
      "v67_african_american_specialty_expansion": {
        "evidence_rule": "All scores remain starter/prepublication until linked to evidence: institutional records, DOI/ISBN/URL sources, programs, labs, patents, publications, public-service outputs, alumni/capability outcomes, correction/right-of-response records where relevant.",
        "principle": "The public university index must count scored university/research-capability records, not only actor-index placeholders. African-American institutions, Black studies, HBCUs and diaspora knowledge infrastructures are part of Pan-African capability mapping.",
        "targets": {
          "african_american_authors_and_institutions_required": true,
          "public_university_ranking_minimum": 140,
          "specialty_taxonomy_expanded": true
        },
        "version": "V6.7 university scoring, African-American institutions and specialty expansion"
      }
    },
    "dimensions": [
      {
        "code": "A1",
        "description": "Outils, écoles, cliniques, laboratoires, logiciels, normes, entreprises, infrastructures ou méthodes qui augmentent une capacité africaine réelle.",
        "label": "Construction directe de capacités",
        "weight": 18
      },
      {
        "code": "A2",
        "description": "Actions alignées avec décider, protéger, produire, auditer, corriger et transmettre, au lieu de dépendance ou prestige externe.",
        "label": "Souveraineté et alignement doctrinal",
        "weight": 14
      },
      {
        "code": "A3",
        "description": "Correspondance mesurable entre publications, discours, décisions, financements et actions concrètes.",
        "label": "Cohérence discours-actions",
        "weight": 12
      },
      {
        "code": "A4",
        "description": "Maintien des compétences, emplois, propriété, maintenance et savoir-faire dans les mains africaines.",
        "label": "Propriété locale, emplois et compétences",
        "weight": 12
      },
      {
        "code": "A5",
        "description": "Adoption, transférabilité, soutenabilité, souveraineté et scalabilité de l’action.",
        "label": "Impact ATSS",
        "weight": 12
      },
      {
        "code": "A6",
        "description": "Langues africaines, archives, Mandombe, méthodes africaines, mémoire, pédagogie et production non mimétique.",
        "label": "Souveraineté épistémique et culturelle",
        "weight": 10
      },
      {
        "code": "A7",
        "description": "Transparence, absence de clauses captives, refus d’instrumentalisation, auditabilité et protection contre conflit d’intérêts.",
        "label": "Intégrité anti-capture",
        "weight": 10
      },
      {
        "code": "A8",
        "description": "Capacité à mutualiser, transmettre et créer une valeur reproductible au-delà d’un réseau local.",
        "label": "Contribution panafricaine",
        "weight": 6
      },
      {
        "code": "A9",
        "description": "Sources, références, résultats, droit de réponse et documents vérifiables.",
        "label": "Preuve et documentation",
        "weight": 6
      },
      {
        "code": "A10",
        "description": "Capacités vivantes organisées par des populations, réseaux, universités, communautés, entreprises locales ou chercheurs qui continuent à former, produire et transmettre aujourd’hui.",
        "label": "Réserve populaire active",
        "weight": 16
      }
    ],
    "entity_types": [
      "business",
      "business_or_industry",
      "university",
      "deal_or_agreement",
      "entertainment",
      "artist",
      "artist_or_cultural_actor",
      "military_or_security_actor",
      "religious_institution",
      "professional_network",
      "labor_union",
      "student_union",
      "researcher",
      "author",
      "public_personality",
      "sovereign_architect",
      "action_dossier",
      "civil_society",
      "faith_or_cultural_network",
      "research_center",
      "media",
      "journal_or_platform",
      "foundation",
      "think_tank",
      "foreign_actor",
      "diaspora_network",
      "public_institution",
      "political_apparatus",
      "influencer"
    ],
    "evidence_profile_schema": {
      "pillars": [
        "Nsiku",
        "Nzola",
        "Bisalu",
        "Critical Flags & Uncertainties"
      ],
      "purpose": "Expose the qualitative proof behind actor scores without turning the dashboard into a shallow leaderboard.",
      "rule": "Profiles can be corrected only through source-linked evidence, review and right of reply; not through pressure, reputation or popularity.",
      "schema": "cssp-actor-evidence-profile-v1"
    },
    "facet_policy": {
      "principle": "One real person or institution may belong to several categories at once: author, scientist, researcher, tech owner, CEO, university, public personality, or threat-vector analyst. Entity type is the primary storage class; facets support cross-category discovery.",
      "safety_boundary": "Negative or threat-related labels for living persons require quoted evidence, context, legal/source-protection review and right of reply before final public publication. Pattern-level threat vectors can be public without naming individuals."
    },
    "items": [
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / diaspora",
        "entity_id": "ACT-ACTIVE-EJCSK",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-EJCSK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "EJCSK / Église kimbanguiste — infrastructure communautaire souveraine"
        },
        "evidence_strength": 66,
        "name": "EJCSK / Église kimbanguiste — infrastructure communautaire souveraine",
        "positive_components": {
          "A1": 100,
          "A10": 100,
          "A2": 98,
          "A3": 93,
          "A4": 96,
          "A5": 96,
          "A6": 96,
          "A7": 88,
          "A8": 88,
          "A9": 66
        },
        "positive_score": 94,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 93,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "EJCSK / Église kimbanguiste — infrastructure communautaire souveraine",
          "RDC / diaspora",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Community, spiritual, educational and infrastructure reserve; one of the core examples of popular capability outside captured state channels.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "science_research",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sierra Leone",
        "entity_id": "ACT-SCI-KELVIN-DOE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-KELVIN-DOE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kelvin Doe"
        },
        "evidence_strength": 77,
        "name": "Kelvin Doe",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 77
        },
        "positive_score": 86,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 91,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kelvin Doe",
          "Sierra Leone",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Kelvin Doe. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "science_research",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-SCI-INRB-DRC",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-INRB-DRC",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "INRB / DRC health research capacity"
        },
        "evidence_strength": 77,
        "name": "INRB / DRC health research capacity",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 77
        },
        "positive_score": 86,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 14,
          "R3": 12,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 91,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "INRB / DRC health research capacity",
          "RDC",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for INRB / DRC health research capacity. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / diaspora",
        "entity_id": "ACT-INFRA-EJCSK",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-EJCSK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "EJCSK / Église kimbanguiste — infrastructure communautaire et souveraine"
        },
        "evidence_strength": 62,
        "name": "EJCSK / Église kimbanguiste — infrastructure communautaire et souveraine",
        "positive_components": {
          "A1": 98,
          "A10": 100,
          "A2": 96,
          "A3": 91,
          "A4": 94,
          "A5": 94,
          "A6": 94,
          "A7": 86,
          "A8": 86,
          "A9": 62
        },
        "positive_score": 93,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 90,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "EJCSK / Église kimbanguiste — infrastructure communautaire et souveraine",
          "RDC / diaspora",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "machine_learning_training_infrastructure",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / Ghana / Pan-African",
        "entity_id": "ACT-SCIENTIST-MOUSTAPHA-CISSE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-MOUSTAPHA-CISSE",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "scientist",
            "researcher",
            "tech",
            "ai",
            "education",
            "institution_builder",
            "pan_african"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Very strong capacity-building score through advanced training; assess retention, African data governance and post-training industrial/scientific output.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "AMMI leadership / Moustapha Cisse",
              "note": "Moustapha Cisse is listed as founder/director of AMMI and linked to Google AI Accra/AIMS.",
              "ref": "ammi_cisse",
              "url": "https://aimsammi.org/about-ammi-2/"
            },
            {
              "label": "African Master’s in Machine Intelligence",
              "note": "AMMI is a fully funded intensive graduate programme for African machine intelligence researchers.",
              "ref": "ammi",
              "url": "https://aimsammi.org/"
            }
          ],
          "title": "Moustapha Cisse / AMMI"
        },
        "evidence_strength": 76,
        "facets": [
          "scientist",
          "researcher",
          "tech",
          "ai",
          "education",
          "institution_builder",
          "pan_african"
        ],
        "name": "Moustapha Cisse / AMMI",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 76
        },
        "positive_score": 86,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 90,
        "score_explanation": "Very strong capacity-building score through advanced training; assess retention, African data governance and post-training industrial/scientific output.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Moustapha Cisse / AMMI",
          "Sénégal / Ghana / Pan-African",
          "active_builder",
          "ai",
          "education",
          "institution_builder",
          "machine_learning_training_infrastructure",
          "pan_african",
          "researcher",
          "scientist",
          "tech"
        ],
        "source": "seed",
        "source_refs": [
          "ammi_cisse",
          "ammi"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Machine learning scientist and AMMI founder/director associated with African advanced AI training capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_sovereign_architect_author_scientist_tech_owner",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / Afrique",
        "entity_id": "ACT-AUTHOR-KIBAVUIDI-NSIANGANI",
        "entity_type": "sovereign_architect",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-KIBAVUIDI-NSIANGANI",
          "bisalu": {
            "proofs": [
              {
                "status": "source upload/link required",
                "title": "Symbolic Cognition and the Geometry of Knowledge: Foundations of Mandombe Logic",
                "type": "publication",
                "year": 2024
              },
              {
                "status": "source upload/link required",
                "title": "From Aid to Extraction - SVU: A framework to quantify asymmetry in international exchanges",
                "type": "publication",
                "year": 2025
              },
              {
                "status": "AfricArXiv/publication link required",
                "title": "Pan-Africanism Reimagined II: From Conceptual Blur to Operational Blueprint",
                "type": "publication",
                "year": 2025
              },
              {
                "status": "repository link and metadata required",
                "title": "cema-usk.press repository and USK Journal of Education",
                "type": "infrastructure",
                "year": 2026
              }
            ],
            "summary": "Tangible outputs: doctrine, publications, software prototypes, indexes, archives and institutional repositories."
          },
          "critical_flags_uncertainties": [
            "Needs structured adoption metrics: enrollment, geographic spread, curriculum deployment, citations outside the ecosystem and independent reviews.",
            "ORCID/Scholar profiles should be linked when available but cannot dominate over community adoption and sovereign epistemic output.",
            "Wider institutional adoption remains to be proven with datasets."
          ],
          "nsiku": {
            "claims": [
              "Replaces imported cognitive/psychometric frames with indigenous and geometrical Mandombe-derived paradigms.",
              "Defines transparent scoring standards for states, universities, contracts, actors and institutions.",
              "Builds an open audit logic where evidence, not pressure, changes scores."
            ],
            "summary": "Structural decolonialization of cognitive systems through Mandombe-derived logic, Nsiku-Nzola-Bisalu doctrine, anti-capture evaluation and sovereign institutional methodology."
          },
          "nzola": {
            "claims": [
              "Trains researchers in AI, cybersecurity, epistemology, neurocognition and decolonial research.",
              "Protects local intellectual capital from brain drain by making African knowledge systems operational.",
              "Creates a path for popular and institutional adoption of Mandombe literacy and cognitive sovereignty."
            ],
            "summary": "Direct expansion of non-state educational and cognitive sovereignty through USK, CENA, MEN-D and community-oriented research infrastructure."
          },
          "profile_type": "active",
          "references": [
            {
              "label": "ORCID",
              "status": "public identifier",
              "url": "https://orcid.org/0009-0004-9484-3435"
            },
            {
              "label": "CEMA-USK Press repository",
              "status": "public repository",
              "url": "https://publications.cema-usk.press/"
            },
            {
              "label": "Tumokina",
              "status": "set in backend .env when public URL is ready",
              "url": "APP_TUMOKINA_URL"
            }
          ],
          "score_note": "High sovereign epistemic output; legacy/conventional citation penalties capped when local adoption evidence is linked.",
          "source_needs": [
            "ORCID/Scholar link",
            "USK/CENA profile",
            "publication PDFs",
            "curriculum evidence",
            "adoption datasets",
            "repository metadata",
            "Tumokina public URL"
          ],
          "title": "Kibavuidi Nsiangani & USK-CENA Ecosystem"
        },
        "evidence_strength": 68,
        "facets": [
          "ai",
          "author",
          "ceo",
          "cybersecurity",
          "institution_builder",
          "mandombe",
          "methodology",
          "researcher",
          "scientist",
          "sovereign_architect",
          "tech_owner"
        ],
        "name": "Kibavuidi Nsiangani / K. Nsiangani",
        "orcid": "0009-0004-9484-3435",
        "positive_components": {
          "A1": 88,
          "A10": 94,
          "A2": 96,
          "A3": 90,
          "A4": 82,
          "A5": 84,
          "A6": 100,
          "A7": 82,
          "A8": 88,
          "A9": 68
        },
        "positive_score": 88,
        "public_links": [
          {
            "label": "ORCID",
            "type": "orcid",
            "url": "https://orcid.org/0009-0004-9484-3435"
          },
          {
            "label": "CEMA-USK Press",
            "type": "repository",
            "url": "https://publications.cema-usk.press/"
          },
          {
            "label": "Tumokina",
            "type": "configurable",
            "url": "APP_TUMOKINA_URL"
          }
        ],
        "publication_boundary": "Multi-facet profile: appears across author/scientist/researcher/tech-owner categories; score must be based on linked works, software, doctrine, institutions and adoption metrics, not self-description alone.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R10": 2,
          "R11": 0,
          "R2": 6,
          "R3": 6,
          "R4": 4,
          "R5": 2
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 89,
        "score_explanation": "Not a prepublication researcher profile. Classified as an active sovereign systems architect: doctrine, institutions, AI/cyber/security methods, neurocognitive/decolonial research, USK-CENA infrastructure and actionable sovereignty metrics. Western citation markers are capped when local adoption, institutional role and epistemic sovereignty evidence are linked.",
        "search_keywords": [
          "AI",
          "CENA",
          "CEO",
          "DeepInfosec",
          "Head of Department",
          "Kibavuidi",
          "Kibavuidi Nsiangani",
          "Mandombe",
          "Miezi",
          "Nsiangani",
          "Nsiku Nzola Bisalu",
          "USK",
          "author",
          "cyber",
          "cybersecurity",
          "intelligence",
          "researcher",
          "scientist",
          "sovereign systems",
          "tech owner"
        ],
        "source": "seed",
        "status": "active_institutional_profile_sources_to_link",
        "summary": "Head of Department, author, CEO/architect of sovereign systems, doctrines, intelligence methods, neurocognition/decolonial research and USK-CENA/Mandombe capability infrastructure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinée-Bissau / Cap-Vert",
        "entity_id": "ACT-FOUND-AMILCAR-CABRAL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-AMILCAR-CABRAL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amílcar Cabral"
        },
        "evidence_strength": 72,
        "name": "Amílcar Cabral",
        "positive_components": {
          "A1": 94,
          "A10": 73,
          "A2": 100,
          "A3": 98,
          "A4": 88,
          "A5": 88,
          "A6": 100,
          "A7": 88,
          "A8": 98,
          "A9": 72
        },
        "positive_score": 90,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 88,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Amílcar Cabral",
          "Guinée-Bissau / Cap-Vert",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Amílcar Cabral. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-INFRA-NKAMBA",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-NKAMBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nkamba infrastructure and Kimbanguist civilizational network"
        },
        "evidence_strength": 60,
        "name": "Nkamba infrastructure and Kimbanguist civilizational network",
        "positive_components": {
          "A1": 96,
          "A10": 100,
          "A2": 94,
          "A3": 89,
          "A4": 92,
          "A5": 92,
          "A6": 92,
          "A7": 84,
          "A8": 84,
          "A9": 60
        },
        "positive_score": 91,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 87,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nkamba infrastructure and Kimbanguist civilizational network",
          "RDC",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "mathematical_sciences_ai_capacity",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-RESEARCH-AIMS",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-AIMS",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "research_center",
            "science",
            "mathematics",
            "ai",
            "pan_african",
            "training"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High sovereign capability score for advanced STEM training and pan-African reach; assess funding, retention, local industry and governance autonomy.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "AIMS network",
              "note": "AIMS describes itself as Africa’s first and largest network of centres of excellence for innovative postgraduate mathematical sciences training.",
              "ref": "aims_network",
              "url": "https://aims-network.org/"
            },
            {
              "label": "African Master’s in Machine Intelligence",
              "note": "AMMI is a fully funded intensive graduate programme for African machine intelligence researchers.",
              "ref": "ammi",
              "url": "https://aimsammi.org/"
            }
          ],
          "title": "African Institute for Mathematical Sciences (AIMS)"
        },
        "evidence_strength": 78,
        "facets": [
          "research_center",
          "science",
          "mathematics",
          "ai",
          "pan_african",
          "training"
        ],
        "name": "African Institute for Mathematical Sciences (AIMS)",
        "positive_components": {
          "A1": 88,
          "A10": 94,
          "A2": 86,
          "A3": 81,
          "A4": 84,
          "A5": 84,
          "A6": 84,
          "A7": 76,
          "A8": 76,
          "A9": 78
        },
        "positive_score": 85,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 87,
        "score_explanation": "High sovereign capability score for advanced STEM training and pan-African reach; assess funding, retention, local industry and governance autonomy.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "African Institute for Mathematical Sciences (AIMS)",
          "Pan-African",
          "active_builder",
          "ai",
          "mathematical_sciences_ai_capacity",
          "mathematics",
          "pan_african",
          "research_center",
          "science",
          "training"
        ],
        "source": "seed",
        "source_refs": [
          "aims_network",
          "ammi"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Pan-African mathematical sciences network with centres of excellence and a direct STEM capacity-building mission.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "historical_political_economy_anti_imperial",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana / Caribbean / Africa",
        "entity_id": "ACT-AUTHOR-WALTER-RODNEY",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-WALTER-RODNEY",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "author",
            "historian",
            "caribbean",
            "africa",
            "political_economy",
            "anti_imperial"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High sovereign intellectual output; link primary works and teaching/adoption evidence for final scoring.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [],
          "title": "Walter Rodney"
        },
        "evidence_strength": 80,
        "facets": [
          "author",
          "historian",
          "caribbean",
          "africa",
          "political_economy",
          "anti_imperial"
        ],
        "name": "Walter Rodney",
        "positive_components": {
          "A1": 84,
          "A10": 79,
          "A2": 92,
          "A3": 84,
          "A4": 79,
          "A5": 84,
          "A6": 99,
          "A7": 84,
          "A8": 84,
          "A9": 80
        },
        "positive_score": 85,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 87,
        "score_explanation": "High sovereign intellectual output; link primary works and teaching/adoption evidence for final scoring.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Guyana / Caribbean / Africa",
          "Walter Rodney",
          "africa",
          "anti_imperial",
          "author",
          "caribbean",
          "historian",
          "historical_political_economy_anti_imperial",
          "political_economy",
          "researcher_author"
        ],
        "source": "seed",
        "source_refs": [],
        "status": "prepublication_sources_needed",
        "summary": "Historian and political thinker central to the study of European underdevelopment of Africa and Caribbean-African liberation thought.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "decolonial_literature_negritude",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique / Caribbean",
        "entity_id": "ACT-AUTHOR-AME-CESAIRE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AME-CESAIRE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "poet",
            "public_personality",
            "caribbean",
            "anti_colonial_theory",
            "literature"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Aimé Césaire"
        },
        "evidence_strength": 78,
        "facets": [
          "author",
          "poet",
          "public_personality",
          "caribbean",
          "anti_colonial_theory",
          "literature"
        ],
        "name": "Aimé Césaire",
        "positive_components": {
          "A1": 86,
          "A10": 81,
          "A2": 94,
          "A3": 86,
          "A4": 81,
          "A5": 86,
          "A6": 100,
          "A7": 86,
          "A8": 86,
          "A9": 78
        },
        "positive_score": 87,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 87,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Aimé Césaire",
          "Martinique / Caribbean",
          "anti_colonial_theory",
          "architect",
          "author",
          "caribbean",
          "decolonial_literature_negritude",
          "literature",
          "poet",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Poet, thinker and political figure whose work on colonialism and négritude strongly supports anti-colonial consciousness and Caribbean-African dignity.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / diaspora",
        "entity_id": "ACT-ACTIVE-EJCSK-COMMUNITY-INFRA",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-EJCSK-COMMUNITY-INFRA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "EJCSK community and sovereign infrastructure"
        },
        "evidence_strength": 60,
        "name": "EJCSK community and sovereign infrastructure",
        "positive_components": {
          "A1": 94,
          "A10": 100,
          "A2": 92,
          "A3": 87,
          "A4": 90,
          "A5": 90,
          "A6": 90,
          "A7": 82,
          "A8": 82,
          "A9": 60
        },
        "positive_score": 89,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 86,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "EJCSK community and sovereign infrastructure",
          "RDC / diaspora",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "reparatory_justice_university_leadership",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados / Caribbean",
        "entity_id": "ACT-AUTHOR-HILARY-BECKLES",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-HILARY-BECKLES",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "author",
            "historian",
            "university_leader",
            "caribbean",
            "reparations",
            "policy"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong Caribbean reparatory-justice and university-capacity profile; evaluate concrete regional adoption and institutional effects.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Hilary Beckles reparatory justice",
              "note": "UWI page on Beckles and reparatory justice at UN Security Council.",
              "ref": "hilary_uwi",
              "url": "https://global.uwi.edu/news/professor-sir-hilary-beckles-addresses-urgent-call-economic-development-through-reparatory"
            },
            {
              "label": "The UWI rankings page",
              "note": "UWI presents itself as the leading ranked English-speaking Caribbean university and notes THE ranking qualification/publication criteria.",
              "ref": "uwi_rankings",
              "url": "https://uwi.edu/rankings/"
            }
          ],
          "title": "Sir Hilary Beckles"
        },
        "evidence_strength": 74,
        "facets": [
          "author",
          "historian",
          "university_leader",
          "caribbean",
          "reparations",
          "policy"
        ],
        "name": "Sir Hilary Beckles",
        "positive_components": {
          "A1": 88,
          "A10": 94,
          "A2": 86,
          "A3": 81,
          "A4": 84,
          "A5": 84,
          "A6": 84,
          "A7": 76,
          "A8": 76,
          "A9": 74
        },
        "positive_score": 84,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 85,
        "score_explanation": "Strong Caribbean reparatory-justice and university-capacity profile; evaluate concrete regional adoption and institutional effects.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Barbados / Caribbean",
          "Sir Hilary Beckles",
          "active_builder",
          "author",
          "caribbean",
          "historian",
          "policy",
          "reparations",
          "reparatory_justice_university_leadership",
          "university_leader"
        ],
        "source": "seed",
        "source_refs": [
          "hilary_uwi",
          "uwi_rankings"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian, UWI leader and reparatory justice advocate with institutional and public-policy relevance.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-INFRA-CEMA-USK-PRESS",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-CEMA-USK-PRESS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CEMA-USK Press / publications.cema-usk.press"
        },
        "evidence_strength": 56,
        "name": "CEMA-USK Press / publications.cema-usk.press",
        "positive_components": {
          "A1": 94,
          "A10": 100,
          "A2": 92,
          "A3": 87,
          "A4": 90,
          "A5": 90,
          "A6": 90,
          "A7": 82,
          "A8": 82,
          "A9": 56
        },
        "positive_score": 89,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 84,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CEMA-USK Press / publications.cema-usk.press",
          "RDC",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university_research_sovereignty",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Caribbean",
        "entity_id": "ACT-UNIV-UWI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UWI",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "research_institution",
            "caribbean",
            "education",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong Caribbean regional knowledge infrastructure; verified sovereign output includes regional development mandate and research/ranking presence. Not automatically maximal: local language, technology ownership and policy translation still need evidence.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "The UWI rankings page",
              "note": "UWI presents itself as the leading ranked English-speaking Caribbean university and notes THE ranking qualification/publication criteria.",
              "ref": "uwi_rankings",
              "url": "https://uwi.edu/rankings/"
            },
            {
              "label": "UWI Triple A strategy",
              "note": "UWI strategic plan links university capability to Caribbean development and access/alignment/agility.",
              "ref": "uwi_strategy",
              "url": "https://www.uwi.edu/uop/strategic-plan-uwi-triple-strategy"
            }
          ],
          "title": "University of the West Indies (UWI)"
        },
        "evidence_strength": 76,
        "facets": [
          "university",
          "research_institution",
          "caribbean",
          "education",
          "public_interest_knowledge"
        ],
        "name": "University of the West Indies (UWI)",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 76
        },
        "positive_score": 83,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 84,
        "score_explanation": "Strong Caribbean regional knowledge infrastructure; verified sovereign output includes regional development mandate and research/ranking presence. Not automatically maximal: local language, technology ownership and policy translation still need evidence.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Caribbean",
          "University of the West Indies (UWI)",
          "active_builder",
          "caribbean",
          "caribbean_university_research_sovereignty",
          "education",
          "public_interest_knowledge",
          "research_institution",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "uwi_rankings",
          "uwi_strategy"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Regional Caribbean university infrastructure with research, ranking visibility and an explicit development mission. Sovereign score rewards regional scale and research output, while dependency audit should examine donor, publication and external ranking pressures.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "ai_accountability_independent_research",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / Eritrea / Global",
        "entity_id": "ACT-SCIENTIST-TIMNIT-GEBRU",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-TIMNIT-GEBRU",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "scientist",
            "researcher",
            "author",
            "tech",
            "ai",
            "ai_ethics",
            "institution_builder"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong AI accountability and institutional independence signal; African sovereign score depends on direct African capacity transfer, training and research infrastructure.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "DAIR / Timnit Gebru public profile",
              "note": "Independent AI research and accountability institution associated with Timnit Gebru.",
              "ref": "timnit_dair",
              "url": "https://www.dair-institute.org/"
            }
          ],
          "title": "Timnit Gebru / DAIR"
        },
        "evidence_strength": 76,
        "facets": [
          "scientist",
          "researcher",
          "author",
          "tech",
          "ai",
          "ai_ethics",
          "institution_builder"
        ],
        "name": "Timnit Gebru / DAIR",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 76
        },
        "positive_score": 83,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 84,
        "score_explanation": "Strong AI accountability and institutional independence signal; African sovereign score depends on direct African capacity transfer, training and research infrastructure.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ethiopia / Eritrea / Global",
          "Timnit Gebru / DAIR",
          "active_builder",
          "ai",
          "ai_accountability_independent_research",
          "ai_ethics",
          "author",
          "institution_builder",
          "researcher",
          "scientist",
          "tech"
        ],
        "source": "seed",
        "source_refs": [
          "timnit_dair"
        ],
        "status": "prepublication_sources_needed",
        "summary": "AI accountability scientist and institution builder linked to independent research, algorithmic bias, Black in AI and DAIR.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "pan_african_mass_mobilization",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Global African diaspora",
        "entity_id": "ACT-AUTHOR-MARCUS-GARVEY",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MARCUS-GARVEY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "public_personality",
            "author",
            "organizer",
            "caribbean",
            "pan_africanism",
            "diaspora"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Marcus Garvey"
        },
        "evidence_strength": 74,
        "facets": [
          "public_personality",
          "author",
          "organizer",
          "caribbean",
          "pan_africanism",
          "diaspora"
        ],
        "name": "Marcus Garvey",
        "positive_components": {
          "A1": 84,
          "A10": 79,
          "A2": 92,
          "A3": 84,
          "A4": 79,
          "A5": 84,
          "A6": 99,
          "A7": 84,
          "A8": 84,
          "A9": 74
        },
        "positive_score": 85,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "architect",
          "label": "Architecte de souveraineté"
        },
        "score": 84,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Jamaica / Global African diaspora",
          "Marcus Garvey",
          "architect",
          "author",
          "caribbean",
          "diaspora",
          "organizer",
          "pan_african_mass_mobilization",
          "pan_africanism",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Mass organizer of global Black self-reliance and Pan-African identity. Score high for mobilization; organizational and ideological limits require historical context.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCI-OLUWATOYIN-OGUNDIPE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-OLUWATOYIN-OGUNDIPE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Oluwatoyin Ogundipe"
        },
        "evidence_strength": 72,
        "name": "Oluwatoyin Ogundipe",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 72
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Oluwatoyin Ogundipe",
          "Nigeria",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Oluwatoyin Ogundipe. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "health_justice_protection",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-DENIS-MUKWEGE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-DENIS-MUKWEGE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Denis Mukwege / Panzi health and justice ecosystem"
        },
        "evidence_strength": 72,
        "name": "Denis Mukwege / Panzi health and justice ecosystem",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 72
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Denis Mukwege / Panzi health and justice ecosystem",
          "RDC",
          "health_justice_protection",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Health, survivor protection and justice infrastructure. Score must separate clinical/protection capacity from political posture.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "civic_technology_crisis_information",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Africa",
        "entity_id": "ACT-TECH-JULIANA-ROTICH",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-JULIANA-ROTICH",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "researcher",
            "public_personality",
            "civic_tech",
            "crisis_mapping",
            "connectivity"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong practical public-interest technology output; final score depends on governance, durability, community ownership and data protection.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Juliana Rotich profile",
              "note": "Profile notes Ushahidi/BRCK and technology for social impact and connectivity.",
              "ref": "juliana_princeton",
              "url": "https://piirs.princeton.edu/events/2025/juliana-rotich-information-technologist-and-entrepreneur-kenya-africa-impact-lectures"
            }
          ],
          "title": "Juliana Rotich / Ushahidi / BRCK"
        },
        "evidence_strength": 74,
        "facets": [
          "tech_owner",
          "founder",
          "researcher",
          "public_personality",
          "civic_tech",
          "crisis_mapping",
          "connectivity"
        ],
        "name": "Juliana Rotich / Ushahidi / BRCK",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 74
        },
        "positive_score": 82,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Strong practical public-interest technology output; final score depends on governance, durability, community ownership and data protection.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Juliana Rotich / Ushahidi / BRCK",
          "Kenya / Africa",
          "active_builder",
          "civic_tech",
          "civic_technology_crisis_information",
          "connectivity",
          "crisis_mapping",
          "founder",
          "public_personality",
          "researcher",
          "tech_owner"
        ],
        "source": "seed",
        "source_refs": [
          "juliana_princeton"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Technology entrepreneur linked to civic crisis-mapping and connectivity infrastructure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-CAPE-TOWN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CAPE-TOWN",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Cape Town"
        },
        "evidence_strength": 72,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Cape Town",
        "positive_components": {
          "A1": 88,
          "A10": 94,
          "A2": 86,
          "A3": 81,
          "A4": 84,
          "A5": 84,
          "A6": 84,
          "A7": 76,
          "A8": 76,
          "A9": 72
        },
        "positive_score": 84,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of Cape Town",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "High research visibility and institutional capacity. Sovereign score is strong but must audit elite dependency, local technology transfer, language inclusion and community benefit.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "anti_colonial_history_political_thought",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Caribbean",
        "entity_id": "ACT-AUTHOR-CLR-JAMES",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-CLR-JAMES",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "historian",
            "public_personality",
            "caribbean",
            "anti_colonial_theory"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "C. L. R. James"
        },
        "evidence_strength": 76,
        "facets": [
          "author",
          "historian",
          "public_personality",
          "caribbean",
          "anti_colonial_theory"
        ],
        "name": "C. L. R. James",
        "positive_components": {
          "A1": 82,
          "A10": 77,
          "A2": 90,
          "A3": 82,
          "A4": 77,
          "A5": 82,
          "A6": 97,
          "A7": 82,
          "A8": 82,
          "A9": 76
        },
        "positive_score": 83,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "C. L. R. James",
          "Trinidad and Tobago / Caribbean",
          "anti_colonial_history_political_thought",
          "anti_colonial_theory",
          "architect",
          "author",
          "caribbean",
          "historian",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historian and political thinker with major contribution to anti-colonial theory, Caribbean political thought and Black Atlantic history.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_history_linguistics_egyptology",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville / Africa",
        "entity_id": "ACT-RESEARCH-THEOPHILE-OBENGA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-THEOPHILE-OBENGA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "historian",
            "linguist",
            "researcher",
            "egyptology",
            "african_history"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            }
          ],
          "title": "Théophile Obenga"
        },
        "evidence_strength": 76,
        "facets": [
          "author",
          "historian",
          "linguist",
          "researcher",
          "egyptology",
          "african_history"
        ],
        "name": "Théophile Obenga",
        "positive_components": {
          "A1": 82,
          "A10": 77,
          "A2": 90,
          "A3": 82,
          "A4": 77,
          "A5": 82,
          "A6": 97,
          "A7": 82,
          "A8": 82,
          "A9": 76
        },
        "positive_score": 83,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 83,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Congo-Brazzaville / Africa",
          "Théophile Obenga",
          "african_history",
          "african_history_linguistics_egyptology",
          "architect",
          "author",
          "egyptology",
          "historian",
          "linguist",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "openalex"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major African historian/linguist linked to African antiquity and Egyptology debates. Strong epistemic sovereignty relevance.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "active_productive_sovereignty_aes_recovery",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-LEADER-IBRAHIM-TRAORE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-IBRAHIM-TRAORE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Recalibrated to recognize measurable productive sovereignty: resource-processing localization, agricultural inputs, budget/debt resilience, AES strategic autonomy and recovery under severe pressure. Governance/security/auditability risks remain visible and must be reviewed through evidence.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ibrahim Traoré / trajectoire burkinabè actuelle"
        },
        "evidence_strength": 62,
        "name": "Ibrahim Traoré / trajectoire burkinabè actuelle",
        "positive_components": {
          "A1": 92,
          "A10": 90,
          "A2": 96,
          "A3": 86,
          "A4": 92,
          "A5": 88,
          "A6": 80,
          "A7": 72,
          "A8": 84,
          "A9": 72
        },
        "positive_score": 87,
        "red_flags": [],
        "risk_components": {
          "R1": 5,
          "R10": 12,
          "R11": 5,
          "R2": 8,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 82,
        "score_explanation": "Recalibrated to recognize measurable productive sovereignty: resource-processing localization, agricultural inputs, budget/debt resilience, AES strategic autonomy and recovery under severe pressure. Governance/security/auditability risks remain visible and must be reviewed through evidence.",
        "search_keywords": [
          "Ibrahim Traoré",
          "Burkina",
          "AES",
          "souveraineté productive",
          "or",
          "raffinerie",
          "agriculture",
          "budget",
          "militaire",
          "sécurité",
          "alimentaire"
        ],
        "source": "seed",
        "status": "active_high_public_interest_sources_required",
        "summary": "Active sovereignty trajectory under coordinated war pressure: resource localization, food/productive capacity, AES strategic autonomy, reduced external military dependency and popular productive mobilization. Evidence-gated; not a popularity score.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "science_research",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-SCI-H3AFRICA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-H3AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "H3Africa research networks"
        },
        "evidence_strength": 72,
        "name": "H3Africa research networks",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 72
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 82,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "H3Africa research networks",
          "Afrique",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for H3Africa research networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-NKAMBA-INFRASTRUCTURE",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NKAMBA-INFRASTRUCTURE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nkamba community infrastructure and spiritual-city capacity"
        },
        "evidence_strength": 58,
        "name": "Nkamba community infrastructure and spiritual-city capacity",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 58
        },
        "positive_score": 85,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 82,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nkamba community infrastructure and spiritual-city capacity",
          "RDC",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "caribbean_decolonial_theory",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-AUTHOR-SYLVIA-WYNTER",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-SYLVIA-WYNTER",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "author",
            "researcher",
            "caribbean",
            "decolonial",
            "philosophy",
            "black_studies"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High theoretical contribution to decolonial knowledge; operational adoption and African institutional translation should be linked through syllabi, citations and policy use.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Sylvia Wynter Stanford profile",
              "note": "Caribbean scholar, playwright and intellectual in Black Studies/postcolonial thought.",
              "ref": "sylvia_stanford",
              "url": "https://dlcl.stanford.edu/people/sylvia-wynter"
            }
          ],
          "title": "Sylvia Wynter"
        },
        "evidence_strength": 78,
        "facets": [
          "author",
          "researcher",
          "caribbean",
          "decolonial",
          "philosophy",
          "black_studies"
        ],
        "name": "Sylvia Wynter",
        "positive_components": {
          "A1": 80,
          "A10": 75,
          "A2": 88,
          "A3": 80,
          "A4": 75,
          "A5": 80,
          "A6": 95,
          "A7": 80,
          "A8": 80,
          "A9": 78
        },
        "positive_score": 81,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 82,
        "score_explanation": "High theoretical contribution to decolonial knowledge; operational adoption and African institutional translation should be linked through syllabi, citations and policy use.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Jamaica / Caribbean",
          "Sylvia Wynter",
          "author",
          "black_studies",
          "caribbean",
          "caribbean_decolonial_theory",
          "decolonial",
          "philosophy",
          "researcher",
          "researcher_author"
        ],
        "source": "seed",
        "source_refs": [
          "sylvia_stanford"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Caribbean scholar and theorist whose work informs Black Studies, postcolonial thought and critiques of colonial humanism.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-WITS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-WITS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of the Witwatersrand"
        },
        "evidence_strength": 70,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of the Witwatersrand",
        "positive_components": {
          "A1": 87,
          "A10": 93,
          "A2": 85,
          "A3": 80,
          "A4": 83,
          "A5": 83,
          "A6": 83,
          "A7": 75,
          "A8": 75,
          "A9": 70
        },
        "positive_score": 83,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 14,
          "R3": 12,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 82,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of the Witwatersrand",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major African research university with health, mining, social-science and innovation relevance. Needs evidence of sovereign translation and popular-capability output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-INFRA-PASC",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-PASC",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "PASC / Pan-African capability-first standards network"
        },
        "evidence_strength": 50,
        "name": "PASC / Pan-African capability-first standards network",
        "positive_components": {
          "A1": 94,
          "A10": 100,
          "A2": 92,
          "A3": 87,
          "A4": 90,
          "A5": 90,
          "A6": 90,
          "A7": 82,
          "A8": 82,
          "A9": 50
        },
        "positive_score": 89,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 81,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "PASC / Pan-African capability-first standards network",
          "Afrique",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university_research_capacity",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-UNIV-GHANA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-GHANA",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "africa",
            "ghana",
            "research",
            "science"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High academic/research capacity signal; sovereign score depends on conversion into local industry, health, language, agriculture, governance and open public-interest knowledge.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "University of Ghana interdisciplinary science ranking",
              "note": "UG reports Ghana-leading and West Africa-leading interdisciplinary science performance.",
              "ref": "ug_ghana_ranking",
              "url": "https://www.ug.edu.gh/news/ug-leads-ghana-thes-first-global-interdisciplinary-science-rankings"
            }
          ],
          "title": "University of Ghana"
        },
        "evidence_strength": 72,
        "facets": [
          "university",
          "africa",
          "ghana",
          "research",
          "science"
        ],
        "name": "University of Ghana",
        "positive_components": {
          "A1": 84,
          "A10": 90,
          "A2": 82,
          "A3": 77,
          "A4": 80,
          "A5": 80,
          "A6": 80,
          "A7": 72,
          "A8": 72,
          "A9": 72
        },
        "positive_score": 80,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 81,
        "score_explanation": "High academic/research capacity signal; sovereign score depends on conversion into local industry, health, language, agriculture, governance and open public-interest knowledge.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ghana",
          "University of Ghana",
          "active_builder",
          "africa",
          "african_university_research_capacity",
          "ghana",
          "research",
          "science",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "ug_ghana_ranking"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Major Ghanaian university with reported interdisciplinary science performance and visible research infrastructure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "social_science_research_sovereignty",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / Pan-African",
        "entity_id": "ACT-RESEARCH-CODESRIA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-CODESRIA",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "research_center",
            "author_network",
            "social_science",
            "pan_african",
            "diaspora",
            "knowledge_sovereignty"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong epistemic infrastructure signal; sovereign score depends on methodological independence, African-language access, open archives and policy translation.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "CODESRIA about",
              "note": "CODESRIA supports African and diaspora social science/humanities research communities.",
              "ref": "codesria",
              "url": "https://codesria.org/fr/about-us/"
            }
          ],
          "title": "CODESRIA"
        },
        "evidence_strength": 72,
        "facets": [
          "research_center",
          "author_network",
          "social_science",
          "pan_african",
          "diaspora",
          "knowledge_sovereignty"
        ],
        "name": "CODESRIA",
        "positive_components": {
          "A1": 84,
          "A10": 90,
          "A2": 82,
          "A3": 77,
          "A4": 80,
          "A5": 80,
          "A6": 80,
          "A7": 72,
          "A8": 72,
          "A9": 72
        },
        "positive_score": 80,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 81,
        "score_explanation": "Strong epistemic infrastructure signal; sovereign score depends on methodological independence, African-language access, open archives and policy translation.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "CODESRIA",
          "Sénégal / Pan-African",
          "active_builder",
          "author_network",
          "diaspora",
          "knowledge_sovereignty",
          "pan_african",
          "research_center",
          "social_science",
          "social_science_research_sovereignty"
        ],
        "source": "seed",
        "source_refs": [
          "codesria"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Pan-African social science and humanities research council supporting African and diaspora research communities.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "science_epistemic_sovereignty",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-USK-CENA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-CD-USK-CENA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score élevé par souveraineté épistémique, Mandombe, production doctrinale et infrastructures populaires. Le score reste probatoire moyen car les preuves doivent être mieux structurées et liées aux publications, archives, programmes et impacts.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "USK / CENA / infrastructure mandombe-kimbanguiste"
        },
        "evidence_strength": 58,
        "name": "USK / CENA / infrastructure mandombe-kimbanguiste",
        "positive_components": {
          "A1": 78,
          "A10": 96,
          "A2": 96,
          "A3": 82,
          "A4": 72,
          "A5": 78,
          "A6": 100,
          "A7": 70,
          "A8": 82,
          "A9": 58
        },
        "positive_score": 83,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 18,
          "R3": 10,
          "R4": 8,
          "R5": 4
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 80,
        "score_explanation": "Score élevé par souveraineté épistémique, Mandombe, production doctrinale et infrastructures populaires. Le score reste probatoire moyen car les preuves doivent être mieux structurées et liées aux publications, archives, programmes et impacts.",
        "search_keywords": [
          "USK",
          "CENA",
          "Mandombe",
          "Kimbanguiste",
          "épistémologie",
          "université",
          "science"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve civilisationnelle populaire: production doctrinale, Mandombe, archives, pédagogie, infrastructure sociale et capacité scientifique non étatique.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "science_epistemic_sovereignty",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-USK-MEND",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-USK-MEND",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "USK MEN-D Department ecosystem"
        },
        "evidence_strength": 54,
        "name": "USK MEN-D Department ecosystem",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 54
        },
        "positive_score": 85,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 80,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "USK MEN-D Department ecosystem",
          "RDC",
          "science_epistemic_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "anti_counterfeit_health_market_protection",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / Global",
        "entity_id": "ACT-TECH-ASHIFI-GOGO",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-ASHIFI-GOGO",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "scientist",
            "health_protection",
            "anti_counterfeit",
            "business"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong practical technology-protection output; score should verify African deployment, ownership, data handling and public-health impact.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Ashifi Gogo official profile",
              "note": "Founder/CEO of Sproxil, brand protection and anti-counterfeit technology.",
              "ref": "ashifi_official",
              "url": "https://ashifigogo.com/"
            }
          ],
          "title": "Ashifi Gogo / Sproxil"
        },
        "evidence_strength": 70,
        "facets": [
          "tech_owner",
          "founder",
          "scientist",
          "health_protection",
          "anti_counterfeit",
          "business"
        ],
        "name": "Ashifi Gogo / Sproxil",
        "positive_components": {
          "A1": 84,
          "A10": 90,
          "A2": 82,
          "A3": 77,
          "A4": 80,
          "A5": 80,
          "A6": 80,
          "A7": 72,
          "A8": 72,
          "A9": 70
        },
        "positive_score": 80,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 80,
        "score_explanation": "Strong practical technology-protection output; score should verify African deployment, ownership, data handling and public-health impact.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ashifi Gogo / Sproxil",
          "Ghana / Global",
          "active_builder",
          "anti_counterfeit",
          "anti_counterfeit_health_market_protection",
          "business",
          "founder",
          "health_protection",
          "scientist",
          "tech_owner"
        ],
        "source": "seed",
        "source_refs": [
          "ashifi_official"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Founder of anti-counterfeit verification technology with consumer-protection relevance in markets affected by fake products.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur générateur de capacités souveraines",
          "tone": "teal"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-UNIV-KNUST",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KNUST",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Kwame Nkrumah University of Science and Technology"
        },
        "evidence_strength": 68,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Kwame Nkrumah University of Science and Technology",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 68
        },
        "positive_score": 82,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 80,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ghana",
          "Kwame Nkrumah University of Science and Technology",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Strong science and technology university; sovereign output likely significant in engineering, health, built environment and innovation, pending linked evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-INFRA-USK-JOURNAL-EDU",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-USK-JOURNAL-EDU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "USK Journal of Education"
        },
        "evidence_strength": 52,
        "name": "USK Journal of Education",
        "positive_components": {
          "A1": 90,
          "A10": 96,
          "A2": 88,
          "A3": 83,
          "A4": 86,
          "A5": 86,
          "A6": 86,
          "A7": 78,
          "A8": 78,
          "A9": 52
        },
        "positive_score": 85,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 79,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "USK Journal of Education",
          "RDC",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-UM6P",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UM6P",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université Mohammed VI Polytechnique"
        },
        "evidence_strength": 66,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université Mohammed VI Polytechnique",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 66
        },
        "positive_score": 82,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 14,
          "R3": 12,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 79,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Morocco",
          "Université Mohammed VI Polytechnique",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "High-capacity technology university with industry links. Sovereignty score must audit funding, national industrial transfer, African accessibility and strategic ownership.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "public_health_hiv_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-SCIENCE-QUIARRAISHA-ABDUL-KARIM",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-QUIARRAISHA-ABDUL-KARIM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "public_health",
            "researcher",
            "woman_scientist",
            "health"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "ORCID public registry",
              "note": "Author/researcher identity and publication linking source where available.",
              "ref": "orcid",
              "url": "https://orcid.org/"
            }
          ],
          "title": "Quarraisha Abdool Karim"
        },
        "evidence_strength": 74,
        "facets": [
          "scientist",
          "public_health",
          "researcher",
          "woman_scientist",
          "health"
        ],
        "name": "Quarraisha Abdool Karim",
        "positive_components": {
          "A1": 78,
          "A10": 73,
          "A2": 86,
          "A3": 78,
          "A4": 73,
          "A5": 78,
          "A6": 93,
          "A7": 78,
          "A8": 78,
          "A9": 74
        },
        "positive_score": 79,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 79,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Quarraisha Abdool Karim",
          "South Africa",
          "contributor",
          "health",
          "public_health",
          "public_health_hiv_research",
          "researcher",
          "scientist",
          "woman_scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "orcid"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Public-health researcher with strong HIV/prevention relevance. Sovereign score needs source-linked health outcomes, training and policy impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "decolonial_psychiatry",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique / Algeria / Pan-African",
        "entity_id": "ACT-V66-INTELLECTUAL-FANON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-FANON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Frantz Fanon"
        },
        "evidence_strength": 76,
        "facets": [
          "psychiatry",
          "decolonial",
          "Pan-African"
        ],
        "name": "Frantz Fanon",
        "observed_alignment": "anti-colonial-clinical-liberation",
        "positive_components": {
          "A1": 84,
          "A10": 63,
          "A2": 96,
          "A3": 88,
          "A4": 78,
          "A5": 78,
          "A6": 98,
          "A7": 78,
          "A8": 88,
          "A9": 76
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 79,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Frantz Fanon",
          "Martinique / Algeria / Pan-African",
          "decolonial_psychiatry",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Foundational psychiatrist and anti-colonial theorist. Evaluate enduring liberation, clinical and political education impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "education_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-ACTIVE-PATRICK-AWUAH-ASHESI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-PATRICK-AWUAH-ASHESI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrick Awuah / Ashesi University capability model"
        },
        "evidence_strength": 66,
        "name": "Patrick Awuah / Ashesi University capability model",
        "positive_components": {
          "A1": 84,
          "A10": 90,
          "A2": 82,
          "A3": 77,
          "A4": 80,
          "A5": 80,
          "A6": 80,
          "A7": 72,
          "A8": 72,
          "A9": 66
        },
        "positive_score": 80,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 78,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patrick Awuah / Ashesi University capability model",
          "Ghana",
          "education_capability",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university_research_capacity",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-UNIV-MAKERERE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MAKERERE",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "africa",
            "uganda",
            "research",
            "medicine",
            "agriculture"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong African research-capacity signal; final score should be linked to local adoption, labs, datasets, patents, graduate production and community outcomes.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Makerere University research",
              "note": "Makerere describes research generation across technology, medicine, agriculture, business and sciences for livelihoods.",
              "ref": "makerere_research",
              "url": "https://mak.ac.ug/research"
            }
          ],
          "title": "Makerere University"
        },
        "evidence_strength": 70,
        "facets": [
          "university",
          "africa",
          "uganda",
          "research",
          "medicine",
          "agriculture"
        ],
        "name": "Makerere University",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 70
        },
        "positive_score": 78,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 78,
        "score_explanation": "Strong African research-capacity signal; final score should be linked to local adoption, labs, datasets, patents, graduate production and community outcomes.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Makerere University",
          "Uganda",
          "active_builder",
          "africa",
          "african_university_research_capacity",
          "agriculture",
          "medicine",
          "research",
          "uganda",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "makerere_research"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historic African university with research across technology, medicine, agriculture, business and sciences aimed at improving livelihoods.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-IBADAN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-IBADAN",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Ibadan"
        },
        "evidence_strength": 66,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Ibadan",
        "positive_components": {
          "A1": 85,
          "A10": 91,
          "A2": 83,
          "A3": 78,
          "A4": 81,
          "A5": 81,
          "A6": 81,
          "A7": 73,
          "A8": 73,
          "A9": 66
        },
        "positive_score": 81,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 78,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Nigeria",
          "University of Ibadan",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historic Nigerian university with research depth. Needs evidence-linked output on health, policy, agriculture, humanities and continental knowledge infrastructure.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "history_science_epistemology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-INTELLECTUAL-CHEIKH-ANTA-DIOP",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-CHEIKH-ANTA-DIOP",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Cheikh Anta Diop"
        },
        "evidence_strength": 72,
        "facets": [
          "science",
          "history",
          "epistemology"
        ],
        "name": "Cheikh Anta Diop",
        "observed_alignment": "African-epistemic-sovereignty",
        "positive_components": {
          "A1": 84,
          "A10": 63,
          "A2": 96,
          "A3": 88,
          "A4": 78,
          "A5": 78,
          "A6": 98,
          "A7": 78,
          "A8": 88,
          "A9": 72
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 78,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Cheikh Anta Diop",
          "Senegal",
          "history_science_epistemology",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian, physicist and Egyptologist central to African historical consciousness. Evaluate scientific, linguistic and epistemic sovereignty impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 0,
        "category": "black_sociology_pan_africanism",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / Ghana / diaspora",
        "entity_id": "ACT-V67-AA-WEB-DU-BOIS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-WEB-DU-BOIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "W. E. B. Du Bois"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 76,
        "name": "W. E. B. Du Bois",
        "positive_components": {
          "A1": 82,
          "A10": 61,
          "A2": 94,
          "A3": 86,
          "A4": 76,
          "A5": 76,
          "A6": 96,
          "A7": 76,
          "A8": 86,
          "A9": 76
        },
        "positive_score": 80,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 78,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "W. E. B. Du Bois",
          "United States / Ghana / diaspora",
          "black_sociology_pan_africanism",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Foundational Black sociologist, Pan-African organizer and anti-colonial intellectual. Assess through publications, Pan-African congresses, Ghana period and Black reconstruction framework.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "mandombe_foundational_researcher",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-DAVID-WABELADIO-PAYI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-DAVID-WABELADIO-PAYI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Très forte contribution épistémique et populaire. À renforcer par archives, curriculum, preuves de diffusion, adoption scolaire/universitaire et publications liées.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "David Wabeladio Payi / inventeur du Mandombe"
        },
        "evidence_strength": 55,
        "name": "David Wabeladio Payi / inventeur du Mandombe",
        "positive_components": {
          "A1": 80,
          "A10": 88,
          "A2": 94,
          "A3": 82,
          "A4": 70,
          "A5": 78,
          "A6": 100,
          "A7": 72,
          "A8": 82,
          "A9": 55
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R10": 2,
          "R11": 2,
          "R2": 12,
          "R3": 8,
          "R4": 6,
          "R5": 2,
          "R6": 4,
          "R7": 8,
          "R8": 4,
          "R9": 4
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Très forte contribution épistémique et populaire. À renforcer par archives, curriculum, preuves de diffusion, adoption scolaire/universitaire et publications liées.",
        "search_keywords": [
          "David Wabeladio Payi",
          "Mandombe",
          "CENA",
          "USK",
          "inventeur",
          "géométrie",
          "écriture"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Inventeur du Mandombe et chercheur fondateur: contribution majeure à la souveraineté graphique, cognitive, pédagogique et civilisationnelle.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-SCI-AJOL",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-AJOL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African Journals Online / AJOL"
        },
        "evidence_strength": 67,
        "name": "African Journals Online / AJOL",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 67
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African Journals Online / AJOL",
          "Afrique",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for African Journals Online / AJOL. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_francophone_university_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-UNIV-UCAD",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UCAD",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "africa",
            "senegal",
            "francophone",
            "research",
            "decolonial_memory"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong institutional and symbolic sovereignty signal; should be strengthened with linked output in health, agriculture, environment, IP valorisation and African languages.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "UCAD research structure",
              "note": "UCAD official page lists faculties, institutes, doctoral schools and research.",
              "ref": "ucad_research",
              "url": "https://www.ucad.sn/"
            }
          ],
          "title": "Université Cheikh Anta Diop de Dakar (UCAD)"
        },
        "evidence_strength": 68,
        "facets": [
          "university",
          "africa",
          "senegal",
          "francophone",
          "research",
          "decolonial_memory"
        ],
        "name": "Université Cheikh Anta Diop de Dakar (UCAD)",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 68
        },
        "positive_score": 78,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Strong institutional and symbolic sovereignty signal; should be strengthened with linked output in health, agriculture, environment, IP valorisation and African languages.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Sénégal",
          "Université Cheikh Anta Diop de Dakar (UCAD)",
          "active_builder",
          "africa",
          "african_francophone_university_research",
          "decolonial_memory",
          "francophone",
          "research",
          "senegal",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "ucad_research"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Major francophone African university with faculties, institutes, doctoral schools and research infrastructure named after Cheikh Anta Diop.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-PRETORIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-PRETORIA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Pretoria"
        },
        "evidence_strength": 66,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Pretoria",
        "positive_components": {
          "A1": 84,
          "A10": 90,
          "A2": 82,
          "A3": 77,
          "A4": 80,
          "A5": 80,
          "A6": 80,
          "A7": 72,
          "A8": 72,
          "A9": 66
        },
        "positive_score": 80,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 14,
          "R3": 12,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of Pretoria",
          "active_builder",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Large research university with agriculture, veterinary, engineering and policy relevance. Score provisional pending adoption and public-interest output review.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "pan_african_organization",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Pan-African",
        "entity_id": "ACT-AUTHOR-GEORGE-PADMORE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-GEORGE-PADMORE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "organizer",
            "caribbean",
            "pan_africanism",
            "anti_colonial"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "George Padmore"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "organizer",
          "caribbean",
          "pan_africanism",
          "anti_colonial"
        ],
        "name": "George Padmore",
        "positive_components": {
          "A1": 78,
          "A10": 73,
          "A2": 86,
          "A3": 78,
          "A4": 73,
          "A5": 78,
          "A6": 93,
          "A7": 78,
          "A8": 78,
          "A9": 70
        },
        "positive_score": 79,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "George Padmore",
          "Trinidad and Tobago / Pan-African",
          "anti_colonial",
          "architect",
          "author",
          "caribbean",
          "organizer",
          "pan_african_organization",
          "pan_africanism"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pan-African organizer and writer whose work influenced anti-colonial networks and African independence politics.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_psychology_power_analysis",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-RESEARCH-AMOS-WILSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-AMOS-WILSON",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "psychologist",
            "researcher",
            "diaspora",
            "power_analysis"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Amos N. Wilson"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "psychologist",
          "researcher",
          "diaspora",
          "power_analysis"
        ],
        "name": "Amos N. Wilson",
        "positive_components": {
          "A1": 78,
          "A10": 73,
          "A2": 86,
          "A3": 78,
          "A4": 73,
          "A5": 78,
          "A6": 93,
          "A7": 78,
          "A8": 78,
          "A9": 70
        },
        "positive_score": 79,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Amos N. Wilson",
          "United States / African diaspora",
          "african_psychology_power_analysis",
          "architect",
          "author",
          "diaspora",
          "power_analysis",
          "psychologist",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Psychologist and theorist of power, education and Black self-determination. Strong doctrinal relevance; source-linked claims needed.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "public_health_infectious_disease",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-SCIENCE-SALIM-ABDUL-KARIM",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-SALIM-ABDUL-KARIM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "public_health",
            "researcher",
            "health_policy"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "ORCID public registry",
              "note": "Author/researcher identity and publication linking source where available.",
              "ref": "orcid",
              "url": "https://orcid.org/"
            }
          ],
          "title": "Salim Abdool Karim"
        },
        "evidence_strength": 74,
        "facets": [
          "scientist",
          "public_health",
          "researcher",
          "health_policy"
        ],
        "name": "Salim Abdool Karim",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 74
        },
        "positive_score": 77,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Salim Abdool Karim",
          "South Africa",
          "contributor",
          "health_policy",
          "public_health",
          "public_health_infectious_disease",
          "researcher",
          "scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "orcid"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Public-health scientist with infectious-disease policy relevance. Requires careful source-linked evidence for impact and controversies if any.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "internet_infrastructure",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / Africa",
        "entity_id": "ACT-TECH-NII-QUAYNOR",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-TECH-NII-QUAYNOR",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "researcher",
            "internet",
            "digital_sovereignty",
            "ghana"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Nii Quaynor"
        },
        "evidence_strength": 70,
        "facets": [
          "scientist",
          "researcher",
          "internet",
          "digital_sovereignty",
          "ghana"
        ],
        "name": "Nii Quaynor",
        "positive_components": {
          "A1": 78,
          "A10": 73,
          "A2": 86,
          "A3": 78,
          "A4": 73,
          "A5": 78,
          "A6": 93,
          "A7": 78,
          "A8": 78,
          "A9": 70
        },
        "positive_score": 79,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ghana / Africa",
          "Nii Quaynor",
          "architect",
          "digital_sovereignty",
          "ghana",
          "internet",
          "internet_infrastructure",
          "researcher",
          "scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Internet pioneer profile for African digital sovereignty. Needs linked evidence of infrastructure, training, governance and continental transfer.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "liberation_strategy",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinea-Bissau / Cape Verde",
        "entity_id": "ACT-V66-INTELLECTUAL-CABRAL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-CABRAL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amílcar Cabral"
        },
        "evidence_strength": 70,
        "facets": [
          "liberation",
          "strategy",
          "culture"
        ],
        "name": "Amílcar Cabral",
        "observed_alignment": "liberation-strategy",
        "positive_components": {
          "A1": 84,
          "A10": 63,
          "A2": 96,
          "A3": 88,
          "A4": 78,
          "A5": 78,
          "A6": 98,
          "A7": 78,
          "A8": 88,
          "A9": 70
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Amílcar Cabral",
          "Guinea-Bissau / Cape Verde",
          "liberation_strategy",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Liberation strategist and thinker. Evaluate organization, culture, agronomy and anti-colonial strategy.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "sovereignty_martyr_statecraft",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "DRC",
        "entity_id": "ACT-V66-INTELLECTUAL-PATRICE-LUMUMBA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-PATRICE-LUMUMBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrice Lumumba"
        },
        "evidence_strength": 70,
        "facets": [
          "DRC",
          "sovereignty",
          "anti_colonial"
        ],
        "name": "Patrice Lumumba",
        "observed_alignment": "anti-colonial-statecraft",
        "positive_components": {
          "A1": 84,
          "A10": 63,
          "A2": 96,
          "A3": 88,
          "A4": 78,
          "A5": 78,
          "A6": 98,
          "A7": 78,
          "A8": 88,
          "A9": 70
        },
        "positive_score": 82,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patrice Lumumba",
          "DRC",
          "sovereignty_martyr_statecraft",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Congolese independence leader and sovereignty symbol. Evaluate anti-colonial statecraft, assassination context and enduring civic education impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "spiritual_liberation_memory",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "DRC",
        "entity_id": "ACT-V66-RELIGION-SIMON-KIMBANGU",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-SIMON-KIMBANGU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Simon Kimbangu"
        },
        "evidence_strength": 68,
        "facets": [
          "Kimbanguism",
          "DRC",
          "spiritual_sovereignty"
        ],
        "name": "Simon Kimbangu",
        "observed_alignment": "spiritual-liberation-memory",
        "positive_components": {
          "A1": 86,
          "A10": 65,
          "A2": 98,
          "A3": 90,
          "A4": 80,
          "A5": 80,
          "A6": 100,
          "A7": 80,
          "A8": 90,
          "A9": 68
        },
        "positive_score": 84,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 77,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Simon Kimbangu",
          "DRC",
          "spiritual_liberation_memory",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Kongo spiritual and anti-colonial figure. Evaluate spiritual sovereignty, colonial repression, community institution-building and memory.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kongo / Angola / RDC",
        "entity_id": "ACT-FOUND-KIMPA-VITA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-KIMPA-VITA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kimpa Vita"
        },
        "evidence_strength": 58,
        "name": "Kimpa Vita",
        "positive_components": {
          "A1": 90,
          "A10": 69,
          "A2": 100,
          "A3": 94,
          "A4": 84,
          "A5": 84,
          "A6": 100,
          "A7": 84,
          "A8": 94,
          "A9": 58
        },
        "positive_score": 86,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 76,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kimpa Vita",
          "Kongo / Angola / RDC",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Kimpa Vita. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "science_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maurice",
        "entity_id": "ACT-SCI-AMEENAH-GURIB",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-AMEENAH-GURIB",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ameenah Gurib-Fakim"
        },
        "evidence_strength": 67,
        "name": "Ameenah Gurib-Fakim",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 67
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 14,
          "R3": 12,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 76,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ameenah Gurib-Fakim",
          "Maurice",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ameenah Gurib-Fakim. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "publication_repository_sovereignty",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-CEMA-USK-PRESS",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-CEMA-USK-PRESS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CEMA-USK Press and publications infrastructure"
        },
        "evidence_strength": 52,
        "name": "CEMA-USK Press and publications infrastructure",
        "positive_components": {
          "A1": 88,
          "A10": 94,
          "A2": 86,
          "A3": 81,
          "A4": 84,
          "A5": 84,
          "A6": 84,
          "A7": 76,
          "A8": 76,
          "A9": 52
        },
        "positive_score": 83,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 76,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CEMA-USK Press and publications infrastructure",
          "RDC",
          "publication_repository_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "education_ethics_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-ACTIVE-PATRICK-AWUAH",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-PATRICK-AWUAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrick Awuah / Ashesi University"
        },
        "evidence_strength": 70,
        "name": "Patrick Awuah / Ashesi University",
        "positive_components": {
          "A1": 80,
          "A10": 86,
          "A2": 78,
          "A3": 73,
          "A4": 76,
          "A5": 76,
          "A6": 76,
          "A7": 68,
          "A8": 68,
          "A9": 70
        },
        "positive_score": 77,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 76,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patrick Awuah / Ashesi University",
          "Ghana",
          "education_ethics_capability",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "University-building and ethical leadership; test local ownership, graduate outcomes and dependency exposure.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "political_economy_decolonial",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana / Tanzania / Pan-African",
        "entity_id": "ACT-V66-INTELLECTUAL-RODNEY",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-RODNEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Walter Rodney"
        },
        "evidence_strength": 72,
        "facets": [
          "historian",
          "political_economy",
          "Pan-African"
        ],
        "name": "Walter Rodney",
        "observed_alignment": "anti-imperial-political-economy",
        "positive_components": {
          "A1": 82,
          "A10": 61,
          "A2": 94,
          "A3": 86,
          "A4": 76,
          "A5": 76,
          "A6": 96,
          "A7": 76,
          "A8": 86,
          "A9": 72
        },
        "positive_score": 80,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 76,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Walter Rodney",
          "Guyana / Tanzania / Pan-African",
          "political_economy_decolonial",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Foundational historian of underdevelopment and Pan-African political economy. Strong source-linked education impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-FOUND-NYERERE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-NYERERE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Julius Nyerere"
        },
        "evidence_strength": 70,
        "name": "Julius Nyerere",
        "positive_components": {
          "A1": 82,
          "A10": 61,
          "A2": 94,
          "A3": 86,
          "A4": 76,
          "A5": 76,
          "A6": 96,
          "A7": 76,
          "A8": 86,
          "A9": 70
        },
        "positive_score": 80,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 10,
          "R3": 12,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Julius Nyerere",
          "Tanzanie",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Julius Nyerere. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "data_infrastructure",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-ACTIVE-FUNKE-OPEKE-MAINONE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-FUNKE-OPEKE-MAINONE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Funke Opeke / MainOne data infrastructure"
        },
        "evidence_strength": 64,
        "name": "Funke Opeke / MainOne data infrastructure",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 64
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Funke Opeke / MainOne data infrastructure",
          "Nigeria / Afrique",
          "data_infrastructure",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university_research_innovation",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-NAIROBI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NAIROBI",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "africa",
            "kenya",
            "research",
            "innovation",
            "enterprise"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Positive research/innovation profile; sovereignty depends on whether outputs build Kenyan/African ownership, not merely international publication prestige.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "University of Nairobi Research, Innovation and Enterprise",
              "note": "UoN presents itself as research intensive with discovery, application and dissemination mission.",
              "ref": "uon_research",
              "url": "https://uonresearch.uonbi.ac.ke/feature/about-us"
            }
          ],
          "title": "University of Nairobi"
        },
        "evidence_strength": 68,
        "facets": [
          "university",
          "africa",
          "kenya",
          "research",
          "innovation",
          "enterprise"
        ],
        "name": "University of Nairobi",
        "positive_components": {
          "A1": 80,
          "A10": 86,
          "A2": 78,
          "A3": 73,
          "A4": 76,
          "A5": 76,
          "A6": 76,
          "A7": 68,
          "A8": 68,
          "A9": 68
        },
        "positive_score": 76,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Positive research/innovation profile; sovereignty depends on whether outputs build Kenyan/African ownership, not merely international publication prestige.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Kenya",
          "University of Nairobi",
          "active_builder",
          "africa",
          "african_university_research_innovation",
          "enterprise",
          "innovation",
          "kenya",
          "research",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "uon_research"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Research-intensive public university with research, innovation and enterprise infrastructure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "black_power_pan_africanism",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Guinea / US",
        "entity_id": "ACT-AUTHOR-STOKELY-CARMICHAEL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-STOKELY-CARMICHAEL",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "public_personality",
            "author",
            "organizer",
            "caribbean",
            "pan_africanism"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Kwame Ture / Stokely Carmichael"
        },
        "evidence_strength": 70,
        "facets": [
          "public_personality",
          "author",
          "organizer",
          "caribbean",
          "pan_africanism"
        ],
        "name": "Kwame Ture / Stokely Carmichael",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 70
        },
        "positive_score": 77,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Kwame Ture / Stokely Carmichael",
          "Trinidad and Tobago / Guinea / US",
          "author",
          "black_power_pan_africanism",
          "caribbean",
          "mixed",
          "organizer",
          "pan_africanism",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Black Power and Pan-African organizer. Strong mobilization output; specific claims require contextual evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "chemistry_photodynamic_science",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-SCIENCE-TEBELLO-NYOKONG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-TEBELLO-NYOKONG",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "chemist",
            "researcher",
            "woman_scientist"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "ORCID public registry",
              "note": "Author/researcher identity and publication linking source where available.",
              "ref": "orcid",
              "url": "https://orcid.org/"
            }
          ],
          "title": "Tebello Nyokong"
        },
        "evidence_strength": 70,
        "facets": [
          "scientist",
          "chemist",
          "researcher",
          "woman_scientist"
        ],
        "name": "Tebello Nyokong",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 70
        },
        "positive_score": 77,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "Tebello Nyokong",
          "chemist",
          "chemistry_photodynamic_science",
          "contributor",
          "researcher",
          "scientist",
          "woman_scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "orcid"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Chemist with major scientific output. Sovereign score should link patents, students, laboratories and African health/industry relevance.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "software_entrepreneurship_ecosystem",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / Africa",
        "entity_id": "ACT-TECH-REBECCA-ENONCHONG",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-REBECCA-ENONCHONG",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "ceo",
            "software",
            "woman_tech",
            "cameroon"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Rebecca Enonchong"
        },
        "evidence_strength": 62,
        "facets": [
          "tech_owner",
          "founder",
          "ceo",
          "software",
          "woman_tech",
          "cameroon"
        ],
        "name": "Rebecca Enonchong",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 78,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cameroon / Africa",
          "Rebecca Enonchong",
          "active_builder",
          "cameroon",
          "ceo",
          "founder",
          "software",
          "software_entrepreneurship_ecosystem",
          "tech_owner",
          "woman_tech"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Software entrepreneur and ecosystem advocate. Sovereign score requires evidence of firms, jobs, mentoring, local ownership and policy impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "internet_infrastructure",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-TECH-NII-QUAYNOR",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-NII-QUAYNOR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nii Quaynor"
        },
        "evidence_strength": 62,
        "facets": [
          "tech",
          "internet",
          "Ghana"
        ],
        "name": "Nii Quaynor",
        "observed_alignment": "open-internet-infrastructure",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 75,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nii Quaynor",
          "Ghana",
          "internet_infrastructure",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Internet pioneer in Africa. Evaluate technical infrastructure, training, governance and regional capability transfer.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "security_productive_sovereignty",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso / Mali / Niger",
        "entity_id": "ACT-AES-LOCAL-CAPABILITY",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-AES-LOCAL-CAPABILITY",
          "bisalu": {
            "proofs": [
              {
                "status": "source upload/link required",
                "title": "National gold refinery, reported 150-tonne annual capacity",
                "type": "infrastructure"
              },
              {
                "status": "source upload/link required",
                "title": "Bobo-Dioulasso tomato processing plant",
                "type": "industry"
              },
              {
                "status": "source upload/link required",
                "title": "400 tractors and 68,000 tonnes of fertilizer distribution",
                "type": "agriculture"
              },
              {
                "status": "treasury/budget source required",
                "title": "Budget growth and local-debt repayment claims",
                "type": "finance"
              }
            ],
            "summary": "Tangible infrastructure and economic outputs that can be measured by budgets, production, refinery capacity, processing plants and debt records."
          },
          "critical_flags_uncertainties": [
            "Security environment remains high-risk and requires civilian-protection audits.",
            "Military-transition context requires Nsiku monitoring: limits, correction, auditability and transition path.",
            "All production, budget and debt claims require official or independently verifiable source documents."
          ],
          "nsiku": {
            "claims": [
              "Suspension or restriction of unrefined gold export and move toward national value-chain capture.",
              "Nationalization or state recovery of key mining assets, subject to source verification.",
              "Alliance of Sahel States as institutional decoupling from imposed military and monetary dependency structures."
            ],
            "summary": "Sovereign boundary-setting through resource control, AES institutionalization, reduction of foreign military dependency and renegotiation of external constraints."
          },
          "nzola": {
            "claims": [
              "Large-scale agricultural input distribution: tractors, fertilizer and productive inputs to be verified by public records.",
              "Reported increases in tomato, millet and other strategic production to be validated against agricultural datasets.",
              "Civilian safety in liberated/recovered zones remains a continuing monitoring requirement."
            ],
            "summary": "Food-security and productive protection measures aimed at reducing vulnerability of the living population."
          },
          "profile_type": "active",
          "references": [],
          "score_note": "Active productive sovereignty inputs can override a generic military-transition penalty when source-linked and measurable.",
          "source_needs": [
            "budget laws",
            "mining decrees",
            "refinery commission documents",
            "agriculture ministry data",
            "AES treaty documents",
            "independent production datasets"
          ],
          "title": "Ibrahim Traoré / Trajectoire burkinabè actuelle"
        },
        "evidence_strength": 60,
        "name": "AES capability-building ecosystems",
        "positive_components": {
          "A1": 78,
          "A10": 92,
          "A2": 90,
          "A3": 76,
          "A4": 86,
          "A5": 80,
          "A6": 72,
          "A7": 60,
          "A8": 74,
          "A9": 60
        },
        "positive_score": 79,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 12,
          "R3": 20,
          "R4": 24,
          "R5": 16
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 74,
        "score_explanation": "Score fort par trajectoire, résistance sous pression et volonté de localiser propriété, compétences et emplois. Les risques restent visibles: sécurité, auditabilité, droits et preuve complète.",
        "search_keywords": [
          "AES",
          "Burkina",
          "Mali",
          "Niger",
          "souveraineté",
          "sécurité",
          "entreprises populaires"
        ],
        "source": "seed",
        "status": "trajectory_sources_needed",
        "summary": "Écosystèmes de rupture souveraine: récupération territoriale, propriété populaire des entreprises, baisse de dépendance militaire, emplois et compétences gardés localement.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_centered_psychology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-RESEARCH-WADE-NOBLES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-WADE-NOBLES",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "psychologist",
            "researcher",
            "diaspora",
            "african_psychology"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Wade Nobles"
        },
        "evidence_strength": 68,
        "facets": [
          "author",
          "psychologist",
          "researcher",
          "diaspora",
          "african_psychology"
        ],
        "name": "Wade Nobles",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 68
        },
        "positive_score": 77,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 74,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "United States / African diaspora",
          "Wade Nobles",
          "african_centered_psychology",
          "african_psychology",
          "architect",
          "author",
          "diaspora",
          "psychologist",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "African-centered psychology contributor. Strong relevance for culturally grounded mental-health and epistemic sovereignty frameworks.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "historian_author",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-AUTHOR-JOSEPH-KI-ZERBO",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-JOSEPH-KI-ZERBO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Joseph Ki-Zerbo"
        },
        "evidence_strength": 68,
        "name": "Joseph Ki-Zerbo",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 68
        },
        "positive_score": 77,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 74,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Joseph Ki-Zerbo",
          "Burkina Faso",
          "historian_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Foundational African historian of endogenous development and historical agency.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "pan_african_statecraft",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / Pan-African",
        "entity_id": "ACT-V66-INTELLECTUAL-NKRUMAH",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-NKRUMAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kwame Nkrumah"
        },
        "evidence_strength": 68,
        "facets": [
          "Pan-African",
          "statecraft",
          "Ghana"
        ],
        "name": "Kwame Nkrumah",
        "observed_alignment": "pan-african-statecraft",
        "positive_components": {
          "A1": 82,
          "A10": 61,
          "A2": 94,
          "A3": 86,
          "A4": 76,
          "A5": 76,
          "A6": 96,
          "A7": 76,
          "A8": 86,
          "A9": 68
        },
        "positive_score": 80,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 10,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 74,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kwame Nkrumah",
          "Ghana / Pan-African",
          "pan_african_statecraft",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Pan-African state builder and theorist. Evidence should track institutions, industrialization attempts and continental unity strategy.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 0,
        "category": "black_history_education",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-CARTER-G-WOODSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-CARTER-G-WOODSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Carter G. Woodson"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 72,
        "name": "Carter G. Woodson",
        "positive_components": {
          "A1": 80,
          "A10": 59,
          "A2": 92,
          "A3": 84,
          "A4": 74,
          "A5": 74,
          "A6": 94,
          "A7": 74,
          "A8": 84,
          "A9": 72
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 10,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 74,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Carter G. Woodson",
          "United States / diaspora",
          "black_history_education",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and founder of Black History Month tradition. Central for historical memory, curriculum sovereignty and anti-miseducation work.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "historical_leader_sovereignty",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-HIST-SANKARA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-HIST-SANKARA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Très haut score pour cohérence discours-actions, souveraineté productive, mobilisation populaire et rupture anti-dépendance. Les limites sont traitées comme questions historiques, non comme jugement personnel absolu.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Thomas Sankara"
        },
        "evidence_strength": 78,
        "name": "Thomas Sankara",
        "positive_components": {
          "A1": 94,
          "A2": 98,
          "A3": 94,
          "A4": 90,
          "A5": 86,
          "A6": 88,
          "A7": 84,
          "A8": 92,
          "A9": 76
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 4,
          "R2": 8,
          "R3": 6,
          "R4": 12,
          "R5": 2
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 73,
        "score_explanation": "Très haut score pour cohérence discours-actions, souveraineté productive, mobilisation populaire et rupture anti-dépendance. Les limites sont traitées comme questions historiques, non comme jugement personnel absolu.",
        "search_keywords": [
          "Sankara",
          "Burkina Faso",
          "autosuffisance",
          "souveraineté",
          "révolution"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Référence historique de souveraineté productive: autosuffisance, dignité, refus de dépendance, discipline publique, mobilisation populaire et priorité aux capacités nationales.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "negritude_anti_colonial",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique",
        "entity_id": "ACT-V66-INTELLECTUAL-CESAIRE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-CESAIRE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Aimé Césaire"
        },
        "evidence_strength": 70,
        "facets": [
          "poet",
          "anti_colonial",
          "Caribbean"
        ],
        "name": "Aimé Césaire",
        "observed_alignment": "anti-colonial-literary",
        "positive_components": {
          "A1": 80,
          "A10": 59,
          "A2": 92,
          "A3": 84,
          "A4": 74,
          "A5": 74,
          "A6": 94,
          "A7": 74,
          "A8": 84,
          "A9": 70
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 73,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Aimé Césaire",
          "Martinique",
          "negritude_anti_colonial",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Foundational poet, statesman and anti-colonial intellectual. Evaluate cultural sovereignty and political education.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-CHINUA-ACHEBE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-CHINUA-ACHEBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chinua Achebe"
        },
        "evidence_strength": 74,
        "name": "Chinua Achebe",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 74
        },
        "positive_score": 75,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 72,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Chinua Achebe",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Chinua Achebe. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin / France",
        "entity_id": "ACT-AUTHOR-KEMI-SEBA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-KEMI-SEBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kemi Seba"
        },
        "evidence_strength": 62,
        "name": "Kemi Seba",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 62
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 72,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kemi Seba",
          "Bénin / France",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Kemi Seba. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-CURRENT-KENYA-SUPREME-COURT",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-KENYA-SUPREME-COURT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kenya Supreme Court / counterpower capacity"
        },
        "evidence_strength": 58,
        "name": "Kenya Supreme Court / counterpower capacity",
        "positive_components": {
          "A1": 80,
          "A10": 86,
          "A2": 78,
          "A3": 73,
          "A4": 76,
          "A5": 76,
          "A6": 76,
          "A7": 68,
          "A8": 68,
          "A9": 58
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 72,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kenya Supreme Court / counterpower capacity",
          "Kenya",
          "current_political_civic_patterns",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Kenya Supreme Court / counterpower capacity. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "software_pan_african_technology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-TECH-HERMAN-CHINERY-HESSE",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-HERMAN-CHINERY-HESSE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "software",
            "ghana",
            "pan_african_tech"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Herman Chinery-Hesse"
        },
        "evidence_strength": 60,
        "facets": [
          "tech_owner",
          "founder",
          "software",
          "ghana",
          "pan_african_tech"
        ],
        "name": "Herman Chinery-Hesse",
        "positive_components": {
          "A1": 80,
          "A10": 86,
          "A2": 78,
          "A3": 73,
          "A4": 76,
          "A5": 76,
          "A6": 76,
          "A7": 68,
          "A8": 68,
          "A9": 60
        },
        "positive_score": 76,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 72,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ghana",
          "Herman Chinery-Hesse",
          "active_builder",
          "founder",
          "ghana",
          "pan_african_tech",
          "software",
          "software_pan_african_technology",
          "tech_owner"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Software entrepreneur linked to African technology capability. Needs evidence of products, adoption, jobs and ownership transfer.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 0,
        "category": "investigative_anti_lynching",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-IDA-B-WELLS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-IDA-B-WELLS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ida B. Wells"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 70,
        "name": "Ida B. Wells",
        "positive_components": {
          "A1": 78,
          "A10": 57,
          "A2": 90,
          "A3": 82,
          "A4": 72,
          "A5": 72,
          "A6": 92,
          "A7": 72,
          "A8": 82,
          "A9": 70
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 10,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 72,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ida B. Wells",
          "United States / diaspora",
          "investigative_anti_lynching",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Investigative journalist and anti-lynching organizer. Strong model for evidence, protection, public testimony and rights documentation.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "research_epistemic_sovereignty",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-RESEARCH-CHEIKH-ANTA-DIOP",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-CHEIKH-ANTA-DIOP",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Très haut score épistémique et panafricain; son impact est doctrinal, scientifique et civilisationnel, même si la traduction institutionnelle varie selon les États et universités.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Cheikh Anta Diop"
        },
        "evidence_strength": 84,
        "facets": [
          "african_history",
          "author",
          "epistemic_sovereignty",
          "historian",
          "physicist",
          "researcher",
          "scientist"
        ],
        "name": "Cheikh Anta Diop",
        "positive_components": {
          "A1": 76,
          "A2": 94,
          "A3": 90,
          "A4": 72,
          "A5": 78,
          "A6": 100,
          "A7": 82,
          "A8": 92,
          "A9": 84
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 4,
          "R2": 8,
          "R3": 6,
          "R4": 8,
          "R5": 2
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 71,
        "score_explanation": "Très haut score épistémique et panafricain; son impact est doctrinal, scientifique et civilisationnel, même si la traduction institutionnelle varie selon les États et universités.",
        "search_keywords": [
          "Cheikh Anta Diop",
          "épistémologie",
          "Égypte",
          "Afrique",
          "histoire",
          "science"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Référence majeure de souveraineté épistémique: histoire africaine, Égypte africaine, science, langues, méthode et réarmement intellectuel continental.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "active_popular_reserve",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-INFRA-TUMOKINA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-INFRA-TUMOKINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tumokina sovereign knowledge platform"
        },
        "evidence_strength": 45,
        "name": "Tumokina sovereign knowledge platform",
        "positive_components": {
          "A1": 86,
          "A10": 92,
          "A2": 84,
          "A3": 79,
          "A4": 82,
          "A5": 82,
          "A6": 82,
          "A7": 74,
          "A8": 74,
          "A9": 45
        },
        "positive_score": 81,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 71,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tumokina sovereign knowledge platform",
          "RDC",
          "active_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "health_lab_biocapability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-ACTIVE-AU-CDC",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AU-CDC",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Africa CDC / continental health security"
        },
        "evidence_strength": 72,
        "name": "Africa CDC / continental health security",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 72
        },
        "positive_score": 75,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 71,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Africa CDC / continental health security",
          "Africa",
          "health_lab_biocapability",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Continental health security actor; score through labs, surveillance, local manufacturing and response autonomy.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "ai_accountability_cognitive_science",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / Ireland / Global",
        "entity_id": "ACT-SCIENTIST-ABEBA-BIRHANE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-ABEBA-BIRHANE",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "scientist",
            "researcher",
            "author",
            "ai",
            "cognitive_science",
            "algorithmic_audit"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High critical AI research output; operational sovereign score grows when linked to African AI governance, education, audits and public protections.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Abeba Birhane official profile",
              "note": "Cognitive scientist researching AI accountability, audits and power asymmetries.",
              "ref": "abeba_profile",
              "url": "https://abebabirhane.com/"
            }
          ],
          "title": "Abeba Birhane"
        },
        "evidence_strength": 76,
        "facets": [
          "scientist",
          "researcher",
          "author",
          "ai",
          "cognitive_science",
          "algorithmic_audit"
        ],
        "name": "Abeba Birhane",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 76
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 71,
        "score_explanation": "High critical AI research output; operational sovereign score grows when linked to African AI governance, education, audits and public protections.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Abeba Birhane",
          "Ethiopia / Ireland / Global",
          "ai",
          "ai_accountability_cognitive_science",
          "algorithmic_audit",
          "author",
          "cognitive_science",
          "researcher",
          "researcher_author",
          "scientist"
        ],
        "source": "seed",
        "source_refs": [
          "abeba_profile"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Cognitive scientist researching AI accountability, audits and power asymmetries.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_knowledge_colonial_library",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / African diaspora",
        "entity_id": "ACT-RESEARCH-VALENTIN-MUDIMBE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-VALENTIN-MUDIMBE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "philosopher",
            "researcher",
            "african_studies",
            "colonial_library"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            }
          ],
          "title": "V. Y. Mudimbe"
        },
        "evidence_strength": 72,
        "facets": [
          "author",
          "philosopher",
          "researcher",
          "african_studies",
          "colonial_library"
        ],
        "name": "V. Y. Mudimbe",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 72
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 71,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "RDC / African diaspora",
          "V. Y. Mudimbe",
          "african_knowledge_colonial_library",
          "african_studies",
          "author",
          "colonial_library",
          "contributor",
          "philosopher",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "openalex"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major theorist of the colonial library and African knowledge production. Strong epistemic relevance; institutional sovereign output should be separately evidenced.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-FOUND-SAMORA-MACHEL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-SAMORA-MACHEL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Samora Machel"
        },
        "evidence_strength": 62,
        "name": "Samora Machel",
        "positive_components": {
          "A1": 80,
          "A10": 59,
          "A2": 92,
          "A3": 84,
          "A4": 74,
          "A5": 74,
          "A6": 94,
          "A7": 74,
          "A8": 84,
          "A9": 62
        },
        "positive_score": 78,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 10,
          "R3": 12,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Samora Machel",
          "Mozambique",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Samora Machel. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-BUCHI-EMECHETA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BUCHI-EMECHETA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Buchi Emecheta"
        },
        "evidence_strength": 74,
        "name": "Buchi Emecheta",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 74
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Buchi Emecheta",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Buchi Emecheta. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "relation_creolization_poetics",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique / Caribbean",
        "entity_id": "ACT-AUTHOR-EDOUARD-GLISSANT",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-EDOUARD-GLISSANT",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "philosopher",
            "caribbean",
            "culture",
            "decolonial_theory"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Édouard Glissant"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "philosopher",
          "caribbean",
          "culture",
          "decolonial_theory"
        ],
        "name": "Édouard Glissant",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 70
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Martinique / Caribbean",
          "author",
          "caribbean",
          "contributor",
          "culture",
          "decolonial_theory",
          "philosopher",
          "relation_creolization_poetics",
          "Édouard Glissant"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Caribbean theorist of relation, creolization and memory. Sovereign score is intellectual/cultural; operational output must be evidenced separately.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "black_feminist_media_organizing",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / United States / UK",
        "entity_id": "ACT-AUTHOR-CLAUDIA-JONES",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-CLAUDIA-JONES",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "journalist",
            "organizer",
            "caribbean",
            "diaspora",
            "media"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Claudia Jones"
        },
        "evidence_strength": 68,
        "facets": [
          "author",
          "journalist",
          "organizer",
          "caribbean",
          "diaspora",
          "media"
        ],
        "name": "Claudia Jones",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 68
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Claudia Jones",
          "Trinidad and Tobago / United States / UK",
          "author",
          "black_feminist_media_organizing",
          "caribbean",
          "contributor",
          "diaspora",
          "journalist",
          "media",
          "organizer"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Journalist, organizer and Black feminist thinker with diaspora public-intelligence relevance.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "afrocentricity_epistemology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-RESEARCH-MOLEFI-ASANTE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-MOLEFI-ASANTE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "researcher",
            "afrocentricity",
            "epistemology",
            "diaspora"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Molefi Kete Asante"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "researcher",
          "afrocentricity",
          "epistemology",
          "diaspora"
        ],
        "name": "Molefi Kete Asante",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 70
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Molefi Kete Asante",
          "United States / African diaspora",
          "afrocentricity",
          "afrocentricity_epistemology",
          "architect",
          "author",
          "diaspora",
          "epistemology",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Afrocentricity theorist. Strong epistemic contribution; specific institutional impact should be evidenced.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "anthropology_biohistory_egypt_africa",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-RESEARCH-SHOMARKA-KEITA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-SHOMARKA-KEITA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "researcher",
            "anthropologist",
            "african_history",
            "egypt"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            }
          ],
          "title": "Shomarka O. Y. Keita"
        },
        "evidence_strength": 70,
        "facets": [
          "scientist",
          "researcher",
          "anthropologist",
          "african_history",
          "egypt"
        ],
        "name": "Shomarka O. Y. Keita",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 70
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Shomarka O. Y. Keita",
          "United States / African diaspora",
          "african_history",
          "anthropologist",
          "anthropology_biohistory_egypt_africa",
          "contributor",
          "egypt",
          "researcher",
          "scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Anthropologist/biohistorian relevant to African antiquity, population history and scientific critique of racial typology.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "anti_apartheid_leadership",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-INTELLECTUAL-MANDELA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-MANDELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nelson Mandela"
        },
        "evidence_strength": 70,
        "facets": [
          "anti_apartheid",
          "statecraft",
          "South Africa"
        ],
        "name": "Nelson Mandela",
        "observed_alignment": "liberation-reconciliation",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 70
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 10,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "builder",
          "label": "Bâtisseur de capacités"
        },
        "score": 70,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nelson Mandela",
          "South Africa",
          "anti_apartheid_leadership",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Anti-apartheid leader and statesman. Evaluate liberation impact, reconciliation, institutional legacy and economic-sovereignty limits.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda / Afrique",
        "entity_id": "ACT-AUTHOR-MAMDANI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MAMDANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mahmood Mamdani"
        },
        "evidence_strength": 70,
        "name": "Mahmood Mamdani",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 70
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mahmood Mamdani",
          "Ouganda / Afrique",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Mahmood Mamdani. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Botswana / Afrique du Sud",
        "entity_id": "ACT-AUTHOR-BESSIE-HEAD",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BESSIE-HEAD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bessie Head"
        },
        "evidence_strength": 74,
        "name": "Bessie Head",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 74
        },
        "positive_score": 71,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bessie Head",
          "Botswana / Afrique du Sud",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Bessie Head. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-FELA-KUTI",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-FELA-KUTI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fela Kuti"
        },
        "evidence_strength": 58,
        "name": "Fela Kuti",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 58
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fela Kuti",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Fela Kuti. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "data_civic_technology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Africa",
        "entity_id": "ACT-ACTIVE-JULIANA-ROTICH",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-JULIANA-ROTICH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Juliana Rotich / Ushahidi and African tech civic infrastructure"
        },
        "evidence_strength": 70,
        "facets": [
          "civic_tech",
          "crisis_mapping",
          "founder",
          "public_personality",
          "researcher",
          "tech_owner"
        ],
        "name": "Juliana Rotich / Ushahidi and African tech civic infrastructure",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 70
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Juliana Rotich / Ushahidi and African tech civic infrastructure",
          "Kenya / Africa",
          "data_civic_technology",
          "active_builder"
        ],
        "source": "seed",
        "source_refs": [
          "juliana_princeton"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Civic tech and crisis-mapping infrastructure; evaluate adoption, governance and local ownership.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "algorithms_inequality_distributive_justice",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / Global",
        "entity_id": "ACT-SCIENTIST-REDIET-ABEBE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-REDIET-ABEBE",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "scientist",
            "researcher",
            "author",
            "ai",
            "algorithms",
            "social_impact"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Strong technical and justice-oriented research profile; African sovereign output requires linked evidence of African institution-building or applied protection outcomes.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Rediet Abebe profile",
              "note": "Computer scientist working on AI, algorithms, inequality and distributive justice.",
              "ref": "rediet_profile",
              "url": "https://cega.berkeley.edu/person/rediet-abebe/"
            }
          ],
          "title": "Rediet Abebe"
        },
        "evidence_strength": 74,
        "facets": [
          "scientist",
          "researcher",
          "author",
          "ai",
          "algorithms",
          "social_impact"
        ],
        "name": "Rediet Abebe",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 74
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Strong technical and justice-oriented research profile; African sovereign output requires linked evidence of African institution-building or applied protection outcomes.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ethiopia / Global",
          "Rediet Abebe",
          "ai",
          "algorithms",
          "algorithms_inequality_distributive_justice",
          "author",
          "researcher",
          "researcher_author",
          "scientist",
          "social_impact"
        ],
        "source": "seed",
        "source_refs": [
          "rediet_profile"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Computer scientist working on AI/algorithms with focus on inequality and distributive justice.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "colonial_economics_political_leadership",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Caribbean",
        "entity_id": "ACT-AUTHOR-ERIC-WILLIAMS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-ERIC-WILLIAMS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "historian",
            "public_personality",
            "caribbean",
            "political_leader"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Eric Williams"
        },
        "evidence_strength": 72,
        "facets": [
          "author",
          "historian",
          "public_personality",
          "caribbean",
          "political_leader"
        ],
        "name": "Eric Williams",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 72
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Eric Williams",
          "Trinidad and Tobago / Caribbean",
          "author",
          "caribbean",
          "colonial_economics_political_leadership",
          "historian",
          "mixed",
          "political_leader",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historian and political leader. Strong intellectual output on capitalism and slavery; governance record should be reviewed separately.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "immunology_malaria_public_health",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-SCIENCE-ROSE-LEKE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-ROSE-LEKE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "immunology",
            "malaria",
            "public_health",
            "woman_scientist"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "ORCID public registry",
              "note": "Author/researcher identity and publication linking source where available.",
              "ref": "orcid",
              "url": "https://orcid.org/"
            }
          ],
          "title": "Rose Leke"
        },
        "evidence_strength": 66,
        "facets": [
          "scientist",
          "immunology",
          "malaria",
          "public_health",
          "woman_scientist"
        ],
        "name": "Rose Leke",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 66
        },
        "positive_score": 75,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cameroon",
          "Rose Leke",
          "contributor",
          "immunology",
          "immunology_malaria_public_health",
          "malaria",
          "public_health",
          "scientist",
          "woman_scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "orcid"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Scientist relevant to malaria, immunology and African public health. Needs linked evidence of output, training and policy impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "open_source_infrastructure",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / Global",
        "entity_id": "ACT-TECH-MARK-SHUTTLEWORTH",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-MARK-SHUTTLEWORTH",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "open_source",
            "software",
            "ceo"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Mark Shuttleworth / Canonical / Ubuntu"
        },
        "evidence_strength": 72,
        "facets": [
          "tech_owner",
          "founder",
          "open_source",
          "software",
          "ceo"
        ],
        "name": "Mark Shuttleworth / Canonical / Ubuntu",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 72
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mark Shuttleworth / Canonical / Ubuntu",
          "South Africa / Global",
          "ceo",
          "founder",
          "mixed",
          "open_source",
          "open_source_infrastructure",
          "software",
          "tech_owner"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Open-source infrastructure builder with global impact. African sovereign score depends on local ecosystem, ownership, jobs and institutional use, not global fame alone.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "history_linguistics_epistemology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-V66-INTELLECTUAL-THEOPHILE-OBENGA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-THEOPHILE-OBENGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Théophile Obenga"
        },
        "evidence_strength": 64,
        "facets": [
          "history",
          "linguistics",
          "African_classics"
        ],
        "name": "Théophile Obenga",
        "observed_alignment": "African-epistemic-sovereignty",
        "positive_components": {
          "A1": 78,
          "A10": 57,
          "A2": 90,
          "A3": 82,
          "A4": 72,
          "A5": 72,
          "A6": 92,
          "A7": 72,
          "A8": 82,
          "A9": 64
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Théophile Obenga",
          "Congo-Brazzaville",
          "history_linguistics_epistemology",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and linguist in African classical studies. Evaluate source-linked scholarship and epistemic sovereignty impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "pan_african_mobilization",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / diaspora",
        "entity_id": "ACT-V66-RELIGION-MARCUS-GARVEY",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-MARCUS-GARVEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Marcus Garvey"
        },
        "evidence_strength": 64,
        "facets": [
          "Pan-African",
          "Caribbean",
          "diaspora"
        ],
        "name": "Marcus Garvey",
        "observed_alignment": "pan-african-mobilization",
        "positive_components": {
          "A1": 78,
          "A10": 57,
          "A2": 90,
          "A3": 82,
          "A4": 72,
          "A5": 72,
          "A6": 92,
          "A7": 72,
          "A8": 82,
          "A9": 64
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 10,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Marcus Garvey",
          "Jamaica / diaspora",
          "pan_african_mobilization",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Pan-African mass organizer. Evaluate self-reliance, institutions, print culture and diaspora mobilization.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 0,
        "category": "black_feminist_education",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-ANNA-JULIA-COOPER",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-ANNA-JULIA-COOPER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Anna Julia Cooper"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 68,
        "name": "Anna Julia Cooper",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 68
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 10,
          "R3": 12,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Anna Julia Cooper",
          "United States / diaspora",
          "black_feminist_education",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black feminist educator and theorist. Evaluate education, dignity, race/gender analysis and public intellectual contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 5,
        "category": "justice_memory_legal_protection",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-BRYAN-STEVENSON",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-BRYAN-STEVENSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bryan Stevenson"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 70,
        "name": "Bryan Stevenson",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 70
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 69,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bryan Stevenson",
          "United States / diaspora",
          "justice_memory_legal_protection",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Lawyer and institution builder around racial justice and memory. Assess concrete institutions, legal cases and public education outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-CHIMAMANDA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-CHIMAMANDA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chimamanda Ngozi Adichie"
        },
        "evidence_strength": 54,
        "name": "Chimamanda Ngozi Adichie",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 54
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Chimamanda Ngozi Adichie",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Chimamanda Ngozi Adichie. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique / diaspora",
        "entity_id": "ACT-SCI-AFRICARXIV",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-AFRICARXIV",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "AfricArXiv"
        },
        "evidence_strength": 62,
        "name": "AfricArXiv",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "AfricArXiv",
          "Afrique / diaspora",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for AfricArXiv. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "digital_science_platform",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-TUMOKINA-PLATFORM",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-TUMOKINA-PLATFORM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tumokina sovereign science and collaboration platform"
        },
        "evidence_strength": 44,
        "name": "Tumokina sovereign science and collaboration platform",
        "positive_components": {
          "A1": 82,
          "A10": 88,
          "A2": 80,
          "A3": 75,
          "A4": 78,
          "A5": 78,
          "A6": 78,
          "A7": 70,
          "A8": 70,
          "A9": 44
        },
        "positive_score": 77,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tumokina sovereign science and collaboration platform",
          "RDC",
          "digital_science_platform",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "literature_decolonial_memory",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-AUTHOR-CHINUA-ACHEBE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-CHINUA-ACHEBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chinua Achebe"
        },
        "evidence_strength": 66,
        "facets": [
          "author",
          "literature",
          "decolonial_memory"
        ],
        "name": "Chinua Achebe",
        "observed_alignment": "anti-colonial-literary-memory",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 66
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Chinua Achebe",
          "Nigeria",
          "literature_decolonial_memory",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Foundational African novelist and critic of colonial narrative. Evaluate cultural sovereignty, memory and educational impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "liberation_culture",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-V66-CULTURE-BOB-MARLEY",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-BOB-MARLEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bob Marley"
        },
        "evidence_strength": 66,
        "facets": [
          "artist",
          "Caribbean",
          "liberation"
        ],
        "name": "Bob Marley",
        "observed_alignment": "liberation-culture",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 66
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bob Marley",
          "Jamaica / Caribbean",
          "liberation_culture",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Global liberation-cultural figure. Evaluate anti-colonial memory, Pan-African symbolism and enduring public education.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "black_diaspora_public_intellectual",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-JAMES-BALDWIN",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-JAMES-BALDWIN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "James Baldwin"
        },
        "evidence_strength": 66,
        "facets": [
          "author",
          "diaspora",
          "public_intellectual"
        ],
        "name": "James Baldwin",
        "observed_alignment": "diaspora-critical-literary",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 66
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "James Baldwin",
          "United States / diaspora",
          "black_diaspora_public_intellectual",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Public intellectual and writer. Evaluate race, empire, morality, diaspora and public education impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "black_memory_literature",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-TONI-MORRISON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-TONI-MORRISON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Toni Morrison"
        },
        "evidence_strength": 66,
        "facets": [
          "author",
          "diaspora",
          "literature"
        ],
        "name": "Toni Morrison",
        "observed_alignment": "diaspora-literary-memory",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 66
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 68,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Toni Morrison",
          "United States / diaspora",
          "black_memory_literature",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer of Black memory and literature. Evaluate education, cultural sovereignty and human dignity impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "decolonial_psychology",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique / Algérie / Afrique",
        "entity_id": "ACT-RESEARCH-FANON",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-FANON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score pour contribution à la compréhension psychopolitique de la domination et de la libération; impact surtout doctrinal, clinique et stratégique.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Frantz Fanon"
        },
        "evidence_strength": 86,
        "facets": [
          "africa",
          "author",
          "caribbean",
          "decolonial_psychology",
          "psychiatrist",
          "researcher",
          "scientist"
        ],
        "name": "Frantz Fanon",
        "positive_components": {
          "A1": 72,
          "A2": 90,
          "A3": 86,
          "A4": 64,
          "A5": 76,
          "A6": 88,
          "A7": 80,
          "A8": 86,
          "A9": 86
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 6,
          "R2": 10,
          "R3": 8,
          "R4": 10,
          "R5": 4
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Haut score pour contribution à la compréhension psychopolitique de la domination et de la libération; impact surtout doctrinal, clinique et stratégique.",
        "search_keywords": [
          "Fanon",
          "psychologie",
          "colonialisme",
          "libération",
          "Algérie"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Référence clinique et politique de la blessure coloniale, de la violence structurelle et des mécanismes psychiques de domination/libération.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 2,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinée",
        "entity_id": "ACT-FOUND-SEKOU-TOURE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-SEKOU-TOURE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ahmed Sékou Touré"
        },
        "evidence_strength": 64,
        "name": "Ahmed Sékou Touré",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 64
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 35,
          "R2": 10,
          "R3": 12,
          "R4": 35,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ahmed Sékou Touré",
          "Guinée",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ahmed Sékou Touré. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-WOLE-SOYINKA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-WOLE-SOYINKA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Wole Soyinka"
        },
        "evidence_strength": 50,
        "name": "Wole Soyinka",
        "positive_components": {
          "A1": 76,
          "A10": 71,
          "A2": 84,
          "A3": 76,
          "A4": 71,
          "A5": 76,
          "A6": 91,
          "A7": 76,
          "A8": 76,
          "A9": 50
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Wole Soyinka",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Wole Soyinka. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-AUTHOR-MARIAMA-BA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MARIAMA-BA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mariama Bâ"
        },
        "evidence_strength": 70,
        "name": "Mariama Bâ",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 70
        },
        "positive_score": 71,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mariama Bâ",
          "Sénégal",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Mariama Bâ. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "science_research",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCI-FRANCISCA-OKEKE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-FRANCISCA-OKEKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Francisca Nneka Okeke"
        },
        "evidence_strength": 62,
        "name": "Francisca Nneka Okeke",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Francisca Nneka Okeke",
          "Nigeria",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Francisca Nneka Okeke. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "civic_tech_crisis_mapping",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Afrique",
        "entity_id": "ACT-ACTIVE-JULIANA-ROTICH",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-JULIANA-ROTICH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Juliana Rotich / Ushahidi and crisis-tech ecosystem"
        },
        "evidence_strength": 62,
        "facets": [
          "civic_tech",
          "crisis_mapping",
          "founder",
          "public_personality",
          "researcher",
          "tech_owner"
        ],
        "name": "Juliana Rotich / Ushahidi and crisis-tech ecosystem",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Juliana Rotich / Ushahidi and crisis-tech ecosystem",
          "Kenya / Afrique",
          "civic_tech_crisis_mapping",
          "active_builder"
        ],
        "source": "seed",
        "source_refs": [
          "juliana_princeton"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "health_popular_reserve",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-KIMBANGUIST-HOSPITAL-NETWORKS",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-KIMBANGUIST-HOSPITAL-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kimbanguist health and hospital capacity networks"
        },
        "evidence_strength": 46,
        "name": "Kimbanguist health and hospital capacity networks",
        "positive_components": {
          "A1": 80,
          "A10": 86,
          "A2": 78,
          "A3": 73,
          "A4": 76,
          "A5": 76,
          "A6": 76,
          "A7": 68,
          "A8": 68,
          "A9": 46
        },
        "positive_score": 75,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kimbanguist health and hospital capacity networks",
          "RDC",
          "health_popular_reserve",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_philosophy_yoruba_thought",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-RESEARCH-SOPHIE-OLUWOLE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-SOPHIE-OLUWOLE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "philosopher",
            "researcher",
            "african_philosophy",
            "yoruba"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Sophie Oluwole"
        },
        "evidence_strength": 66,
        "facets": [
          "author",
          "philosopher",
          "researcher",
          "african_philosophy",
          "yoruba"
        ],
        "name": "Sophie Oluwole",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 66
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Nigeria",
          "Sophie Oluwole",
          "african_philosophy",
          "african_philosophy_yoruba_thought",
          "author",
          "contributor",
          "philosopher",
          "researcher",
          "yoruba"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Philosopher of Yoruba thought and African philosophy. Strong epistemic relevance with source-linked bibliography needed.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "ai_accountability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / diaspora",
        "entity_id": "ACT-V66-TECH-TIMNIT-GEBRU",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-TIMNIT-GEBRU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Timnit Gebru"
        },
        "evidence_strength": 60,
        "facets": [
          "AI",
          "accountability",
          "diaspora"
        ],
        "name": "Timnit Gebru",
        "observed_alignment": "AI-accountability",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 60
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Timnit Gebru",
          "Ethiopia / diaspora",
          "ai_accountability",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "AI accountability researcher and institution builder. Evaluate AI ethics, power, data extraction and independent research capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "black_liberation_internationalism",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-RELIGION-MALCOLM-X",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-MALCOLM-X",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Malcolm X"
        },
        "evidence_strength": 64,
        "facets": [
          "diaspora",
          "liberation",
          "internationalism"
        ],
        "name": "Malcolm X",
        "observed_alignment": "black-liberation-internationalism",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 64
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 67,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Malcolm X",
          "United States / diaspora",
          "black_liberation_internationalism",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black liberation thinker. Evaluate internationalism, African solidarity and public education impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "political_economy_liberation",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana / Afrique",
        "entity_id": "ACT-RESEARCH-WALTER-RODNEY",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-WALTER-RODNEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score par analyse de l'économie de la domination, pédagogie populaire et outils de lecture du sous-développement colonial.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Walter Rodney"
        },
        "evidence_strength": 82,
        "name": "Walter Rodney",
        "positive_components": {
          "A1": 74,
          "A2": 90,
          "A3": 84,
          "A4": 66,
          "A5": 74,
          "A6": 86,
          "A7": 80,
          "A8": 88,
          "A9": 84
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 6,
          "R2": 8,
          "R3": 6,
          "R4": 8,
          "R5": 2
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Haut score par analyse de l'économie de la domination, pédagogie populaire et outils de lecture du sous-développement colonial.",
        "search_keywords": [
          "Walter Rodney",
          "How Europe Underdeveloped Africa",
          "économie politique",
          "panafricanisme"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Référence d'économie politique de la sous-développement imposé, de la prédation coloniale et de la pédagogie populaire.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "continental_trade_integration",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-ACTIVE-AFCFTA-WAMKELE-MENE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFCFTA-WAMKELE-MENE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Wamkele Mene / AfCFTA institutional integration"
        },
        "evidence_strength": 58,
        "name": "Wamkele Mene / AfCFTA institutional integration",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 58
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Wamkele Mene / AfCFTA institutional integration",
          "Afrique",
          "continental_trade_integration",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "health_protection",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / global",
        "entity_id": "ACT-ACTIVE-PANZI-FOUNDATION",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-PANZI-FOUNDATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Panzi Foundation / survivor protection and health infrastructure"
        },
        "evidence_strength": 68,
        "name": "Panzi Foundation / survivor protection and health infrastructure",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 68
        },
        "positive_score": 71,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Panzi Foundation / survivor protection and health infrastructure",
          "RDC / global",
          "health_protection",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Protection and health infrastructure; monitor donor dependency and local capability transfer.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "health_lab_biocapability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-ACTIVE-AFRICA-CDC-PATHOGEN-GENOMICS",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFRICA-CDC-PATHOGEN-GENOMICS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Africa pathogen genomics and lab networks"
        },
        "evidence_strength": 62,
        "name": "Africa pathogen genomics and lab networks",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 62
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Africa pathogen genomics and lab networks",
          "Africa",
          "health_lab_biocapability",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Assess genomic surveillance, local data custody, lab maintenance and training.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "caribbean_literature_memory",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guadeloupe / Caribbean",
        "entity_id": "ACT-AUTHOR-MARYSE-CONDE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MARYSE-CONDE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "novelist",
            "caribbean",
            "memory",
            "literature"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Maryse Condé"
        },
        "evidence_strength": 68,
        "facets": [
          "author",
          "novelist",
          "caribbean",
          "memory",
          "literature"
        ],
        "name": "Maryse Condé",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 68
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Guadeloupe / Caribbean",
          "Maryse Condé",
          "author",
          "caribbean",
          "caribbean_literature_memory",
          "contributor",
          "literature",
          "memory",
          "novelist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Caribbean novelist whose work contributes to memory, identity and colonial/postcolonial critique. Operational sovereign output is cultural rather than institutional.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_philosophy_science_critique",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Benin",
        "entity_id": "ACT-RESEARCH-PAULIN-HOUNTONDJI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-PAULIN-HOUNTONDJI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "philosopher",
            "researcher",
            "african_philosophy",
            "science"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            }
          ],
          "title": "Paulin Hountondji"
        },
        "evidence_strength": 68,
        "facets": [
          "author",
          "philosopher",
          "researcher",
          "african_philosophy",
          "science"
        ],
        "name": "Paulin Hountondji",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 68
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Benin",
          "Paulin Hountondji",
          "african_philosophy",
          "african_philosophy_science_critique",
          "author",
          "contributor",
          "philosopher",
          "researcher",
          "science"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "openalex"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Philosopher of African knowledge, science and critique of ethnophilosophy. Strong methodological relevance, with debated positions to document fairly.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "civic_tech_connectivity",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-V66-TECH-JULIANA-ROTICH",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-JULIANA-ROTICH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Juliana Rotich"
        },
        "evidence_strength": 58,
        "facets": [
          "tech",
          "civic_tech",
          "Kenya"
        ],
        "name": "Juliana Rotich",
        "observed_alignment": "civic-tech-capability",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 58
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Juliana Rotich",
          "Kenya",
          "civic_tech_connectivity",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Civic-tech/connectivity builder linked to Ushahidi/BRCK. Evaluate crisis mapping, local hardware, connectivity and governance.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "spiritual_political_resistance",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kongo / historical",
        "entity_id": "ACT-V66-RELIGION-KIMPA-VITA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-KIMPA-VITA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kimpa Vita"
        },
        "evidence_strength": 58,
        "facets": [
          "Kongo",
          "spiritual_resistance",
          "history"
        ],
        "name": "Kimpa Vita",
        "observed_alignment": "spiritual-political-resistance",
        "positive_components": {
          "A1": 78,
          "A10": 57,
          "A2": 90,
          "A3": 82,
          "A4": 72,
          "A5": 72,
          "A6": 92,
          "A7": 72,
          "A8": 82,
          "A9": 58
        },
        "positive_score": 76,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 66,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kimpa Vita",
          "Kongo / historical",
          "spiritual_political_resistance",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Kongo prophetic and political-spiritual resistance figure. Evaluate memory, sovereignty and religious-political history.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "historical_leader_pan_africanism",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-HIST-NKRUMAH",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-HIST-NKRUMAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score par doctrine, institutions, industrialisation et portée panafricaine. Risques historiques conservés pour centralisation politique et débat sur gouvernance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kwame Nkrumah"
        },
        "evidence_strength": 76,
        "name": "Kwame Nkrumah",
        "positive_components": {
          "A1": 88,
          "A2": 94,
          "A3": 86,
          "A4": 80,
          "A5": 82,
          "A6": 78,
          "A7": 70,
          "A8": 98,
          "A9": 78
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 12,
          "R3": 10,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Haut score par doctrine, institutions, industrialisation et portée panafricaine. Risques historiques conservés pour centralisation politique et débat sur gouvernance.",
        "search_keywords": [
          "Nkrumah",
          "Ghana",
          "panafricanisme",
          "néocolonialisme",
          "industrialisation"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Architecte majeur du panafricanisme d'État: industrialisation, unité africaine, éducation, infrastructures et doctrine anti-néocoloniale.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "civilizational_spiritual_sovereignty",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-HIST-SIMON-KIMBANGU",
        "entity_type": "faith_or_cultural_network",
        "evidence_profile": {
          "actor_id": "ACT-HIST-SIMON-KIMBANGU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score très fort par capacité civilisationnelle populaire, infrastructures, discipline collective et souveraineté culturelle. Les sources doivent lier histoire, infrastructures, œuvres éducatives et adoption communautaire.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Simon Kimbangu et l'infrastructure populaire kimbanguiste"
        },
        "evidence_strength": 68,
        "name": "Simon Kimbangu et l'infrastructure populaire kimbanguiste",
        "positive_components": {
          "A1": 84,
          "A2": 96,
          "A3": 88,
          "A4": 82,
          "A5": 80,
          "A6": 96,
          "A7": 78,
          "A8": 88,
          "A9": 62
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 4,
          "R2": 10,
          "R3": 8,
          "R4": 12,
          "R5": 2
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Score très fort par capacité civilisationnelle populaire, infrastructures, discipline collective et souveraineté culturelle. Les sources doivent lier histoire, infrastructures, œuvres éducatives et adoption communautaire.",
        "search_keywords": [
          "Simon Kimbangu",
          "Kimbanguisme",
          "Nkamba",
          "infrastructure",
          "spiritualité",
          "souveraineté"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Source de mobilisation spirituelle, discipline sociale, mémoire anticoloniale, infrastructures populaires et capacité d'organisation hors tutelle coloniale ou étatique.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire / Suisse",
        "entity_id": "ACT-AUTHOR-NATHALIE-YAMB",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-NATHALIE-YAMB",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nathalie Yamb"
        },
        "evidence_strength": 58,
        "name": "Nathalie Yamb",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 58
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nathalie Yamb",
          "Côte d’Ivoire / Suisse",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Nathalie Yamb. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "finance_development_capability",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-ACTIVE-AFDB-AKINWUMI-ADESINA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFDB-AKINWUMI-ADESINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Akinwumi Adesina / African Development Bank food-energy-industrial finance"
        },
        "evidence_strength": 62,
        "name": "Akinwumi Adesina / African Development Bank food-energy-industrial finance",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 62
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 14,
          "R3": 12,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Akinwumi Adesina / African Development Bank food-energy-industrial finance",
          "Nigeria / Afrique",
          "finance_development_capability",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "pan_african_feminist_organization",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Pan-African",
        "entity_id": "ACT-AUTHOR-AMY-ASHWOOD-GARVEY",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AMY-ASHWOOD-GARVEY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "organizer",
            "caribbean",
            "woman_leader",
            "pan_africanism"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Amy Ashwood Garvey"
        },
        "evidence_strength": 62,
        "facets": [
          "author",
          "organizer",
          "caribbean",
          "woman_leader",
          "pan_africanism"
        ],
        "name": "Amy Ashwood Garvey",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 62
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Amy Ashwood Garvey",
          "Jamaica / Pan-African",
          "author",
          "caribbean",
          "contributor",
          "organizer",
          "pan_african_feminist_organization",
          "pan_africanism",
          "woman_leader"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pan-African organizer and feminist voice. Needs stronger source-linked evidence in backend for precise scoring.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "african_egyptology_philosophy",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / Africa",
        "entity_id": "ACT-RESEARCH-MUBABINGE-BILOLO",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-MUBABINGE-BILOLO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "researcher",
            "philosopher",
            "egyptology",
            "african_history"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Mubabinge Bilolo"
        },
        "evidence_strength": 62,
        "facets": [
          "author",
          "researcher",
          "philosopher",
          "egyptology",
          "african_history"
        ],
        "name": "Mubabinge Bilolo",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 62
        },
        "positive_score": 73,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mubabinge Bilolo",
          "RDC / Africa",
          "african_egyptology_philosophy",
          "african_history",
          "author",
          "contributor",
          "egyptology",
          "philosopher",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "African scholar of ancient Egypt, philosophy and African civilizational continuity. Score provisional pending source-linked bibliography.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_university",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-UNIV-UWI-MONA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UWI-MONA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "UWI Mona Campus"
        },
        "evidence_strength": 56,
        "name": "UWI Mona Campus",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "UWI Mona Campus",
          "Jamaica / Caribbean",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Caribbean university node with health, governance and cultural knowledge relevance.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "pan_african_author",
        "class": {
          "label": "acteur utile à la cause souveraine",
          "tone": "blue"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-JOHN-HENRIK-CLARKE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-JOHN-HENRIK-CLARKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "John Henrik Clarke"
        },
        "evidence_strength": 62,
        "name": "John Henrik Clarke",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 62
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 65,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "John Henrik Clarke",
          "African diaspora / USA",
          "pan_african_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Pan-African historian and public educator. Source-link publications and lectures.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-FOUND-MODIBO-KEITA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-MODIBO-KEITA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Modibo Keïta"
        },
        "evidence_strength": 56,
        "name": "Modibo Keïta",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 56
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 10,
          "R3": 12,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Modibo Keïta",
          "Mali",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Modibo Keïta. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 3,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora",
        "entity_id": "ACT-AUTHOR-MOLEFI-ASANTE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MOLEFI-ASANTE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Molefi Kete Asante"
        },
        "evidence_strength": 66,
        "name": "Molefi Kete Asante",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 66
        },
        "positive_score": 71,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Molefi Kete Asante",
          "African diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Molefi Kete Asante. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-AUTHOR-MIRIAM-MAKEBA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MIRIAM-MAKEBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Miriam Makeba"
        },
        "evidence_strength": 54,
        "name": "Miriam Makeba",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 54
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Miriam Makeba",
          "Afrique du Sud",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Miriam Makeba. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-AUTHOR-PLO-LUMUMBA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-PLO-LUMUMBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "PLO Lumumba"
        },
        "evidence_strength": 74,
        "name": "PLO Lumumba",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 74
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "PLO Lumumba",
          "Kenya",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for PLO Lumumba. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "law_civic_technology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Africa",
        "entity_id": "ACT-ACTIVE-ORY-OKOLLOH",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-ORY-OKOLLOH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ory Okolloh"
        },
        "evidence_strength": 66,
        "name": "Ory Okolloh",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 66
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ory Okolloh",
          "Kenya / Africa",
          "law_civic_technology",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Civic technology, law and governance contribution; score through durable institutions and public-interest outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-STELLENBOSCH",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-STELLENBOSCH",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Stellenbosch University"
        },
        "evidence_strength": 68,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Stellenbosch University",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 68
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "Stellenbosch University",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Research-intensive university with strong technical output; risk audit should include historical inequality, language politics, access and local capability distribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 2,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-KWAZULU-NATAL",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KWAZULU-NATAL",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of KwaZulu-Natal"
        },
        "evidence_strength": 64,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of KwaZulu-Natal",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 64
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 23,
          "R2": 23,
          "R3": 23,
          "R4": 23,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of KwaZulu-Natal",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "University with health, humanities, science and regional development relevance. Needs clearer evidence map for sovereign output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania",
        "entity_id": "ACT-UNIV-DAR-ES-SALAAM",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-DAR-ES-SALAAM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Dar es Salaam"
        },
        "evidence_strength": 62,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Dar es Salaam",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Tanzania",
          "University of Dar es Salaam",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Tanzanian university with public-policy, science and national-development relevance. Needs structured proof profile.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "ethiopian_knowledge_systems",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / African diaspora",
        "entity_id": "ACT-RESEARCH-AYELE-BEKERIE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-AYELE-BEKERIE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "researcher",
            "ethiopia",
            "writing_systems",
            "epistemology"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Ayele Bekerie"
        },
        "evidence_strength": 62,
        "facets": [
          "author",
          "researcher",
          "ethiopia",
          "writing_systems",
          "epistemology"
        ],
        "name": "Ayele Bekerie",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ayele Bekerie",
          "Ethiopia / African diaspora",
          "author",
          "contributor",
          "epistemology",
          "ethiopia",
          "ethiopian_knowledge_systems",
          "researcher",
          "writing_systems"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Scholar of Ethiopian knowledge systems and African writing/civilizational memory. Needs source-linked evidence profile.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "physics_space_weather_science",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCIENCE-FRANCISCA-OKEKE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-FRANCISCA-OKEKE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "scientist",
            "physicist",
            "researcher",
            "woman_scientist",
            "university"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "ORCID public registry",
              "note": "Author/researcher identity and publication linking source where available.",
              "ref": "orcid",
              "url": "https://orcid.org/"
            }
          ],
          "title": "Francisca Nneka Okeke"
        },
        "evidence_strength": 62,
        "facets": [
          "scientist",
          "physicist",
          "researcher",
          "woman_scientist",
          "university"
        ],
        "name": "Francisca Nneka Okeke",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 8,
          "R4": 8,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Francisca Nneka Okeke",
          "Nigeria",
          "contributor",
          "physicist",
          "physics_space_weather_science",
          "researcher",
          "scientist",
          "university",
          "woman_scientist"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "orcid"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Nigerian physicist profile for science-capability mapping. Needs official and publication evidence before high confidence scoring.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "telecoms_philanthropy_business",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe / Africa",
        "entity_id": "ACT-TECH-STRIVE-MASIYIWA",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-STRIVE-MASIYIWA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "ceo",
            "telecoms",
            "philanthropy",
            "business"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Strive Masiyiwa"
        },
        "evidence_strength": 68,
        "facets": [
          "tech_owner",
          "founder",
          "ceo",
          "telecoms",
          "philanthropy",
          "business"
        ],
        "name": "Strive Masiyiwa",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 68
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Strive Masiyiwa",
          "Zimbabwe / Africa",
          "business",
          "ceo",
          "founder",
          "mixed",
          "philanthropy",
          "tech_owner",
          "telecoms",
          "telecoms_philanthropy_business"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Telecoms entrepreneur and philanthropist. Strong business output; sovereignty audit must examine ownership, infrastructure control, philanthropy limits and public-interest outcomes.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados / Caribbean",
        "entity_id": "ACT-UNIV-UWI-CAVE-HILL",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UWI-CAVE-HILL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "UWI Cave Hill Campus"
        },
        "evidence_strength": 55,
        "name": "UWI Cave Hill Campus",
        "positive_components": {
          "A1": 77,
          "A10": 83,
          "A2": 75,
          "A3": 70,
          "A4": 73,
          "A5": 73,
          "A6": 73,
          "A7": 65,
          "A8": 65,
          "A9": 55
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "UWI Cave Hill Campus",
          "Barbados / Caribbean",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Caribbean knowledge-capability node. Evaluate reparations, climate, law, public health and regional policy outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Caribbean",
        "entity_id": "ACT-UNIV-UWI-ST-AUGUSTINE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UWI-ST-AUGUSTINE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "UWI St Augustine Campus"
        },
        "evidence_strength": 55,
        "name": "UWI St Augustine Campus",
        "positive_components": {
          "A1": 77,
          "A10": 83,
          "A2": 75,
          "A3": 70,
          "A4": 73,
          "A5": 73,
          "A6": 73,
          "A7": 65,
          "A8": 65,
          "A9": 55
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "UWI St Augustine Campus",
          "Trinidad and Tobago / Caribbean",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Energy, engineering, public health and Caribbean policy capability node.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "physics_science",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCI-FRANCISCA-NNEKA-OKEKE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-FRANCISCA-NNEKA-OKEKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Francisca Nneka Okeke"
        },
        "evidence_strength": 55,
        "name": "Francisca Nneka Okeke",
        "positive_components": {
          "A1": 77,
          "A10": 83,
          "A2": 75,
          "A3": 70,
          "A4": 73,
          "A5": 73,
          "A6": 73,
          "A7": 65,
          "A8": 65,
          "A9": 55
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Francisca Nneka Okeke",
          "Nigeria",
          "physics_science",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "African physicist profile. Link publications, training, institutional output and science-capability contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "ai_training_capacity",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal / Pan-African",
        "entity_id": "ACT-V66-TECH-MOUSTAPHA-CISSE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-MOUSTAPHA-CISSE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Moustapha Cisse"
        },
        "evidence_strength": 58,
        "facets": [
          "AI",
          "training",
          "Senegal"
        ],
        "name": "Moustapha Cisse",
        "observed_alignment": "AI-capability-building",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Moustapha Cisse",
          "Senegal / Pan-African",
          "ai_training_capacity",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "AI researcher and African ML training builder. Evaluate AMMI/AIMS training outputs and institutional capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "peace_women_mobilization",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Liberia",
        "entity_id": "ACT-V66-POLICY-LEYMAH-GBOWEE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-LEYMAH-GBOWEE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Leymah Gbowee"
        },
        "evidence_strength": 58,
        "facets": [
          "peace",
          "women",
          "Liberia"
        ],
        "name": "Leymah Gbowee",
        "observed_alignment": "peace/protection",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 64,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Leymah Gbowee",
          "Liberia",
          "peace_women_mobilization",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Peace activist. Evaluate mobilization, protection, peacebuilding and institution-building outcomes.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "historical_leader_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-HIST-LUMUMBA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-HIST-LUMUMBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score pour souveraineté politique et cohérence anti-capture. La brièveté de l'exercice du pouvoir limite les preuves de construction matérielle durable mais pas la portée doctrinale.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrice Lumumba"
        },
        "evidence_strength": 74,
        "name": "Patrice Lumumba",
        "positive_components": {
          "A1": 78,
          "A2": 96,
          "A3": 88,
          "A4": 72,
          "A5": 70,
          "A6": 78,
          "A7": 82,
          "A8": 92,
          "A9": 74
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 6,
          "R2": 10,
          "R3": 8,
          "R4": 12,
          "R5": 4
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Haut score pour souveraineté politique et cohérence anti-capture. La brièveté de l'exercice du pouvoir limite les preuves de construction matérielle durable mais pas la portée doctrinale.",
        "search_keywords": [
          "Lumumba",
          "Congo",
          "RDC",
          "indépendance",
          "panafricanisme"
        ],
        "source": "seed",
        "status": "public_historical_profile_sources_needed",
        "summary": "Figure de souveraineté politique congolaise et panafricaine: indépendance réelle, unité nationale, refus de tutelle et dénonciation de la domination coloniale.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 2,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-JOHANNESBURG",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-JOHANNESBURG",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Johannesburg"
        },
        "evidence_strength": 62,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Johannesburg",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of Johannesburg",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Urban research and technology university; sovereign score depends on measurable African innovation, skills transfer and inclusive knowledge production.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-NIGERIA-NSUKKA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NIGERIA-NSUKKA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Nigeria, Nsukka"
        },
        "evidence_strength": 62,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Nigeria, Nsukka",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 62
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Nigeria",
          "University of Nigeria, Nsukka",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historically important national university. Needs structured evidence of productive research, extension, cultural output and alumni capability.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-JKUAT",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-JKUAT",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Jomo Kenyatta University of Agriculture and Technology"
        },
        "evidence_strength": 60,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Jomo Kenyatta University of Agriculture and Technology",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 60
        },
        "positive_score": 71,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Jomo Kenyatta University of Agriculture and Technology",
          "Kenya",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Agriculture and technology mandate gives high capability relevance. Score depends on verified adoption, patents, firms, extension and industrial impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_history_public_education",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "UK / Africa studies",
        "entity_id": "ACT-RESEARCH-BASIL-DAVIDSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-BASIL-DAVIDSON",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "historian",
            "african_history",
            "public_education"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Basil Davidson"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "historian",
          "african_history",
          "public_education"
        ],
        "name": "Basil Davidson",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 70
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Basil Davidson",
          "UK / Africa studies",
          "african_history",
          "african_history_public_education",
          "author",
          "contributor",
          "historian",
          "public_education"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Non-African historian whose work helped public understanding of African civilizations and anti-colonial struggles. Not a member/endorser by citation.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "ujamaa_pan_african_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania",
        "entity_id": "ACT-V66-INTELLECTUAL-JULIUS-NYERERE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-JULIUS-NYERERE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Julius Nyerere"
        },
        "evidence_strength": 64,
        "facets": [
          "statecraft",
          "Ujamaa",
          "Tanzania"
        ],
        "name": "Julius Nyerere",
        "observed_alignment": "pan-african-socialist-statecraft",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 64
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 10,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Julius Nyerere",
          "Tanzania",
          "ujamaa_pan_african_statecraft",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Pan-African statesman associated with Ujamaa and liberation support. Evaluate education, unity, economy and policy outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "law_accountability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-POLICY-THULI-MADONSELA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-THULI-MADONSELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Thuli Madonsela"
        },
        "evidence_strength": 58,
        "facets": [
          "law",
          "accountability",
          "South Africa"
        ],
        "name": "Thuli Madonsela",
        "observed_alignment": "rule-of-law/accountability",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Thuli Madonsela",
          "South Africa",
          "law_accountability",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Legal/accountability figure. Evaluate rule-of-law, anti-corruption and institutional-trust contributions.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "resistance_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola / historical",
        "entity_id": "ACT-V66-RELIGION-QUEEN-NZINGA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-QUEEN-NZINGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Queen Nzinga"
        },
        "evidence_strength": 54,
        "facets": [
          "history",
          "Angola",
          "resistance"
        ],
        "name": "Queen Nzinga",
        "observed_alignment": "historical-resistance",
        "positive_components": {
          "A1": 76,
          "A10": 55,
          "A2": 88,
          "A3": 80,
          "A4": 70,
          "A5": 70,
          "A6": 90,
          "A7": 70,
          "A8": 80,
          "A9": 54
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 63,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Queen Nzinga",
          "Angola / historical",
          "resistance_statecraft",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historical resistance leader. Evaluate memory, statecraft and anti-colonial symbolism.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-SCI-ABDOL-KARIM-S",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-ABDOL-KARIM-S",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Salim Abdool Karim"
        },
        "evidence_strength": 57,
        "name": "Salim Abdool Karim",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 57
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Salim Abdool Karim",
          "Afrique du Sud",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Salim Abdool Karim. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-SCI-NALINI-NADKARNI-AFRICA-LINK",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-NALINI-NADKARNI-AFRICA-LINK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African forest and ecology networks"
        },
        "evidence_strength": 57,
        "name": "African forest and ecology networks",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 57
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 14,
          "R3": 12,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African forest and ecology networks",
          "Afrique",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for African forest and ecology networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-SCI-AAU-NETWORK",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-AAU-NETWORK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Association of African Universities"
        },
        "evidence_strength": 57,
        "name": "Association of African Universities",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 57
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Association of African Universities",
          "Afrique",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Association of African Universities. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "health_lab_biobank_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-ACTIVE-AFRICAN-MEDICAL-LABS-NETWORK",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFRICAN-MEDICAL-LABS-NETWORK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African medical labs and biobank capability networks"
        },
        "evidence_strength": 48,
        "name": "African medical labs and biobank capability networks",
        "positive_components": {
          "A1": 78,
          "A10": 84,
          "A2": 76,
          "A3": 71,
          "A4": 74,
          "A5": 74,
          "A6": 74,
          "A7": 66,
          "A8": 66,
          "A9": 48
        },
        "positive_score": 73,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African medical labs and biobank capability networks",
          "Afrique",
          "health_lab_biobank_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "data_cyber_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / digital rights",
        "entity_id": "ACT-ACTIVE-NANJIRA-SAMBULI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NANJIRA-SAMBULI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nanjira Sambuli"
        },
        "evidence_strength": 64,
        "name": "Nanjira Sambuli",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 64
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nanjira Sambuli",
          "Kenya / digital rights",
          "data_cyber_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Digital rights, data governance and public-interest technology contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia",
        "entity_id": "ACT-UNIV-ADDIS-ABABA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ADDIS-ABABA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Addis Ababa University"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Addis Ababa University",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 58
        },
        "positive_score": 70,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Addis Ababa University",
          "Ethiopia",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Large national university and research infrastructure with continental relevance; sovereign-output score must verify research translation, language/culture work, technology output and public-service impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "climate_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "West Africa",
        "entity_id": "ACT-UNIV-WASCAL",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-WASCAL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "WASCAL"
        },
        "evidence_strength": 53,
        "name": "WASCAL",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 53
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "WASCAL",
          "West Africa",
          "climate_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Climate-service and resilience research network. Strong if outputs serve local adaptation, policy and training.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "caribbean_relation_thought",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique",
        "entity_id": "ACT-V66-INTELLECTUAL-GLISSANT",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-GLISSANT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Édouard Glissant"
        },
        "evidence_strength": 62,
        "facets": [
          "Caribbean",
          "theory",
          "culture"
        ],
        "name": "Édouard Glissant",
        "observed_alignment": "Caribbean-critical-theory",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 62
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Édouard Glissant",
          "Martinique",
          "caribbean_relation_thought",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Caribbean theorist of relation, creolization and memory. Relevant to diaspora and cultural sovereignty.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "education_children_rights",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique / South Africa",
        "entity_id": "ACT-V66-POLICY-GRAÇA-MACHEL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-GRAÇA-MACHEL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Graça Machel"
        },
        "evidence_strength": 56,
        "facets": [
          "education",
          "children_rights",
          "Africa"
        ],
        "name": "Graça Machel",
        "observed_alignment": "education/protection",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Graça Machel",
          "Mozambique / South Africa",
          "education_children_rights",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Education and child-rights advocate. Evaluate institutional programs, protection outcomes and public-policy impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "culture_liberation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-CULTURE-MIRIAM-MAKEBA",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-MIRIAM-MAKEBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Miriam Makeba"
        },
        "evidence_strength": 62,
        "facets": [
          "artist",
          "anti_apartheid",
          "culture"
        ],
        "name": "Miriam Makeba",
        "observed_alignment": "liberation-culture",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 62
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Miriam Makeba",
          "South Africa",
          "culture_liberation",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Artist and anti-apartheid cultural ambassador. Evaluate cultural diplomacy and liberation memory.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 7,
        "category": "black_tech_education",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-KIMBERLY-BRYANT",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-KIMBERLY-BRYANT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kimberly Bryant / Black Girls Code"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 60,
        "name": "Kimberly Bryant / Black Girls Code",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 60
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 62,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kimberly Bryant / Black Girls Code",
          "United States / diaspora",
          "black_tech_education",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Tech education organizer. Evaluate institution-building, training outputs and governance controversies with sources.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "health_lab_epidemic_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-RESEARCH-MUYEMBE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-MUYEMBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score santé/lab par expertise et impact; le risque noté vient de dépendances institutionnelles et sous-financement structurel, non d'une faute personnelle.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jean-Jacques Muyembe-Tamfum"
        },
        "evidence_strength": 76,
        "name": "Jean-Jacques Muyembe-Tamfum",
        "positive_components": {
          "A1": 86,
          "A2": 78,
          "A3": 84,
          "A4": 74,
          "A5": 86,
          "A6": 66,
          "A7": 72,
          "A8": 78,
          "A9": 78
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 10,
          "R3": 8,
          "R4": 10,
          "R5": 4
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Haut score santé/lab par expertise et impact; le risque noté vient de dépendances institutionnelles et sous-financement structurel, non d'une faute personnelle.",
        "search_keywords": [
          "Muyembe",
          "Ebola",
          "virologie",
          "INRB",
          "RDC",
          "santé"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Capacité scientifique congolaise majeure en virologie, Ebola, surveillance épidémique et expertise de santé publique; le problème est moins l'expertise que le sous-financement étatique des capacités.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-AUTHOR-OUSMANE-SEMBENE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-OUSMANE-SEMBENE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ousmane Sembène"
        },
        "evidence_strength": 66,
        "name": "Ousmane Sembène",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 66
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ousmane Sembène",
          "Sénégal",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ousmane Sembène. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 3,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-AUTHOR-AMA-ATA-AIDOO",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AMA-ATA-AIDOO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ama Ata Aidoo"
        },
        "evidence_strength": 50,
        "name": "Ama Ata Aidoo",
        "positive_components": {
          "A1": 74,
          "A10": 69,
          "A2": 82,
          "A3": 74,
          "A4": 69,
          "A5": 74,
          "A6": 89,
          "A7": 74,
          "A8": 74,
          "A9": 50
        },
        "positive_score": 74,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ama Ata Aidoo",
          "Ghana",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ama Ata Aidoo. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie / diaspora",
        "entity_id": "ACT-AUTHOR-DINAW-MENGESTU",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-DINAW-MENGESTU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Dinaw Mengestu"
        },
        "evidence_strength": 70,
        "name": "Dinaw Mengestu",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 70
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Dinaw Mengestu",
          "Éthiopie / diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Dinaw Mengestu. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 0,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-AUTHOR-NADINE-GORDIMER",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-NADINE-GORDIMER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nadine Gordimer"
        },
        "evidence_strength": 50,
        "name": "Nadine Gordimer",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 50
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nadine Gordimer",
          "Afrique du Sud",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Nadine Gordimer. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / UK",
        "entity_id": "ACT-AUTHOR-AKALA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AKALA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Akala"
        },
        "evidence_strength": 70,
        "name": "Akala",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 70
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Akala",
          "African diaspora / UK",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Akala. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 3,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / diaspora",
        "entity_id": "ACT-AUTHOR-ALAIN-FOKA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-ALAIN-FOKA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Alain Foka"
        },
        "evidence_strength": 54,
        "name": "Alain Foka",
        "positive_components": {
          "A1": 72,
          "A10": 67,
          "A2": 80,
          "A3": 72,
          "A4": 67,
          "A5": 72,
          "A6": 87,
          "A7": 72,
          "A8": 72,
          "A9": 54
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Alain Foka",
          "Cameroun / diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Alain Foka. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-CURRENT-SENEGAL-FAYE-SONKO",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-SENEGAL-FAYE-SONKO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory"
        },
        "evidence_strength": 54,
        "name": "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory",
          "Sénégal",
          "current_political_civic_patterns",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Bassirou Diomaye Faye / Ousmane Sonko reform trajectory. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "women_digital_inclusion",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-ACTIVE-NEEMA-NAMADAMU",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NEEMA-NAMADAMU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Neema Namadamu / women and digital inclusion networks"
        },
        "evidence_strength": 58,
        "name": "Neema Namadamu / women and digital inclusion networks",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Neema Namadamu / women and digital inclusion networks",
          "RDC",
          "women_digital_inclusion",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Community capacity and inclusion profile; needs source-linked outputs and adoption metrics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "african_political_thought",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Africa",
        "entity_id": "ACT-RESEARCH-ALI-MAZRUI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-ALI-MAZRUI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "researcher",
            "political_scientist",
            "african_studies"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            },
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            }
          ],
          "title": "Ali Mazrui"
        },
        "evidence_strength": 66,
        "facets": [
          "author",
          "researcher",
          "political_scientist",
          "african_studies"
        ],
        "name": "Ali Mazrui",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 66
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ali Mazrui",
          "Kenya / Africa",
          "african_political_thought",
          "african_studies",
          "author",
          "mixed",
          "political_scientist",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "worldcat",
          "openalex"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Influential scholar of African politics and culture. Score is intellectual and debated; backend should map contributions and criticisms carefully.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "pan_african_university_network",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African Union / Pan-African",
        "entity_id": "ACT-UNIV-PAN-AFRICAN",
        "entity_type": "university_network",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-PAN-AFRICAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Pan African University"
        },
        "evidence_strength": 50,
        "name": "Pan African University",
        "positive_components": {
          "A1": 76,
          "A10": 82,
          "A2": 74,
          "A3": 69,
          "A4": 72,
          "A5": 72,
          "A6": 72,
          "A7": 64,
          "A8": 64,
          "A9": 50
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Pan African University",
          "African Union / Pan-African",
          "pan_african_university_network",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Pan-African university network. Score must test whether AU-level academic architecture produces practical sovereign capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "agriculture_research_network",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-UNIV-RUFORUM",
        "entity_type": "research_network",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-RUFORUM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "RUFORUM"
        },
        "evidence_strength": 52,
        "name": "RUFORUM",
        "positive_components": {
          "A1": 75,
          "A10": 81,
          "A2": 73,
          "A3": 68,
          "A4": 71,
          "A5": 71,
          "A6": 71,
          "A7": 63,
          "A8": 63,
          "A9": 52
        },
        "positive_score": 71,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "RUFORUM",
          "Africa",
          "agriculture_research_network",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Agriculture and graduate training network. Evaluate farmer benefit, seed sovereignty, local science and regional cooperation.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "liberation_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-V66-INTELLECTUAL-SAMORA-MACHEL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-SAMORA-MACHEL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Samora Machel"
        },
        "evidence_strength": 60,
        "facets": [
          "liberation",
          "Mozambique",
          "statecraft"
        ],
        "name": "Samora Machel",
        "observed_alignment": "liberation-statecraft",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 60
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 10,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Samora Machel",
          "Mozambique",
          "liberation_statecraft",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Mozambican liberation leader. Evaluate sovereignty, education, security, rights and state-building outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "pan_african_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-JOHN-HENRIK-CLARKE",
        "entity_type": "historian",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-JOHN-HENRIK-CLARKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "John Henrik Clarke"
        },
        "evidence_strength": 60,
        "facets": [
          "historian",
          "Pan-African",
          "diaspora"
        ],
        "name": "John Henrik Clarke",
        "observed_alignment": "pan-african-history",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 60
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 10,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "John Henrik Clarke",
          "United States / diaspora",
          "pan_african_history",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and educator in Pan-African history. Evaluate educational and institutional impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "music_political_resistance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-CULTURE-FELA-KUTI",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-FELA-KUTI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fela Kuti"
        },
        "evidence_strength": 60,
        "facets": [
          "artist",
          "music",
          "resistance"
        ],
        "name": "Fela Kuti",
        "observed_alignment": "anti-authoritarian-culture",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 60
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fela Kuti",
          "Nigeria",
          "music_political_resistance",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Musician and political critic. Evaluate cultural resistance, public education and institutional/civic influence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "civil_rights_moral_politics",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-RELIGION-MARTIN-LUTHER-KING",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-MARTIN-LUTHER-KING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Martin Luther King Jr."
        },
        "evidence_strength": 64,
        "facets": [
          "civil_rights",
          "diaspora",
          "public_morality"
        ],
        "name": "Martin Luther King Jr.",
        "observed_alignment": "civil-rights/global-justice",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 64
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 61,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Martin Luther King Jr.",
          "United States / diaspora",
          "civil_rights_moral_politics",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Civil-rights leader. Evaluate moral politics, anti-war turn, rights and global Black liberation relevance.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-FOUND-AGOSTINHO-NETO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-AGOSTINHO-NETO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Agostinho Neto"
        },
        "evidence_strength": 58,
        "name": "Agostinho Neto",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 58
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 10,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Agostinho Neto",
          "Angola",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Agostinho Neto. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "contract_review_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-ACTIVE-BASSIROU-SONKO",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BASSIROU-SONKO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory"
        },
        "evidence_strength": 56,
        "name": "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 56
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory",
          "Sénégal",
          "contract_review_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Early-stage sovereignty trajectory; score should move only through contract review, capability-building and public evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-UNIV-HOWARD",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-HOWARD",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Howard University"
        },
        "evidence_strength": 62,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Howard University",
        "positive_components": {
          "A1": 69,
          "A10": 64,
          "A2": 77,
          "A3": 69,
          "A4": 64,
          "A5": 69,
          "A6": 84,
          "A7": 69,
          "A8": 69,
          "A9": 62
        },
        "positive_score": 70,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Howard University",
          "United States / African diaspora",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Diaspora knowledge infrastructure with health, law, civil rights and Black research relevance. Include as diaspora-linked, not African state institution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "postcolonial_theory_public_thought",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / South Africa",
        "entity_id": "ACT-RESEARCH-ACHILLE-MBEMBE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-ACHILLE-MBEMBE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "author",
            "researcher",
            "public_intellectual",
            "postcolonial_theory"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "WorldCat",
              "note": "Bibliographic discovery source for books, monographs and author output.",
              "ref": "worldcat",
              "url": "https://search.worldcat.org/"
            }
          ],
          "title": "Achille Mbembe"
        },
        "evidence_strength": 70,
        "facets": [
          "author",
          "researcher",
          "public_intellectual",
          "postcolonial_theory"
        ],
        "name": "Achille Mbembe",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 70
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Achille Mbembe",
          "Cameroon / South Africa",
          "author",
          "mixed",
          "postcolonial_theory",
          "postcolonial_theory_public_thought",
          "public_intellectual",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "worldcat"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Influential theorist of postcolonial power. Strong intellectual visibility; sovereign-output scoring must distinguish critique, institution building and elite/prestige circuits.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "telecoms_governance_foundation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / Africa",
        "entity_id": "ACT-TECH-MO-IBRAHIM",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-MO-IBRAHIM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "ceo",
            "telecoms",
            "foundation",
            "governance"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Mo Ibrahim"
        },
        "evidence_strength": 68,
        "facets": [
          "tech_owner",
          "founder",
          "ceo",
          "telecoms",
          "foundation",
          "governance"
        ],
        "name": "Mo Ibrahim",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 68
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mo Ibrahim",
          "Sudan / Africa",
          "ceo",
          "foundation",
          "founder",
          "governance",
          "mixed",
          "tech_owner",
          "telecoms",
          "telecoms_governance_foundation"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Telecoms founder and governance foundation figure. Score should separate business capability from foundation/governance narrative effects.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "literature_feminist_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-AUTHOR-AMA-ATA-AIDOO",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-AMA-ATA-AIDOO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ama Ata Aidoo"
        },
        "evidence_strength": 60,
        "facets": [
          "author",
          "feminist_thought",
          "Ghana"
        ],
        "name": "Ama Ata Aidoo",
        "observed_alignment": "pan-african-feminist-literary",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 60
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ama Ata Aidoo",
          "Ghana",
          "literature_feminist_memory",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Major Ghanaian writer and feminist intellectual. Evaluate cultural education, memory and African-centered literary production.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "public_health_hiv",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-SCIENTIST-QUIARRAISHA",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-QUIARRAISHA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Quarraisha Abdool Karim"
        },
        "evidence_strength": 62,
        "facets": [
          "scientist",
          "public_health",
          "South Africa"
        ],
        "name": "Quarraisha Abdool Karim",
        "observed_alignment": "public-health-science",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 62
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Quarraisha Abdool Karim",
          "South Africa",
          "public_health_hiv",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Public-health scientist. Evaluate HIV research, institutions, policy translation and training impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "public_health_hiv",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-SCIENTIST-SALIM-KARIM",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-SALIM-KARIM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Salim Abdool Karim"
        },
        "evidence_strength": 62,
        "facets": [
          "scientist",
          "public_health",
          "South Africa"
        ],
        "name": "Salim Abdool Karim",
        "observed_alignment": "public-health-science",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 62
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Salim Abdool Karim",
          "South Africa",
          "public_health_hiv",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Public-health scientist. Evaluate research, advisory roles, policy impact and institutional capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "black_feminist_thought",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / Caribbean diaspora",
        "entity_id": "ACT-V66-CULTURE-AUDRE-LORDE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-AUDRE-LORDE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Audre Lorde"
        },
        "evidence_strength": 60,
        "facets": [
          "author",
          "feminist",
          "diaspora"
        ],
        "name": "Audre Lorde",
        "observed_alignment": "black-feminist-liberation",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 60
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Audre Lorde",
          "United States / Caribbean diaspora",
          "black_feminist_thought",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black feminist poet/theorist. Evaluate public education, dignity and liberation thought impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "black_feminist_pedagogy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-BELL-HOOKS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-BELL-HOOKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "bell hooks"
        },
        "evidence_strength": 60,
        "facets": [
          "author",
          "pedagogy",
          "feminist"
        ],
        "name": "bell hooks",
        "observed_alignment": "black-feminist-pedagogy",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 60
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "bell hooks",
          "United States / diaspora",
          "black_feminist_pedagogy",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black feminist educator/theorist. Evaluate pedagogy, love, domination critique and public education impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 0,
        "category": "africana_history_pan_africanism",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-JOHN-HENRIK-CLARKE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-JOHN-HENRIK-CLARKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "John Henrik Clarke"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 62,
        "name": "John Henrik Clarke",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 62
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 60,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "John Henrik Clarke",
          "United States / diaspora",
          "africana_history_pan_africanism",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Africana historian and Pan-African educator. Assess public education, institutional mentoring and historical sovereignty contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora",
        "entity_id": "ACT-AUTHOR-MARIMBA-ANI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-MARIMBA-ANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Marimba Ani"
        },
        "evidence_strength": 62,
        "name": "Marimba Ani",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 62
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Marimba Ani",
          "African diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Marimba Ani. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-AUTHOR-BIRAGO-DIOP",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BIRAGO-DIOP",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Birago Diop"
        },
        "evidence_strength": 62,
        "name": "Birago Diop",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Birago Diop",
          "Sénégal",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Birago Diop. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-BEN-OKRI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BEN-OKRI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ben Okri"
        },
        "evidence_strength": 66,
        "name": "Ben Okri",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 66
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ben Okri",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ben Okri. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-SEUN-KUTI",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-SEUN-KUTI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Seun Kuti"
        },
        "evidence_strength": 66,
        "name": "Seun Kuti",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 66
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Seun Kuti",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Seun Kuti. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 1,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe / diaspora",
        "entity_id": "ACT-AUTHOR-ARIKANA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-ARIKANA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Arikana Chihombori-Quao"
        },
        "evidence_strength": 50,
        "name": "Arikana Chihombori-Quao",
        "positive_components": {
          "A1": 70,
          "A10": 65,
          "A2": 78,
          "A3": 70,
          "A4": 65,
          "A5": 70,
          "A6": 85,
          "A7": 70,
          "A8": 70,
          "A9": 50
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Arikana Chihombori-Quao",
          "Zimbabwe / diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Arikana Chihombori-Quao. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-OBAFEMI-AWOLOWO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-OBAFEMI-AWOLOWO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Obafemi Awolowo University"
        },
        "evidence_strength": 60,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Obafemi Awolowo University",
        "positive_components": {
          "A1": 69,
          "A10": 64,
          "A2": 77,
          "A3": 69,
          "A4": 64,
          "A5": 69,
          "A6": 84,
          "A7": 69,
          "A8": 69,
          "A9": 60
        },
        "positive_score": 70,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Nigeria",
          "Obafemi Awolowo University",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Important Nigerian university; sovereign score should verify scientific output, public-interest research, indigenous knowledge and civic capacity.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-AHMADU-BELLO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-AHMADU-BELLO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Ahmadu Bello University"
        },
        "evidence_strength": 60,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Ahmadu Bello University",
        "positive_components": {
          "A1": 69,
          "A10": 64,
          "A2": 77,
          "A3": 69,
          "A4": 64,
          "A5": 69,
          "A6": 84,
          "A7": 69,
          "A8": 69,
          "A9": 60
        },
        "positive_score": 70,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 23,
          "R2": 23,
          "R3": 23,
          "R4": 23,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ahmadu Bello University",
          "Nigeria",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major northern Nigerian university with agriculture, health and public administration relevance. Provisional score pending source-linked evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "technology_policy_anti_counterfeit",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-TECH-BRIGHT-SIMONS",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-BRIGHT-SIMONS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "public_policy",
            "anti_counterfeit",
            "ghana"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Bright Simons"
        },
        "evidence_strength": 62,
        "facets": [
          "tech_owner",
          "founder",
          "public_policy",
          "anti_counterfeit",
          "ghana"
        ],
        "name": "Bright Simons",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 62
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Bright Simons",
          "Ghana",
          "anti_counterfeit",
          "founder",
          "ghana",
          "mixed",
          "public_policy",
          "tech_owner",
          "technology_policy_anti_counterfeit"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Technology and public-policy entrepreneur. Useful capability profile; score should distinguish product output, advocacy, funding and alignment risks.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana",
        "entity_id": "ACT-UNIV-UGUYANA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UGUYANA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Guyana"
        },
        "evidence_strength": 50,
        "name": "University of Guyana",
        "positive_components": {
          "A1": 73,
          "A10": 79,
          "A2": 71,
          "A3": 66,
          "A4": 69,
          "A5": 69,
          "A6": 69,
          "A7": 61,
          "A8": 61,
          "A9": 50
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 14,
          "R3": 12,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "University of Guyana",
          "Guyana",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Critical Caribbean/Amazon/energy-transition knowledge node. Oil, environment, law and indigenous land issues require evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "african_centered_psychology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-AMOS-WILSON",
        "entity_type": "psychologist",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-AMOS-WILSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amos Wilson"
        },
        "evidence_strength": 58,
        "facets": [
          "psychology",
          "diaspora",
          "African_centered"
        ],
        "name": "Amos Wilson",
        "observed_alignment": "african-centered-psychology",
        "positive_components": {
          "A1": 72,
          "A10": 51,
          "A2": 84,
          "A3": 76,
          "A4": 66,
          "A5": 66,
          "A6": 86,
          "A7": 66,
          "A8": 76,
          "A9": 58
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 10,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Amos Wilson",
          "United States / diaspora",
          "african_centered_psychology",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African-centered psychologist and political thinker. Evaluate psychology, education and power-analysis impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 0,
        "category": "resistance_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / historical",
        "entity_id": "ACT-V66-RELIGION-YAA-ASANTEWAA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-YAA-ASANTEWAA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Yaa Asantewaa"
        },
        "evidence_strength": 54,
        "facets": [
          "history",
          "Ghana",
          "resistance"
        ],
        "name": "Yaa Asantewaa",
        "observed_alignment": "historical-resistance",
        "positive_components": {
          "A1": 74,
          "A10": 53,
          "A2": 86,
          "A3": 78,
          "A4": 68,
          "A5": 68,
          "A6": 88,
          "A7": 68,
          "A8": 78,
          "A9": 54
        },
        "positive_score": 72,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 59,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Yaa Asantewaa",
          "Ghana / historical",
          "resistance_memory",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historical anti-colonial resistance figure. Evaluate education and cultural memory.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "health_public_health_malaria",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-RESEARCH-ROSE-LEKE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-ROSE-LEKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score santé/ATSS, surtout si les preuves relient recherche, adoption, formation et systèmes nationaux de santé.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rose Leke"
        },
        "evidence_strength": 74,
        "name": "Rose Leke",
        "positive_components": {
          "A1": 82,
          "A2": 74,
          "A3": 78,
          "A4": 70,
          "A5": 84,
          "A6": 60,
          "A7": 72,
          "A8": 76,
          "A9": 78
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 8,
          "R3": 6,
          "R4": 6,
          "R5": 2
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Haut score santé/ATSS, surtout si les preuves relient recherche, adoption, formation et systèmes nationaux de santé.",
        "search_keywords": [
          "Rose Leke",
          "Cameroun",
          "paludisme",
          "santé publique"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Contribution majeure à la santé publique, paludisme, immunologie et formation scientifique africaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-SCI-ABDOL-KARIM-Q",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-ABDOL-KARIM-Q",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Quarraisha Abdool Karim"
        },
        "evidence_strength": 52,
        "name": "Quarraisha Abdool Karim",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 52
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Quarraisha Abdool Karim",
          "Afrique du Sud",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Quarraisha Abdool Karim. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique francophone",
        "entity_id": "ACT-SCI-CAMES",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-SCI-CAMES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CAMES higher education network"
        },
        "evidence_strength": 52,
        "name": "CAMES higher education network",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 52
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 14,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CAMES higher education network",
          "Afrique francophone",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for CAMES higher education network. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "startup_fintech_talent_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Africa",
        "entity_id": "ACT-TECH-IYIN-ABOYEJI",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-IYIN-ABOYEJI",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "ceo",
            "investor",
            "fintech",
            "talent",
            "startup_ecosystem"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Useful tech-capability profile with mixed-risk flags: strong ecosystem building but sovereignty depends on ownership, location of incorporation, payment rails, investor rights and distribution of benefits.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Iyinoluwa Aboyeji profile",
              "note": "Co-founder/general partner of Future Africa and ecosystem builder.",
              "ref": "iyin_future_africa",
              "url": "https://teachforall.org/africa-leadership/iyinoluwa-aboyeji"
            }
          ],
          "title": "Iyinoluwa Aboyeji / Future Africa / Andela / Flutterwave"
        },
        "evidence_strength": 68,
        "facets": [
          "tech_owner",
          "founder",
          "ceo",
          "investor",
          "fintech",
          "talent",
          "startup_ecosystem"
        ],
        "name": "Iyinoluwa Aboyeji / Future Africa / Andela / Flutterwave",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 68
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Useful tech-capability profile with mixed-risk flags: strong ecosystem building but sovereignty depends on ownership, location of incorporation, payment rails, investor rights and distribution of benefits.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Iyinoluwa Aboyeji / Future Africa / Andela / Flutterwave",
          "Nigeria / Africa",
          "ceo",
          "fintech",
          "founder",
          "investor",
          "mixed",
          "startup_ecosystem",
          "startup_fintech_talent_ecosystem",
          "talent",
          "tech_owner"
        ],
        "source": "seed",
        "source_refs": [
          "iyin_future_africa"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African tech ecosystem builder associated with talent, payments and venture platforms. Productive output is real, but foreign capital, registration, data/payment dependency and enclave-city risks require audit.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-UNIV-UNISA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UNISA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of South Africa"
        },
        "evidence_strength": 60,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of South Africa",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 60
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Africa",
          "University of South Africa",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major distance-learning infrastructure with access value. Sovereign score rises if local language, adult education, research and employability outputs are verified.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-MOHAMMED-V",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MOHAMMED-V",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Mohammed V University"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Mohammed V University",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 58
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mohammed V University",
          "Morocco",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Moroccan university. Provisional score pending linked evidence of research, innovation and African contribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "tech_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-TECH-NAIROBI-SILICON-SAVANNAH",
        "entity_type": "tech_cluster",
        "evidence_profile": {
          "actor_id": "ACT-TECH-NAIROBI-SILICON-SAVANNAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nairobi Silicon Savannah ecosystem"
        },
        "evidence_strength": 50,
        "name": "Nairobi Silicon Savannah ecosystem",
        "positive_components": {
          "A1": 73,
          "A10": 79,
          "A2": 71,
          "A3": 66,
          "A4": 69,
          "A5": 69,
          "A6": 69,
          "A7": 61,
          "A8": 61,
          "A9": 50
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nairobi Silicon Savannah ecosystem",
          "Kenya",
          "tech_ecosystem",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Strong tech ecosystem but must distinguish local ownership/capability from foreign platform extraction and venture dependency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "tech_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-TECH-LAGOS-YABA",
        "entity_type": "tech_cluster",
        "evidence_profile": {
          "actor_id": "ACT-TECH-LAGOS-YABA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Lagos/Yaba technology ecosystem"
        },
        "evidence_strength": 50,
        "name": "Lagos/Yaba technology ecosystem",
        "positive_components": {
          "A1": 73,
          "A10": 79,
          "A2": 71,
          "A3": 66,
          "A4": 69,
          "A5": 69,
          "A6": 69,
          "A7": 61,
          "A8": 61,
          "A9": 50
        },
        "positive_score": 69,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Lagos/Yaba technology ecosystem",
          "Nigeria",
          "tech_ecosystem",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Strong tech ecosystem; evaluate local ownership, jobs, infrastructure and foreign-capital dependency.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "chemistry_photodynamic_therapy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Lesotho / South Africa",
        "entity_id": "ACT-V66-SCIENTIST-TEBELLO-NYOKONG",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-TEBELLO-NYOKONG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tebello Nyokong"
        },
        "evidence_strength": 60,
        "facets": [
          "scientist",
          "chemistry",
          "South Africa"
        ],
        "name": "Tebello Nyokong",
        "observed_alignment": "science-capability",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 60
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tebello Nyokong",
          "Lesotho / South Africa",
          "chemistry_photodynamic_therapy",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Chemist with strong research output. Evaluate publications, patents, lab training and health/industrial relevance.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "education_african_centered_psychology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-ASA-HILLIARD",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-ASA-HILLIARD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Asa G. Hilliard III"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 62,
        "name": "Asa G. Hilliard III",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Asa G. Hilliard III",
          "United States / diaspora",
          "education_african_centered_psychology",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Educational psychologist and African-centered educator. Strong relevance to HECCA, curriculum, cognition and child development.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "black_radical_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-ROBIN-DG-KELLEY-EXPANDED",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-ROBIN-DG-KELLEY-EXPANDED",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Robin D. G. Kelley / Black radical tradition"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 64,
        "name": "Robin D. G. Kelley / Black radical tradition",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 64
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 58,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Robin D. G. Kelley / Black radical tradition",
          "United States / diaspora",
          "black_radical_history",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Expanded profile for Black radical history, labour, culture and anti-imperial analysis.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "chemistry_health_innovation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud / Lesotho",
        "entity_id": "ACT-RESEARCH-TEBELLO-NYOKONG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-TEBELLO-NYOKONG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Haut score recherche/innovation. La souveraineté dépend de la transformation en capacités locales, applications médicales, brevets, formation et industries africaines.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tebello Nyokong"
        },
        "evidence_strength": 76,
        "name": "Tebello Nyokong",
        "positive_components": {
          "A1": 80,
          "A2": 72,
          "A3": 82,
          "A4": 66,
          "A5": 78,
          "A6": 58,
          "A7": 70,
          "A8": 70,
          "A9": 80
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 8,
          "R3": 6,
          "R4": 6,
          "R5": 2
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Haut score recherche/innovation. La souveraineté dépend de la transformation en capacités locales, applications médicales, brevets, formation et industries africaines.",
        "search_keywords": [
          "Tebello Nyokong",
          "chimie",
          "photodynamic therapy",
          "Afrique du Sud"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Recherche chimique de haut niveau avec potentiel médical et technologique; profil de science africaine productive et innovation utile.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "science_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-SCI-MAMOKGETHI-PHAKENG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCI-MAMOKGETHI-PHAKENG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mamokgethi Phakeng"
        },
        "evidence_strength": 52,
        "name": "Mamokgethi Phakeng",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 52
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mamokgethi Phakeng",
          "Afrique du Sud",
          "science_research",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Mamokgethi Phakeng. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "resource_value_chain",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-ACTIVE-AURUS-MINING-LOCAL-REFINING",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AURUS-MINING-LOCAL-REFINING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Local gold refining and mining value-chain initiatives"
        },
        "evidence_strength": 45,
        "name": "Local gold refining and mining value-chain initiatives",
        "positive_components": {
          "A1": 74,
          "A10": 80,
          "A2": 72,
          "A3": 67,
          "A4": 70,
          "A5": 70,
          "A6": 70,
          "A7": 62,
          "A8": 62,
          "A9": 45
        },
        "positive_score": 70,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Local gold refining and mining value-chain initiatives",
          "Afrique",
          "resource_value_chain",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "epistemic_sovereignty_culture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / Africa",
        "entity_id": "ACT-ACTIVE-FELWINE-SARR",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-FELWINE-SARR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Felwine Sarr"
        },
        "evidence_strength": 68,
        "name": "Felwine Sarr",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 68
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Felwine Sarr",
          "Sénégal / Africa",
          "epistemic_sovereignty_culture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Epistemic and cultural sovereignty. Score should reward institution-building and adoption, not only essays.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-LAGOS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-LAGOS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Lagos"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Lagos",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 58
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Nigeria",
          "University of Lagos",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Large urban university with professional and research capacity. Provisional score requires evidence of innovation, public service, and technology transfer.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-UNIV-CAPE-COAST",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CAPE-COAST",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Cape Coast"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Cape Coast",
        "positive_components": {
          "A1": 67,
          "A10": 62,
          "A2": 75,
          "A3": 67,
          "A4": 62,
          "A5": 67,
          "A6": 82,
          "A7": 67,
          "A8": 67,
          "A9": 58
        },
        "positive_score": 68,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ghana",
          "University of Cape Coast",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Education, research and national-capability profile. Score rises with evidence of teacher formation, research translation and community impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tunisia",
        "entity_id": "ACT-UNIV-TUNIS-EL-MANAR",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-TUNIS-EL-MANAR",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université de Tunis El Manar"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université de Tunis El Manar",
        "positive_components": {
          "A1": 68,
          "A10": 63,
          "A2": 76,
          "A3": 68,
          "A4": 63,
          "A5": 68,
          "A6": 83,
          "A7": 68,
          "A8": 68,
          "A9": 58
        },
        "positive_score": 69,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Tunisia",
          "Université de Tunis El Manar",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Research and medical/scientific university profile. Needs evidence of African collaboration and sovereign technology output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "research_network_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / World Bank-linked",
        "entity_id": "ACT-UNIV-ACE-IMPACT",
        "entity_type": "research_network",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ACE-IMPACT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "ACE Impact / African Centres of Excellence"
        },
        "evidence_strength": 48,
        "name": "ACE Impact / African Centres of Excellence",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 48
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "ACE Impact / African Centres of Excellence",
          "Africa / World Bank-linked",
          "research_network_dependency_review",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "African Centres of Excellence architecture. Count positive capability but review donor dependency, maintenance autonomy and agenda control.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "abolition_liberation_theory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-ANGELA-DAVIS",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-ANGELA-DAVIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Angela Davis"
        },
        "evidence_strength": 60,
        "facets": [
          "abolition",
          "diaspora",
          "public_intellectual"
        ],
        "name": "Angela Davis",
        "observed_alignment": "abolitionist-liberation",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 60
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Angela Davis",
          "United States / diaspora",
          "abolition_liberation_theory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Abolitionist intellectual. Evaluate public education, prison critique, global solidarity and rights impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "reparations_university_leadership",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados / Caribbean",
        "entity_id": "ACT-V66-CULTURE-HILARY-BECKLES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-HILARY-BECKLES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sir Hilary Beckles"
        },
        "evidence_strength": 60,
        "facets": [
          "historian",
          "reparations",
          "UWI"
        ],
        "name": "Sir Hilary Beckles",
        "observed_alignment": "reparations/university-leadership",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 60
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 57,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sir Hilary Beckles",
          "Barbados / Caribbean",
          "reparations_university_leadership",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and UWI leader prominent in reparatory justice. Evaluate scholarship, institutional leadership and public impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora",
        "entity_id": "ACT-AUTHOR-AMOS-WILSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AMOS-WILSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amos Wilson"
        },
        "evidence_strength": 58,
        "name": "Amos Wilson",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 58
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Amos Wilson",
          "African diaspora",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Amos Wilson. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-AUTHOR-NOVIOLET",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-NOVIOLET",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "NoViolet Bulawayo"
        },
        "evidence_strength": 62,
        "name": "NoViolet Bulawayo",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 62
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "NoViolet Bulawayo",
          "Zimbabwe",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for NoViolet Bulawayo. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-AUTHOR-JULIUS-MALEMA",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-JULIUS-MALEMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Julius Malema"
        },
        "evidence_strength": 66,
        "name": "Julius Malema",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 66
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Julius Malema",
          "Afrique du Sud",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Julius Malema. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "epistemic_sovereignty_economics",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-ACTIVE-FELWINE-SARR",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-FELWINE-SARR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Felwine Sarr / economic and epistemic imagination"
        },
        "evidence_strength": 66,
        "name": "Felwine Sarr / economic and epistemic imagination",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 66
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Felwine Sarr / economic and epistemic imagination",
          "Sénégal",
          "epistemic_sovereignty_economics",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_technology_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-UNIV-UTECH-JAMAICA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UTECH-JAMAICA",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "technology",
            "caribbean",
            "research",
            "applied_science"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Positive applied-technology profile; stronger scoring requires evidence of local ownership, industrial uptake, patents, public policy adoption and open knowledge outputs.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "UTech Jamaica Research",
              "note": "Official research page highlighting development through discoveries, innovation and sustainable solutions.",
              "ref": "utech_research",
              "url": "https://www.utech.edu.jm/research/"
            }
          ],
          "title": "University of Technology, Jamaica"
        },
        "evidence_strength": 62,
        "facets": [
          "university",
          "technology",
          "caribbean",
          "research",
          "applied_science"
        ],
        "name": "University of Technology, Jamaica",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 62
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Positive applied-technology profile; stronger scoring requires evidence of local ownership, industrial uptake, patents, public policy adoption and open knowledge outputs.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Jamaica / Caribbean",
          "University of Technology, Jamaica",
          "applied_science",
          "caribbean",
          "caribbean_technology_research",
          "contributor",
          "research",
          "technology",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "utech_research"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Technology university with research and innovation activity in applied fields including food security, minimum wage, computing and public-facing research showcase.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-UNIV-RWANDA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-RWANDA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Rwanda"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Rwanda",
        "positive_components": {
          "A1": 67,
          "A10": 62,
          "A2": 75,
          "A3": 67,
          "A4": 62,
          "A5": 67,
          "A6": 82,
          "A7": 67,
          "A8": 67,
          "A9": 58
        },
        "positive_score": 68,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Rwanda",
          "University of Rwanda",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university infrastructure in a state-led development context. Score should audit health, tech, governance, language, and autonomy.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-UNIV-EDUARDO-MONDLANE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-EDUARDO-MONDLANE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Eduardo Mondlane University"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Eduardo Mondlane University",
        "positive_components": {
          "A1": 67,
          "A10": 62,
          "A2": 75,
          "A3": 67,
          "A4": 62,
          "A5": 67,
          "A6": 82,
          "A7": 67,
          "A8": 67,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Eduardo Mondlane University",
          "Mozambique",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Mozambican university with public-sector and technical relevance. Needs evidence of local capability output and regional contribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-CADI-AYYAD",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CADI-AYYAD",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Cadi Ayyad University"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Cadi Ayyad University",
        "positive_components": {
          "A1": 67,
          "A10": 62,
          "A2": 75,
          "A3": 67,
          "A4": 62,
          "A5": 67,
          "A6": 82,
          "A7": 67,
          "A8": 67,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cadi Ayyad University",
          "Morocco",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Moroccan research university with science and regional development relevance. Needs output mapping.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "economic_governance_global_institutions",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Global",
        "entity_id": "ACT-RESEARCH-NGOZI-OKONJO-IWEALA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-NGOZI-OKONJO-IWEALA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "economist",
            "public_personality",
            "governance",
            "global_institutions"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Ngozi Okonjo-Iweala"
        },
        "evidence_strength": 70,
        "facets": [
          "economist",
          "public_personality",
          "governance",
          "global_institutions"
        ],
        "name": "Ngozi Okonjo-Iweala",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 70
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ngozi Okonjo-Iweala",
          "Nigeria / Global",
          "economic_governance_global_institutions",
          "economist",
          "global_institutions",
          "governance",
          "mixed",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Global economic governance figure. Profile should audit African capability effects, debt/trade positions, institutional constraints and tangible outcomes, not celebrity.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "historian_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-ROBIN-DG-KELLEY",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-ROBIN-DG-KELLEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Robin D. G. Kelley"
        },
        "evidence_strength": 58,
        "name": "Robin D. G. Kelley",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 58
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Robin D. G. Kelley",
          "African diaspora / USA",
          "historian_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Historian of Black radical tradition; relevant to public education and anti-imperial analysis.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "race_technology_ai_justice",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-RUHA-BENJAMIN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-RUHA-BENJAMIN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ruha Benjamin"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 64,
        "name": "Ruha Benjamin",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 64
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ruha Benjamin",
          "United States / diaspora",
          "race_technology_ai_justice",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Scholar of race, technology and justice. Relevant to AI/data sovereignty and technology harm assessment.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "algorithmic_bias_information_power",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-SAFIYA-NOBLE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-SAFIYA-NOBLE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Safiya Umoja Noble"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 66,
        "name": "Safiya Umoja Noble",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 66
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Safiya Umoja Noble",
          "United States / diaspora",
          "algorithmic_bias_information_power",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Scholar of algorithmic bias and information power. Relevant to media/data/AI capture review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 5,
        "category": "robotics_ai",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-AYANNA-HOWARD",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-AYANNA-HOWARD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ayanna Howard"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 64,
        "name": "Ayanna Howard",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 64
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 56,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ayanna Howard",
          "United States / diaspora",
          "robotics_ai",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Roboticist and AI researcher. Relevant to robotics, STEM capability and African diaspora science mapping.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "data_cloud_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-ACTIVE-AFRICAN-CLOUD-SOVEREIGNTY-NETWORK",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFRICAN-CLOUD-SOVEREIGNTY-NETWORK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African sovereign cloud/data-center initiatives"
        },
        "evidence_strength": 42,
        "name": "African sovereign cloud/data-center initiatives",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 42
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 14,
          "R3": 12,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African sovereign cloud/data-center initiatives",
          "Afrique",
          "data_cloud_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "caribbean_university_research_innovation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana / Caribbean",
        "entity_id": "ACT-UNIV-GUYANA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-GUYANA",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "research_institution",
            "caribbean",
            "public_university",
            "innovation"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Useful national knowledge infrastructure; score remains provisional because sovereign output should be linked to concrete patents, policies, community research and graduate outcomes.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "University of Guyana Research and Innovation",
              "note": "Official research, innovation, institutes, graduate research and ethics structure.",
              "ref": "uog_research",
              "url": "https://uog.edu.gy/ug-research-and-innovation"
            }
          ],
          "title": "University of Guyana"
        },
        "evidence_strength": 64,
        "facets": [
          "university",
          "research_institution",
          "caribbean",
          "public_university",
          "innovation"
        ],
        "name": "University of Guyana",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 64
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Useful national knowledge infrastructure; score remains provisional because sovereign output should be linked to concrete patents, policies, community research and graduate outcomes.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Guyana / Caribbean",
          "University of Guyana",
          "caribbean",
          "caribbean_university_research_innovation",
          "contributor",
          "innovation",
          "public_university",
          "research_institution",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "uog_research"
        ],
        "status": "prepublication_sources_needed",
        "summary": "National university research and innovation node for Guyana with institutes, graduate research, ethics and research agenda structures.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-KENYATTA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KENYATTA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Kenyatta University"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Kenyatta University",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Kenya",
          "Kenyatta University",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Large Kenyan university with education and research output. Requires stronger source-linked sovereign-capability evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Botswana",
        "entity_id": "ACT-UNIV-BOTSWANA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BOTSWANA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Botswana"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Botswana",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Botswana",
          "University of Botswana",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university with stable institutional context. Needs evidence of sovereign research translation and regional contribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-UNIV-ZIMBABWE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ZIMBABWE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Zimbabwe"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Zimbabwe",
        "positive_components": {
          "A1": 67,
          "A10": 62,
          "A2": 75,
          "A3": 67,
          "A4": 62,
          "A5": 67,
          "A6": 82,
          "A7": 67,
          "A8": 67,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 25,
          "R3": 25,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "University of Zimbabwe",
          "Zimbabwe",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historic university with scientific and professional output; risk audit should include state pressure, resourcing and brain-drain conditions.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia",
        "entity_id": "ACT-UNIV-ZAMBIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ZAMBIA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Zambia"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Zambia",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "University of Zambia",
          "Zambia",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university with health, mining, agriculture and public-sector relevance. Needs output and adoption evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mauritius",
        "entity_id": "ACT-UNIV-MAURITIUS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MAURITIUS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Mauritius"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Mauritius",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 54
        },
        "positive_score": 66,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 19,
          "R2": 19,
          "R3": 19,
          "R4": 19,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mauritius",
          "University of Mauritius",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Small-state university with innovation and policy relevance. Score depends on verified research translation and regional knowledge contribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "development_economics_finance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / Africa",
        "entity_id": "ACT-RESEARCH-VERA-SONGWE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-VERA-SONGWE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "economist",
            "researcher",
            "policy",
            "finance"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "OpenAlex",
              "note": "Open scholarly metadata source for publication and institutional-output verification.",
              "ref": "openalex",
              "url": "https://openalex.org/"
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Vera Songwe"
        },
        "evidence_strength": 64,
        "facets": [
          "economist",
          "researcher",
          "policy",
          "finance"
        ],
        "name": "Vera Songwe",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 64
        },
        "positive_score": 64,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cameroon / Africa",
          "Vera Songwe",
          "development_economics_finance",
          "economist",
          "finance",
          "mixed",
          "policy",
          "researcher"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "openalex",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Economist and policy figure. Useful capability contribution possible, but scoring should audit debt, finance dependence and African ownership outcomes.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "ai_identity_fintech",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire / Ghana",
        "entity_id": "ACT-TECH-CHARLETTE-NGUM",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-CHARLETTE-NGUM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "ai",
            "identity",
            "woman_tech"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Charlette N’Guessan"
        },
        "evidence_strength": 56,
        "facets": [
          "tech_owner",
          "founder",
          "ai",
          "identity",
          "woman_tech"
        ],
        "name": "Charlette N’Guessan",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Charlette N’Guessan",
          "Côte d’Ivoire / Ghana",
          "ai",
          "ai_identity_fintech",
          "contributor",
          "founder",
          "identity",
          "tech_owner",
          "woman_tech"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "AI/identity technology profile. Score provisional pending evidence of African ownership, deployment, privacy and institutional adoption.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "education_technology_ai",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-TECH-RAPELANG-RABANA",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-TECH-RAPELANG-RABANA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "tech_owner",
            "founder",
            "edtech",
            "ai",
            "woman_tech"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Rapelang Rabana"
        },
        "evidence_strength": 56,
        "facets": [
          "tech_owner",
          "founder",
          "edtech",
          "ai",
          "woman_tech"
        ],
        "name": "Rapelang Rabana",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 56
        },
        "positive_score": 67,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Rapelang Rabana",
          "South Africa",
          "ai",
          "contributor",
          "edtech",
          "education_technology_ai",
          "founder",
          "tech_owner",
          "woman_tech"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Technology founder in education/AI space. Needs evidence of scale, local skill transfer, data protection and public benefit.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "private_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-STRATHMORE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-STRATHMORE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Strathmore University"
        },
        "evidence_strength": 47,
        "name": "Strathmore University",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 47
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Strathmore University",
          "Kenya",
          "private_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Private university with tech/business relevance. Assess sovereignty output, openness, affordability, transferability and external dependency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Antigua and Barbuda / Caribbean",
        "entity_id": "ACT-UNIV-UWI-FIVE-ISLANDS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UWI-FIVE-ISLANDS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "UWI Five Islands Campus"
        },
        "evidence_strength": 45,
        "name": "UWI Five Islands Campus",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 45
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "UWI Five Islands Campus",
          "Antigua and Barbuda / Caribbean",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Newer campus. Evaluate climate, small-island resilience and regional capability contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "diaspora_hbcu",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-UNIV-FAMU",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-FAMU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Florida A&M University"
        },
        "evidence_strength": 47,
        "name": "Florida A&M University",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 47
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Florida A&M University",
          "African diaspora / USA",
          "diaspora_hbcu",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "HBCU/diaspora knowledge node. Assess Pan-African linkages, STEM, public health and capability-transfer outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_public_intellectual",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-AUTHOR-WOLE-SOYINKA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-WOLE-SOYINKA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Wole Soyinka"
        },
        "evidence_strength": 58,
        "facets": [
          "author",
          "public_intellectual",
          "literature",
          "Nigeria"
        ],
        "name": "Wole Soyinka",
        "observed_alignment": "human-rights/democratic-public-intellectual",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Wole Soyinka",
          "Nigeria",
          "literature_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Nobel laureate and public intellectual. Score should track literary output, democratic criticism, public education and African cultural capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_colonial_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania / UK",
        "entity_id": "ACT-V66-AUTHOR-ABDULRAZAK-GURNAH",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-ABDULRAZAK-GURNAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Abdulrazak Gurnah"
        },
        "evidence_strength": 58,
        "facets": [
          "author",
          "Nobel",
          "colonial_memory"
        ],
        "name": "Abdulrazak Gurnah",
        "observed_alignment": "anti-colonial-literary-memory",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Abdulrazak Gurnah",
          "Tanzania / UK",
          "literature_colonial_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Nobel laureate whose work addresses colonialism, exile and memory. Sovereign contribution needs educational and institutional uptake evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "malaria_immunology_public_health",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-V66-SCIENTIST-ROSE-LEKE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-ROSE-LEKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rose Leke"
        },
        "evidence_strength": 56,
        "facets": [
          "scientist",
          "malaria",
          "Cameroon"
        ],
        "name": "Rose Leke",
        "observed_alignment": "public-health-science",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 56
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Rose Leke",
          "Cameroon",
          "malaria_immunology_public_health",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Malaria/immunology scientist. Evaluate research, training and public-health sovereignty contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "genomics_public_health",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-SCIENTIST-TULIO-DE-OLIVEIRA",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-TULIO-DE-OLIVEIRA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tulio de Oliveira"
        },
        "evidence_strength": 58,
        "facets": [
          "scientist",
          "genomics",
          "public_health"
        ],
        "name": "Tulio de Oliveira",
        "observed_alignment": "genomics-public-health",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tulio de Oliveira",
          "South Africa",
          "genomics_public_health",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Genomics/public-health scientist. Evaluate pathogen surveillance capability, data governance and regional lab capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "genomics_infectious_disease",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-SCIENTIST-CHRISTIAN-HAPPI",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-CHRISTIAN-HAPPI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Christian Happi"
        },
        "evidence_strength": 56,
        "facets": [
          "scientist",
          "genomics",
          "Nigeria"
        ],
        "name": "Christian Happi",
        "observed_alignment": "genomics-public-health",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 56
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Christian Happi",
          "Nigeria",
          "genomics_infectious_disease",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Genomics and infectious-disease researcher. Evaluate pathogen surveillance, training and African scientific infrastructure.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "drug_discovery",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia / South Africa",
        "entity_id": "ACT-V66-SCIENTIST-KELLY-CHIBALE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-KELLY-CHIBALE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kelly Chibale"
        },
        "evidence_strength": 56,
        "facets": [
          "scientist",
          "drug_discovery",
          "South Africa"
        ],
        "name": "Kelly Chibale",
        "observed_alignment": "science-capability",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 56
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kelly Chibale",
          "Zambia / South Africa",
          "drug_discovery",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Drug-discovery scientist. Evaluate publications, training, patents and African therapeutic-development capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "education_innovation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-V66-TECH-OKENDO-LEWIS-GAYLE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-OKENDO-LEWIS-GAYLE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Okendo Lewis-Gayle"
        },
        "evidence_strength": 46,
        "facets": [
          "education",
          "Caribbean",
          "innovation"
        ],
        "name": "Okendo Lewis-Gayle",
        "observed_alignment": "education-innovation",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 14,
          "R3": 12,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Okendo Lewis-Gayle",
          "Jamaica / Caribbean",
          "education_innovation",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Education/innovation ecosystem figure. Starter Caribbean capability profile requiring source-linked outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "ict_training_policy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-TECH-KOFI-ANNAN-ICT",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-KOFI-ANNAN-ICT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kofi Annan Centre / ICT capability ecosystem"
        },
        "evidence_strength": 46,
        "facets": [
          "ICT",
          "training",
          "Ghana"
        ],
        "name": "Kofi Annan Centre / ICT capability ecosystem",
        "observed_alignment": "ICT-capability",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kofi Annan Centre / ICT capability ecosystem",
          "Ghana",
          "ict_training_policy",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "ICT training/policy ecosystem reference. Evaluate local digital skills and public-sector capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "ai_audit_cognitive_science",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / diaspora",
        "entity_id": "ACT-V66-TECH-ABEBA-BIRHANE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-ABEBA-BIRHANE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Abeba Birhane"
        },
        "evidence_strength": 58,
        "facets": [
          "AI",
          "audit",
          "cognitive_science"
        ],
        "name": "Abeba Birhane",
        "observed_alignment": "AI-accountability",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Abeba Birhane",
          "Ethiopia / diaspora",
          "ai_audit_cognitive_science",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "AI audit and cognitive science researcher. Evaluate public-interest AI accountability and power-analysis impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "caribbean_poetics_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados / Caribbean",
        "entity_id": "ACT-V66-CULTURE-KAMAU-BRATHWAITE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-KAMAU-BRATHWAITE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kamau Brathwaite"
        },
        "evidence_strength": 58,
        "facets": [
          "poet",
          "Caribbean",
          "nation_language"
        ],
        "name": "Kamau Brathwaite",
        "observed_alignment": "Caribbean-cultural-sovereignty",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 58
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kamau Brathwaite",
          "Barbados / Caribbean",
          "caribbean_poetics_history",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Caribbean poet/historian central to nation language and memory. Evaluate cultural-sovereignty impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "anti_apartheid_moral_leadership",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-RELIGION-ALBERT-LUTHULI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-ALBERT-LUTHULI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Albert Luthuli"
        },
        "evidence_strength": 58,
        "facets": [
          "anti_apartheid",
          "leadership",
          "South Africa"
        ],
        "name": "Albert Luthuli",
        "observed_alignment": "anti-apartheid-moral-leadership",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 58
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Albert Luthuli",
          "South Africa",
          "anti_apartheid_moral_leadership",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Anti-apartheid leader and Nobel Peace laureate. Evaluate civic, moral and liberation contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "black_history_public_education",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-LERONE-BENNETT",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-LERONE-BENNETT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Lerone Bennett Jr."
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 62,
        "name": "Lerone Bennett Jr.",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 62
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Lerone Bennett Jr.",
          "United States / diaspora",
          "black_history_public_education",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and public educator. Evaluate Black history dissemination and public memory impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "afrocentric_epistemology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-JACOB-CARRUTHERS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-JACOB-CARRUTHERS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jacob H. Carruthers"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Jacob H. Carruthers",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Jacob H. Carruthers",
          "United States / diaspora",
          "afrocentric_epistemology",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Scholar of African-centered thought. Evaluate epistemology, classical African studies and curriculum impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "black_psychology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-NAIM-AKBAR",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-NAIM-AKBAR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Na'im Akbar"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 60,
        "name": "Na'im Akbar",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 60
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Na'im Akbar",
          "United States / diaspora",
          "black_psychology",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black psychologist. Evaluate mental health, education and African-centered psychology contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "anti_colonial_black_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-GERALD-HORNE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-GERALD-HORNE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Gerald Horne"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 62,
        "name": "Gerald Horne",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 62
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Gerald Horne",
          "United States / diaspora",
          "anti_colonial_black_history",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian of Black internationalism, empire and anti-colonial struggle. Strong source candidate for PASO bibliography.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 7,
        "category": "cybersecurity",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-V67-SPEC-CYBER-RESPONSE-AFRICA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-V67-SPEC-CYBER-RESPONSE-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African cyber incident response and CERT capability cluster"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 42,
        "name": "African cyber incident response and CERT capability cluster",
        "positive_components": {
          "A1": 72,
          "A10": 78,
          "A2": 70,
          "A3": 65,
          "A4": 68,
          "A5": 68,
          "A6": 68,
          "A7": 60,
          "A8": 60,
          "A9": 42
        },
        "positive_score": 67,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "contributor",
          "label": "Contributeur utile"
        },
        "score": 55,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African cyber incident response and CERT capability cluster",
          "Pan-African",
          "cybersecurity",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Track national CERTs, cyber ranges, incident-response training, malware analysis, digital forensics and sovereign key custody.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-AUTHOR-THEOPHILE-OBENGA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-THEOPHILE-OBENGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Théophile Obenga"
        },
        "evidence_strength": 54,
        "name": "Théophile Obenga",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 54
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Théophile Obenga",
          "Congo-Brazzaville",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Théophile Obenga. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-AUTHOR-LEOPOLD-SEDAR-SENGHOR",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-LEOPOLD-SEDAR-SENGHOR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Léopold Sédar Senghor"
        },
        "evidence_strength": 58,
        "name": "Léopold Sédar Senghor",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Léopold Sédar Senghor",
          "Sénégal",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Léopold Sédar Senghor. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-AUTHOR-TSITSI-DANGAREMBGA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-TSITSI-DANGAREMBGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tsitsi Dangarembga"
        },
        "evidence_strength": 58,
        "name": "Tsitsi Dangarembga",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tsitsi Dangarembga",
          "Zimbabwe",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Tsitsi Dangarembga. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Namibia",
        "entity_id": "ACT-UNIV-NAMIBIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NAMIBIA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Namibia"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Namibia",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 54
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Namibia",
          "University of Namibia",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university infrastructure. Score provisional until linked to research, training, policy and public-capability outcomes.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-UNIV-YAOUNDE-I",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-YAOUNDE-I",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Yaoundé I"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Yaoundé I",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 54
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cameroon",
          "University of Yaoundé I",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Large Cameroonian university with science and humanities capacity. Needs stronger public evidence mapping.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-UNIV-KINSHASA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KINSHASA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Kinshasa"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Kinshasa",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 54
        },
        "positive_score": 66,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "RDC",
          "University of Kinshasa",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major DRC university with large human-capital role. Sovereign score is capped until output, governance, funding and public-impact evidence are linked.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-UNIV-JOSEPH-KI-ZERBO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-JOSEPH-KI-ZERBO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université Joseph Ki-Zerbo"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université Joseph Ki-Zerbo",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 54
        },
        "positive_score": 66,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Burkina Faso",
          "Université Joseph Ki-Zerbo",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Strategic Sahel university. Score must verify research, civic capacity, security-context resilience and sovereign knowledge output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-UNIV-GASTON-BERGER",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-GASTON-BERGER",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université Gaston Berger"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université Gaston Berger",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 54
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Sénégal",
          "Université Gaston Berger",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Important Senegalese university. Score rises with verified research, innovation and national-capability outputs.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tunisia",
        "entity_id": "ACT-UNIV-CARTHAGE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CARTHAGE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Carthage"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Carthage",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 54
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Tunisia",
          "University of Carthage",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Tunisian university with engineering and scientific relevance. Provisional pending source-linked public impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Algeria",
        "entity_id": "ACT-UNIV-ALGIERS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ALGIERS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Algiers"
        },
        "evidence_strength": 54,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Algiers",
        "positive_components": {
          "A1": 66,
          "A10": 61,
          "A2": 74,
          "A3": 66,
          "A4": 61,
          "A5": 66,
          "A6": 81,
          "A7": 66,
          "A8": 66,
          "A9": 54
        },
        "positive_score": 66,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Algeria",
          "University of Algiers",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historic North African university. Requires evidence of research translation, language sovereignty and public-capability output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "science_policy_network",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African Union",
        "entity_id": "ACT-UNIV-ASRIC",
        "entity_type": "research_network",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ASRIC",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "ASRIC / African Scientific Research and Innovation Council"
        },
        "evidence_strength": 45,
        "name": "ASRIC / African Scientific Research and Innovation Council",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 45
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "ASRIC / African Scientific Research and Innovation Council",
          "African Union",
          "science_policy_network",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Continental science-policy body. Score improves with visible outputs, funding autonomy and actionable research infrastructure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "public_intellectual",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-ANGELA-DAVIS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-ANGELA-DAVIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Angela Davis"
        },
        "evidence_strength": 56,
        "name": "Angela Davis",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 56
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Angela Davis",
          "African diaspora / USA",
          "public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Public intellectual; evaluate prison, anti-racism and liberation contributions through published works and actions.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "sociologist_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-PATRICIA-HILL-COLLINS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-PATRICIA-HILL-COLLINS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patricia Hill Collins"
        },
        "evidence_strength": 56,
        "name": "Patricia Hill Collins",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 56
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patricia Hill Collins",
          "African diaspora / USA",
          "sociologist_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Black feminist sociology; relevant to family, power, standpoint and institutional analysis.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "literature_oral_epistemology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-V66-AUTHOR-OKOT-PBITEK",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-OKOT-PBITEK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Okot p'Bitek"
        },
        "evidence_strength": 55,
        "facets": [
          "author",
          "poet",
          "oral_tradition"
        ],
        "name": "Okot p'Bitek",
        "observed_alignment": "African-cultural-epistemology",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 55
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Okot p'Bitek",
          "Uganda",
          "literature_oral_epistemology",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Poet and scholar relevant to oral tradition, culture and African epistemology. Strong candidate for source-linked cultural-sovereignty profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "african_centered_psychology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-WADE-NOBLES",
        "entity_type": "psychologist",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-WADE-NOBLES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Wade Nobles"
        },
        "evidence_strength": 56,
        "facets": [
          "psychology",
          "African_centered",
          "diaspora"
        ],
        "name": "Wade Nobles",
        "observed_alignment": "african-centered-psychology",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 56
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Wade Nobles",
          "United States / diaspora",
          "african_centered_psychology",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African-centered psychologist. Assess clinical, educational and community impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "liberation_culture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-V66-CULTURE-PETER-TOSH",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-PETER-TOSH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Peter Tosh"
        },
        "evidence_strength": 56,
        "facets": [
          "artist",
          "Caribbean",
          "rights"
        ],
        "name": "Peter Tosh",
        "observed_alignment": "liberation-culture",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 56
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Peter Tosh",
          "Jamaica / Caribbean",
          "liberation_culture",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Reggae artist and liberation voice. Evaluate public memory, rights, anti-colonial discourse and cultural impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "black_diaspora_literature",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-LORRAINE-HANSBERRY",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-LORRAINE-HANSBERRY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Lorraine Hansberry"
        },
        "evidence_strength": 56,
        "facets": [
          "author",
          "diaspora",
          "theatre"
        ],
        "name": "Lorraine Hansberry",
        "observed_alignment": "diaspora-literary-rights",
        "positive_components": {
          "A1": 70,
          "A10": 49,
          "A2": 82,
          "A3": 74,
          "A4": 64,
          "A5": 64,
          "A6": 84,
          "A7": 64,
          "A8": 74,
          "A9": 56
        },
        "positive_score": 68,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Lorraine Hansberry",
          "United States / diaspora",
          "black_diaspora_literature",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black diaspora playwright and public intellectual. Relevant to rights, culture and global African memory.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "afrocentricity",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-MOLEFI-ASANTE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-MOLEFI-ASANTE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Molefi Kete Asante"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 62,
        "name": "Molefi Kete Asante",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 62
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 54,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Molefi Kete Asante",
          "United States / diaspora",
          "afrocentricity",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Afrocentricity scholar. Evaluate epistemic reframing, institutional output, debate and source-linked impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-AUTHOR-FEMI-KUTI",
        "entity_type": "influencer",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-FEMI-KUTI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Femi Kuti"
        },
        "evidence_strength": 62,
        "name": "Femi Kuti",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 62
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Femi Kuti",
          "Nigeria",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Femi Kuti. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-CURRENT-STUDENT-UNIONS-AFRICA",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-STUDENT-UNIONS-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African student unions / sovereign pressure networks"
        },
        "evidence_strength": 40,
        "name": "African student unions / sovereign pressure networks",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 40
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African student unions / sovereign pressure networks",
          "Afrique",
          "current_political_civic_patterns",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for African student unions / sovereign pressure networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-CURRENT-LABOR-UNIONS-AFRICA",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-LABOR-UNIONS-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African labor unions / production and protection networks"
        },
        "evidence_strength": 40,
        "name": "African labor unions / production and protection networks",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 40
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African labor unions / production and protection networks",
          "Afrique",
          "current_political_civic_patterns",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for African labor unions / production and protection networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "payment_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-ACTIVE-NGOZI-FINTECH-NETWORKS",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NGOZI-FINTECH-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African fintech payment sovereignty networks"
        },
        "evidence_strength": 50,
        "name": "African fintech payment sovereignty networks",
        "positive_components": {
          "A1": 66,
          "A10": 72,
          "A2": 64,
          "A3": 59,
          "A4": 62,
          "A5": 62,
          "A6": 62,
          "A7": 54,
          "A8": 54,
          "A9": 50
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 14,
          "R3": 12,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African fintech payment sovereignty networks",
          "Africa",
          "payment_sovereignty",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Network entity for African payment rails; assess local control versus foreign rails dependency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-UNIV-ASHESI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ASHESI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Ashesi University"
        },
        "evidence_strength": 58,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Ashesi University",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Ashesi University",
          "Ghana",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Private liberal-arts/engineering institution with leadership and tech orientation. Sovereignty score must audit ownership, affordability, local retention and external-dependency risks.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-UNIV-LUBUMBASHI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-LUBUMBASHI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Lubumbashi"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Lubumbashi",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 52
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "RDC",
          "University of Lubumbashi",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Strategic university near mining and industrial zones. Needs evidence of mineral governance, engineering, public-health and local capability output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Benin",
        "entity_id": "ACT-UNIV-ABOMEY-CALAVI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ABOMEY-CALAVI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Abomey-Calavi"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Abomey-Calavi",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 52
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Benin",
          "University of Abomey-Calavi",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Beninese public university. Requires evidence of research translation, local-language/cultural output and public-sector contribution.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-UNIV-FELIX-HOUPHOUET-BOIGNY",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-FELIX-HOUPHOUET-BOIGNY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université Félix Houphouët-Boigny"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université Félix Houphouët-Boigny",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 52
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Côte d’Ivoire",
          "Université Félix Houphouët-Boigny",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Major Ivorian university. Score provisional pending source-linked output and public-interest impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "continental_economic_integration",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania / Africa",
        "entity_id": "ACT-SCIENCE-ELSIE-KANZA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-SCIENCE-ELSIE-KANZA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "public_personality",
            "economics",
            "continental_integration",
            "policy"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Elsie Kanza"
        },
        "evidence_strength": 58,
        "facets": [
          "public_personality",
          "economics",
          "continental_integration",
          "policy"
        ],
        "name": "Elsie Kanza",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Elsie Kanza",
          "Tanzania / Africa",
          "continental_economic_integration",
          "continental_integration",
          "economics",
          "mixed",
          "policy",
          "public_personality"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Continental economic-integration figure. Score depends on measurable African capability, trade/institution outcomes and dependency-risk audit.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "diaspora_hbcu",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-UNIV-MOREHOUSE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MOREHOUSE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Morehouse College"
        },
        "evidence_strength": 45,
        "name": "Morehouse College",
        "positive_components": {
          "A1": 68,
          "A10": 74,
          "A2": 66,
          "A3": 61,
          "A4": 64,
          "A5": 64,
          "A6": 64,
          "A7": 56,
          "A8": 56,
          "A9": 45
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Morehouse College",
          "African diaspora / USA",
          "diaspora_hbcu",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Diaspora leadership and intellectual node. Requires evidence of concrete African/Caribbean capability transfer.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "diaspora_hbcu",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-UNIV-SPELMAN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SPELMAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Spelman College"
        },
        "evidence_strength": 45,
        "name": "Spelman College",
        "positive_components": {
          "A1": 68,
          "A10": 74,
          "A2": 66,
          "A3": 61,
          "A4": 64,
          "A5": 64,
          "A6": 64,
          "A7": 56,
          "A8": 56,
          "A9": 45
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Spelman College",
          "African diaspora / USA",
          "diaspora_hbcu",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Diaspora women's education node. Assess public health, gender justice, Pan-African linkage and knowledge sovereignty outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "historian_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United Kingdom / Africa-focused",
        "entity_id": "ACT-AUTHOR-BASIL-DAVIDSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BASIL-DAVIDSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Basil Davidson"
        },
        "evidence_strength": 58,
        "name": "Basil Davidson",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Basil Davidson",
          "United Kingdom / Africa-focused",
          "historian_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Historian/journalist whose anti-colonial African history work can support public education; assess with source-specific care.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "geographer_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-RUTH-WILSON-GILMORE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-RUTH-WILSON-GILMORE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ruth Wilson Gilmore"
        },
        "evidence_strength": 55,
        "name": "Ruth Wilson Gilmore",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 55
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ruth Wilson Gilmore",
          "African diaspora / USA",
          "geographer_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Scholar of carceral geography and state violence; relevant to protection, abolition and public-institution analysis.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "public_intellectual",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-BELL-HOOKS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-BELL-HOOKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "bell hooks"
        },
        "evidence_strength": 55,
        "name": "bell hooks",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 55
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "bell hooks",
          "African diaspora / USA",
          "public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Education, love, domination and liberation theory; relevant to cultural healing and family-field analysis.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "tech_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-TECH-KIGALI-INNOVATION",
        "entity_type": "tech_cluster",
        "evidence_profile": {
          "actor_id": "ACT-TECH-KIGALI-INNOVATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kigali innovation ecosystem"
        },
        "evidence_strength": 45,
        "name": "Kigali innovation ecosystem",
        "positive_components": {
          "A1": 69,
          "A10": 75,
          "A2": 67,
          "A3": 62,
          "A4": 65,
          "A5": 65,
          "A6": 65,
          "A7": 57,
          "A8": 57,
          "A9": 45
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kigali innovation ecosystem",
          "Rwanda",
          "tech_ecosystem",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Tech/policy ecosystem profile; needs strong evidence on sovereignty, open capability and external dependency.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "algorithms_justice",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / diaspora",
        "entity_id": "ACT-V66-TECH-REDIET-ABEBE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-REDIET-ABEBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rediet Abebe"
        },
        "evidence_strength": 56,
        "facets": [
          "AI",
          "algorithms",
          "justice"
        ],
        "name": "Rediet Abebe",
        "observed_alignment": "AI-public-interest",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Rediet Abebe",
          "Ethiopia / diaspora",
          "algorithms_justice",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Computer scientist working on algorithms and social justice. Evaluate policy/education/tool impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "black_feminist_sociology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-PATRICIA-HILL-COLLINS",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-PATRICIA-HILL-COLLINS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patricia Hill Collins"
        },
        "evidence_strength": 56,
        "facets": [
          "sociology",
          "feminist",
          "diaspora"
        ],
        "name": "Patricia Hill Collins",
        "observed_alignment": "black-feminist-sociology",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patricia Hill Collins",
          "United States / diaspora",
          "black_feminist_sociology",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Sociologist of Black feminist thought. Evaluate theory, education and public framework utility.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "critical_race_intersectionality",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-KIMBERLE-CRENSHAW",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-KIMBERLE-CRENSHAW",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kimberlé Crenshaw"
        },
        "evidence_strength": 56,
        "facets": [
          "law",
          "intersectionality",
          "diaspora"
        ],
        "name": "Kimberlé Crenshaw",
        "observed_alignment": "critical-legal-theory",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kimberlé Crenshaw",
          "United States / diaspora",
          "critical_race_intersectionality",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Legal scholar known for intersectionality. Evaluate conceptual utility, rights impact and policy translation.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "history_reparations",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-V66-CULTURE-VERENE-SHEPHERD",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-VERENE-SHEPHERD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Verene Shepherd"
        },
        "evidence_strength": 56,
        "facets": [
          "historian",
          "reparations",
          "Caribbean"
        ],
        "name": "Verene Shepherd",
        "observed_alignment": "reparations-history",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Verene Shepherd",
          "Jamaica / Caribbean",
          "history_reparations",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian and reparations scholar. Evaluate CARICOM/reparatory justice contribution and public education.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "language_culture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica",
        "entity_id": "ACT-V66-CULTURE-LOUISE-BENNETT",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-LOUISE-BENNETT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Louise Bennett-Coverley"
        },
        "evidence_strength": 56,
        "facets": [
          "language",
          "Jamaica",
          "culture"
        ],
        "name": "Louise Bennett-Coverley",
        "observed_alignment": "language-cultural-sovereignty",
        "positive_components": {
          "A1": 68,
          "A10": 47,
          "A2": 80,
          "A3": 72,
          "A4": 62,
          "A5": 62,
          "A6": 82,
          "A7": 62,
          "A8": 72,
          "A9": 56
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 12,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Louise Bennett-Coverley",
          "Jamaica",
          "language_culture",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Cultural figure central to Jamaican language/culture validation. Evaluate language sovereignty and public education.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "faith_rights_reconciliation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-RELIGION-DESMOND-TUTU",
        "entity_type": "religious_institution",
        "evidence_profile": {
          "actor_id": "ACT-V66-RELIGION-DESMOND-TUTU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Desmond Tutu"
        },
        "evidence_strength": 58,
        "facets": [
          "faith",
          "rights",
          "South Africa"
        ],
        "name": "Desmond Tutu",
        "observed_alignment": "faith-rights",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Desmond Tutu",
          "South Africa",
          "faith_rights_reconciliation",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Religious/public leader in anti-apartheid and rights discourse. Evaluate moral authority, reconciliation and justice limits.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "african_centered_cultural_theory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-MARIMBA-ANI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-MARIMBA-ANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Marimba Ani"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Marimba Ani",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Marimba Ani",
          "United States / diaspora",
          "african_centered_cultural_theory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African-centered cultural theorist. Evaluate conceptual utility, evidence, critique of European cultural patterns and educational impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 7,
        "category": "energy_transition",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-V67-SPEC-ENERGY-AFRICA",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-V67-SPEC-ENERGY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African productive energy sovereignty cluster"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 42,
        "name": "African productive energy sovereignty cluster",
        "positive_components": {
          "A1": 70,
          "A10": 76,
          "A2": 68,
          "A3": 63,
          "A4": 66,
          "A5": 66,
          "A6": 66,
          "A7": 58,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 53,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African productive energy sovereignty cluster",
          "Pan-African",
          "energy_transition",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Track local generation, maintenance, grid stability, productive power, storage and industrial tariffs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-FOUND-JERRY-RAWLINGS",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-JERRY-RAWLINGS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jerry Rawlings"
        },
        "evidence_strength": 58,
        "name": "Jerry Rawlings",
        "positive_components": {
          "A1": 68,
          "A10": 47,
          "A2": 80,
          "A3": 72,
          "A4": 62,
          "A5": 62,
          "A6": 82,
          "A7": 62,
          "A8": 72,
          "A9": 58
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 35,
          "R2": 10,
          "R3": 12,
          "R4": 35,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Jerry Rawlings",
          "Ghana",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Jerry Rawlings. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-017",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-017",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 017 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 017 — industrial maintenance",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 52
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 017 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Malawi",
        "entity_id": "ACT-UNIV-MALAWI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MALAWI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Malawi"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Malawi",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 52
        },
        "positive_score": 64,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Malawi",
          "University of Malawi",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National knowledge infrastructure with education and public-policy relevance. Provisional score pending source-linked output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Algeria",
        "entity_id": "ACT-UNIV-TLEMCEN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-TLEMCEN",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Tlemcen"
        },
        "evidence_strength": 50,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Tlemcen",
        "positive_components": {
          "A1": 64,
          "A10": 59,
          "A2": 72,
          "A3": 64,
          "A4": 59,
          "A5": 64,
          "A6": 79,
          "A7": 64,
          "A8": 64,
          "A9": 50
        },
        "positive_score": 64,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Algeria",
          "University of Tlemcen",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Regional Algerian university. Score provisional pending documented output.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan",
        "entity_id": "ACT-UNIV-KHARTOUM",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KHARTOUM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Khartoum"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Khartoum",
        "positive_components": {
          "A1": 65,
          "A10": 60,
          "A2": 73,
          "A3": 65,
          "A4": 60,
          "A5": 65,
          "A6": 80,
          "A7": 65,
          "A8": 65,
          "A9": 52
        },
        "positive_score": 65,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Sudan",
          "University of Khartoum",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historic university in a severe conflict context. Sovereign capacity is important but public scoring must account for institutional disruption and safety.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / African diaspora",
        "entity_id": "ACT-UNIV-MORGAN-STATE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MORGAN-STATE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Morgan State University"
        },
        "evidence_strength": 52,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Morgan State University",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 52
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Morgan State University",
          "United States / African diaspora",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "HBCU with research and Black public-interest relevance. Seed score requires direct Africa/Caribbean sovereign-output evidence for higher ranking.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "african_researcher",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Diaspora",
        "entity_id": "ACT-RESEARCH-OYERONKE-OYEWUMI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-OYERONKE-OYEWUMI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Oyèrónkẹ́ Oyěwùmí"
        },
        "evidence_strength": 52,
        "facets": [
          "researcher",
          "author",
          "gender",
          "epistemic_sovereignty"
        ],
        "name": "Oyèrónkẹ́ Oyěwùmí",
        "positive_components": {
          "A1": 66,
          "A10": 64,
          "A2": 66,
          "A3": 58,
          "A4": 60,
          "A5": 62,
          "A6": 66,
          "A7": 56,
          "A8": 61,
          "A9": 52
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar whose work challenges imported gender categories in African studies. Strong epistemic relevance; needs evidence profile.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "digital_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Africa",
        "entity_id": "ACT-SCI-GBENGA-ADEBAYO",
        "entity_type": "tech_policy_actor",
        "evidence_profile": {
          "actor_id": "ACT-SCI-GBENGA-ADEBAYO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Gbenga Adebayo / African telecom policy actors"
        },
        "evidence_strength": 42,
        "name": "Gbenga Adebayo / African telecom policy actors",
        "positive_components": {
          "A1": 68,
          "A10": 74,
          "A2": 66,
          "A3": 61,
          "A4": 64,
          "A5": 64,
          "A6": 64,
          "A7": 56,
          "A8": 56,
          "A9": 42
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Gbenga Adebayo / African telecom policy actors",
          "Nigeria / Africa",
          "digital_infrastructure",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter sector actor profile for telecom policy and infrastructure; needs specific source anchors.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "literature_public_discourse",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / diaspora",
        "entity_id": "ACT-V66-AUTHOR-CHIMAMANDA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-CHIMAMANDA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chimamanda Ngozi Adichie"
        },
        "evidence_strength": 56,
        "facets": [
          "author",
          "public_speaker",
          "diaspora"
        ],
        "name": "Chimamanda Ngozi Adichie",
        "observed_alignment": "global-literary-feminist-public-discourse",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Chimamanda Ngozi Adichie",
          "Nigeria / diaspora",
          "literature_public_discourse",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer and public speaker with global reach. Evidence review should separate literary contribution, public education and controversy from measurable institutional capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_anti_apartheid",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-AUTHOR-NADINE-GORDIMER",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-NADINE-GORDIMER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nadine Gordimer"
        },
        "evidence_strength": 58,
        "facets": [
          "author",
          "anti_apartheid",
          "South Africa"
        ],
        "name": "Nadine Gordimer",
        "observed_alignment": "anti-apartheid-literary",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nadine Gordimer",
          "South Africa",
          "literature_anti_apartheid",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Anti-apartheid literary figure. Profile should distinguish cultural contribution from broader institutional sovereignty output.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 5,
        "category": "anti_apartheid_literature",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-AUTHOR-ALEX-LA-GUMA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-ALEX-LA-GUMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Alex La Guma"
        },
        "evidence_strength": 54,
        "facets": [
          "author",
          "anti_apartheid",
          "South Africa"
        ],
        "name": "Alex La Guma",
        "observed_alignment": "anti-apartheid-literary",
        "positive_components": {
          "A1": 68,
          "A10": 47,
          "A2": 80,
          "A3": 72,
          "A4": 62,
          "A5": 62,
          "A6": 82,
          "A7": 62,
          "A8": 72,
          "A9": 54
        },
        "positive_score": 66,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 10,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Alex La Guma",
          "South Africa",
          "anti_apartheid_literature",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Anti-apartheid writer and activist. Evaluate political-literary contribution and institutional memory.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "liberation_support_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia",
        "entity_id": "ACT-V66-INTELLECTUAL-KENNETH-KAUNDA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-KENNETH-KAUNDA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kenneth Kaunda"
        },
        "evidence_strength": 56,
        "facets": [
          "statecraft",
          "Zambia",
          "liberation_support"
        ],
        "name": "Kenneth Kaunda",
        "observed_alignment": "liberation-support-statecraft",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kenneth Kaunda",
          "Zambia",
          "liberation_support_statecraft",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Zambian statesman relevant to liberation support and regional diplomacy. Source-linked state-capability evidence needed.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "afrocentric_theory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-MOLEFI-ASANTE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-MOLEFI-ASANTE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Molefi Kete Asante"
        },
        "evidence_strength": 54,
        "facets": [
          "Afrocentricity",
          "diaspora",
          "scholar"
        ],
        "name": "Molefi Kete Asante",
        "observed_alignment": "afrocentric-scholarship",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Molefi Kete Asante",
          "United States / diaspora",
          "afrocentric_theory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Afrocentric scholar. Evaluate institutional, curriculum and diaspora-knowledge contributions through publications and programs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "african_centered_psychology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-NAIM-AKBAR",
        "entity_type": "psychologist",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-NAIM-AKBAR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Na'im Akbar"
        },
        "evidence_strength": 54,
        "facets": [
          "psychology",
          "diaspora",
          "African_centered"
        ],
        "name": "Na'im Akbar",
        "observed_alignment": "african-centered-psychology",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Na'im Akbar",
          "United States / diaspora",
          "african_centered_psychology",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African-centered psychologist. Source-linked profile should track publications, clinical/community education and impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "abolition_geography",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-RUTH-WILSON-GILMORE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-RUTH-WILSON-GILMORE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ruth Wilson Gilmore"
        },
        "evidence_strength": 54,
        "facets": [
          "abolition",
          "geography",
          "diaspora"
        ],
        "name": "Ruth Wilson Gilmore",
        "observed_alignment": "abolition-geography",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ruth Wilson Gilmore",
          "United States / diaspora",
          "abolition_geography",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Scholar of abolition geography. Useful for carceral-state and land/power analysis.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_technology_builder",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cuba diaspora",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-029",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-029",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 029"
        },
        "evidence_strength": 41,
        "facets": [
          "regional_slot",
          "Cuba diaspora",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 029",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 69,
          "A10": 75,
          "A2": 67,
          "A3": 62,
          "A4": 65,
          "A5": 65,
          "A6": 65,
          "A7": 57,
          "A8": 57,
          "A9": 41
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 23,
          "R2": 14,
          "R3": 12,
          "R4": 23,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 029",
          "Cuba diaspora",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Cuba diaspora: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "black_feminist_movement_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-BARBARARANSBY",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-BARBARARANSBY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Barbara Ransby"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Barbara Ransby",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Barbara Ransby",
          "United States / diaspora",
          "black_feminist_movement_history",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian of Black feminist movements and organizing. Evaluate movement-building, biography and public scholarship.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 5,
        "category": "nanotech_cancer",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-HADIYAGREEN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-HADIYAGREEN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Hadiyah-Nicole Green"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Hadiyah-Nicole Green",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 52,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Hadiyah-Nicole Green",
          "United States / diaspora",
          "nanotech_cancer",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Physicist/researcher associated with laser/nanotech cancer treatment research. Relevant to nanotech and health sovereignty mapping.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "tech_business_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe / Afrique",
        "entity_id": "ACT-BUSINESS-STRIVE-MASIYIWA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-STRIVE-MASIYIWA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score utile à la capacité tech/business, mais pas maximal car la souveraineté de données, infrastructures et chaînes de propriété doit être examinée dossier par dossier.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Strive Masiyiwa / Econet ecosystem"
        },
        "evidence_strength": 70,
        "name": "Strive Masiyiwa / Econet ecosystem",
        "positive_components": {
          "A1": 78,
          "A2": 66,
          "A3": 72,
          "A4": 74,
          "A5": 72,
          "A6": 54,
          "A7": 64,
          "A8": 76,
          "A9": 70
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 24,
          "R3": 14,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Score utile à la capacité tech/business, mais pas maximal car la souveraineté de données, infrastructures et chaînes de propriété doit être examinée dossier par dossier.",
        "search_keywords": [
          "Strive Masiyiwa",
          "Econet",
          "Zimbabwe",
          "télécoms",
          "tech",
          "business"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Profil business/tech: télécoms, entrepreneuriat, philanthropie, réseaux et compétences numériques africaines; souveraineté dépend de propriété, données, infrastructures et transfert réel.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-AUTHOR-NGUGI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-NGUGI",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "author",
            "researcher",
            "literature",
            "language_sovereignty",
            "decolonial",
            "african_languages"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Very high doctrinal output for linguistic sovereignty; material institutional output should be scored separately from intellectual legacy.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Ngũgĩ wa Thiong’o obituary/context",
              "note": "Summarizes his role in African literature and indigenous language advocacy.",
              "ref": "ngugi_obit",
              "url": "https://www.theguardian.com/books/2025/may/28/a-life-in-quotes-ngugi-wa-thiongo"
            }
          ],
          "title": "Ngũgĩ wa Thiong’o"
        },
        "evidence_strength": 50,
        "name": "Ngũgĩ wa Thiong’o",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 50
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ngũgĩ wa Thiong’o",
          "Kenya",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ngũgĩ wa Thiong’o. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "authors_literature_art_media",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Martinique / Afrique",
        "entity_id": "ACT-AUTHOR-AIME-CESAIRE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-AIME-CESAIRE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Aimé Césaire"
        },
        "evidence_strength": 54,
        "name": "Aimé Césaire",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Aimé Césaire",
          "Martinique / Afrique",
          "authors_literature_art_media",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Aimé Césaire. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 27,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-BIZ-ASHIFI-GOGO",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-ASHIFI-GOGO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ashifi Gogo / product authentication tech"
        },
        "evidence_strength": 66,
        "name": "Ashifi Gogo / product authentication tech",
        "positive_components": {
          "A1": 77,
          "A10": 59,
          "A2": 67,
          "A3": 63,
          "A4": 75,
          "A5": 67,
          "A6": 49,
          "A7": 57,
          "A8": 67,
          "A9": 66
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 52,
          "R2": 42,
          "R3": 42,
          "R4": 54,
          "R5": 38,
          "R8": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ashifi Gogo / product authentication tech",
          "Ghana",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ashifi Gogo / product authentication tech. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-016",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-016",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 016 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 016 — education/pedagogy",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 51
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 016 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-035",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-035",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 035 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 035 — energy/infrastructure",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 50
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 035 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "authors_literature_art",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / Afrique",
        "entity_id": "ACT-ACTIVE-ACHILLE-MBEMBE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-ACHILLE-MBEMBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Achille Mbembe"
        },
        "evidence_strength": 72,
        "name": "Achille Mbembe",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 72
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Achille Mbembe",
          "Cameroun / Afrique",
          "authors_literature_art",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "High intellectual visibility; sovereign usefulness depends on operational adoption, not citation prestige.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Madagascar",
        "entity_id": "ACT-UNIV-ANTANANARIVO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ANTANANARIVO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Antananarivo"
        },
        "evidence_strength": 50,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Antananarivo",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 50
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Madagascar",
          "University of Antananarivo",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Historic Malagasy university. Score provisional until research output, language/culture and public-service evidence are linked.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-UNIV-DOUALA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-DOUALA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Douala"
        },
        "evidence_strength": 50,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Douala",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 50
        },
        "positive_score": 63,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Cameroon",
          "University of Douala",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Urban/professional university profile. Score provisional pending verified outputs in industry, law, economy and public-interest research.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "financial_technology_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / East Africa",
        "entity_id": "ACT-TECH-MPESA-ECOSYSTEM",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-TECH-MPESA-ECOSYSTEM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "M-Pesa / mobile money capability ecosystem"
        },
        "evidence_strength": 54,
        "facets": [
          "fintech",
          "infrastructure",
          "east_africa",
          "dependency_review"
        ],
        "name": "M-Pesa / mobile money capability ecosystem",
        "positive_components": {
          "A1": 68,
          "A10": 66,
          "A2": 68,
          "A3": 60,
          "A4": 62,
          "A5": 64,
          "A6": 68,
          "A7": 58,
          "A8": 63,
          "A9": 54
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 22,
          "R4": 21,
          "R5": 20,
          "R9": 24
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Mobile-money capability ecosystem. Score must distinguish public financial inclusion from corporate/data dependency.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "african_centered_critique",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-MARIMBA-ANI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-MARIMBA-ANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Marimba Ani"
        },
        "evidence_strength": 54,
        "facets": [
          "African_centered",
          "diaspora",
          "theory"
        ],
        "name": "Marimba Ani",
        "observed_alignment": "african-centered-critical",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Marimba Ani",
          "United States / diaspora",
          "african_centered_critique",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African-centered theorist. Profile requires source-linked review of concepts, impact and scholarly debate.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_technology_builder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-009",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-009",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 009"
        },
        "evidence_strength": 39,
        "facets": [
          "regional_slot",
          "Mali",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 009",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 69,
          "A10": 75,
          "A2": 67,
          "A3": 62,
          "A4": 65,
          "A5": 65,
          "A6": 65,
          "A7": 57,
          "A8": 57,
          "A9": 39
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 27,
          "R2": 14,
          "R3": 12,
          "R4": 27,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 009",
          "Mali",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Mali: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-015",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-015",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 015"
        },
        "evidence_strength": 45,
        "facets": [
          "regional_slot",
          "Rwanda",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 015",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 45
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 14,
          "R3": 12,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 015",
          "Rwanda",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Rwanda: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Gabon",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-035",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-035",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 035"
        },
        "evidence_strength": 47,
        "facets": [
          "regional_slot",
          "Gabon",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 035",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 47
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 29,
          "R2": 14,
          "R3": 12,
          "R4": 29,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 035",
          "Gabon",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Gabon: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "decolonial_studies",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African / diaspora",
        "entity_id": "ACT-V67-SPEC-DECOLONIAL-AFRICANA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-V67-SPEC-DECOLONIAL-AFRICANA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Decolonial/Africana studies capability cluster"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 50,
        "name": "Decolonial/Africana studies capability cluster",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 50
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 51,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Decolonial/Africana studies capability cluster",
          "Pan-African / diaspora",
          "decolonial_studies",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Track African-centered theory, curricula, archives, reparations, Black studies and public education outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "present_leadership_sovereign_recovery",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-LEADER-ASSIMI-GOITA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-ASSIMI-GOITA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score utile par rupture de dépendance et capacité de sécurité, mais limité par auditabilité, protection civile, durée de transition et sources détaillées.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Assimi Goïta / trajectoire malienne actuelle"
        },
        "evidence_strength": 60,
        "name": "Assimi Goïta / trajectoire malienne actuelle",
        "positive_components": {
          "A1": 72,
          "A2": 88,
          "A3": 76,
          "A4": 80,
          "A5": 76,
          "A6": 68,
          "A7": 54,
          "A8": 72,
          "A9": 58
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 12,
          "R3": 20,
          "R4": 32,
          "R5": 16
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Score utile par rupture de dépendance et capacité de sécurité, mais limité par auditabilité, protection civile, durée de transition et sources détaillées.",
        "search_keywords": [
          "Assimi Goita",
          "Mali",
          "AES",
          "souveraineté",
          "sécurité"
        ],
        "source": "seed",
        "status": "prepublication_high_public_interest_sources_needed",
        "summary": "Profil de recomposition stratégique: autonomie militaire, rupture d'alignements imposés, renégociation souveraine et institutions sous contrainte sécuritaire.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "education_leadership_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / Rwanda / Afrique",
        "entity_id": "ACT-ACTIVE-FRED-SWANIKER-ALU",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-FRED-SWANIKER-ALU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fred Swaniker / African Leadership University ecosystem"
        },
        "evidence_strength": 58,
        "name": "Fred Swaniker / African Leadership University ecosystem",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fred Swaniker / African Leadership University ecosystem",
          "Ghana / Rwanda / Afrique",
          "education_leadership_capability",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "financial_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-ACTIVE-MITCHELL-ELEGBE-INTERSWITCH",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-MITCHELL-ELEGBE-INTERSWITCH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mitchell Elegbe / Interswitch payments infrastructure"
        },
        "evidence_strength": 60,
        "name": "Mitchell Elegbe / Interswitch payments infrastructure",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 60
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mitchell Elegbe / Interswitch payments infrastructure",
          "Nigeria / Afrique",
          "financial_infrastructure",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-015",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-015",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 015 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 015 — energy/infrastructure",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 50
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 015 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-034",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-034",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 034 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 034 — law/anti-capture",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 49
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 034 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-053",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-053",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 053 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 053 — cyber/data sovereignty",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 48
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 053 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-071",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-071",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 071 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 071 — food sovereignty",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 46
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 071 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "literature_language_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-ACTIVE-BOUBACAR-BORIS-DIOP",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BOUBACAR-BORIS-DIOP",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Boubacar Boris Diop"
        },
        "evidence_strength": 64,
        "name": "Boubacar Boris Diop",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 64
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Boubacar Boris Diop",
          "Sénégal",
          "literature_language_memory",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Language, memory and literary sovereignty; assess public pedagogy and African-language transmission.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "caribbean_researcher",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Diaspora",
        "entity_id": "ACT-RESEARCH-LEWIS-GORDON",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-LEWIS-GORDON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Lewis R. Gordon"
        },
        "evidence_strength": 50,
        "facets": [
          "researcher",
          "author",
          "philosophy",
          "caribbean",
          "diaspora"
        ],
        "name": "Lewis R. Gordon",
        "positive_components": {
          "A1": 64,
          "A10": 62,
          "A2": 64,
          "A3": 56,
          "A4": 58,
          "A5": 60,
          "A6": 64,
          "A7": 54,
          "A8": 59,
          "A9": 50
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Africana philosopher and theorist of anticolonial thought. Profile relevant to epistemic sovereignty.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "african_researcher",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Diaspora",
        "entity_id": "ACT-RESEARCH-IFE-AMADIUME",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-IFE-AMADIUME",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ifi Amadiume"
        },
        "evidence_strength": 50,
        "facets": [
          "researcher",
          "author",
          "gender",
          "family_field"
        ],
        "name": "Ifi Amadiume",
        "positive_components": {
          "A1": 64,
          "A10": 62,
          "A2": 64,
          "A3": 56,
          "A4": 58,
          "A5": 60,
          "A6": 64,
          "A7": 54,
          "A8": 59,
          "A9": 50
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Anthropologist and theorist of African gender/social systems. Strong relevance for future family-field cluster.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "island_state_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cabo Verde",
        "entity_id": "ACT-UNIV-CAPE-VERDE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CAPE-VERDE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Universidade de Cabo Verde"
        },
        "evidence_strength": 41,
        "name": "Universidade de Cabo Verde",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 41
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Universidade de Cabo Verde",
          "Cabo Verde",
          "island_state_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Relevant to Atlantic/island state capability, climate resilience and diaspora-linked knowledge.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bahamas",
        "entity_id": "ACT-UNIV-COLLEGE-BAHAMAS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-COLLEGE-BAHAMAS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of The Bahamas"
        },
        "evidence_strength": 40,
        "name": "University of The Bahamas",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 40
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 14,
          "R3": 12,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "University of The Bahamas",
          "Bahamas",
          "caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Small-island university; evaluate climate, finance, tourism, marine and sovereignty outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "tech_builder_cluster",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-TECH-TREVOR-KAMBO",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-TECH-TREVOR-KAMBO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African drone/robotics builders cluster"
        },
        "evidence_strength": 38,
        "name": "African drone/robotics builders cluster",
        "positive_components": {
          "A1": 67,
          "A10": 73,
          "A2": 65,
          "A3": 60,
          "A4": 63,
          "A5": 63,
          "A6": 63,
          "A7": 55,
          "A8": 55,
          "A9": 38
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African drone/robotics builders cluster",
          "Africa",
          "tech_builder_cluster",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Cluster placeholder for drone, robotics and hardware builders. Replace with named source-linked profiles.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "civic_tech_cluster",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-TECH-KAMPALA-INNOVATION",
        "entity_type": "tech_cluster",
        "evidence_profile": {
          "actor_id": "ACT-TECH-KAMPALA-INNOVATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kampala innovation and civic-tech cluster"
        },
        "evidence_strength": 40,
        "name": "Kampala innovation and civic-tech cluster",
        "positive_components": {
          "A1": 66,
          "A10": 72,
          "A2": 64,
          "A3": 59,
          "A4": 62,
          "A5": 62,
          "A6": 62,
          "A7": 54,
          "A8": 54,
          "A9": 40
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kampala innovation and civic-tech cluster",
          "Uganda",
          "civic_tech_cluster",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Cluster placeholder for civic tech, public-interest software and local innovation output.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_public_rights",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-V66-AUTHOR-TSITSI-DANGAREMBGA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-TSITSI-DANGAREMBGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tsitsi Dangarembga"
        },
        "evidence_strength": 52,
        "facets": [
          "author",
          "filmmaker",
          "rights"
        ],
        "name": "Tsitsi Dangarembga",
        "observed_alignment": "civic-literary",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 52
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tsitsi Dangarembga",
          "Zimbabwe",
          "literature_public_rights",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer and public intellectual. Evaluate literary contribution, civic discourse and rights advocacy through source-linked public record.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_liberation_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-V66-AUTHOR-PEPETELA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-PEPETELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Pepetela"
        },
        "evidence_strength": 52,
        "facets": [
          "author",
          "Angola",
          "liberation_memory"
        ],
        "name": "Pepetela",
        "observed_alignment": "liberation-literary",
        "positive_components": {
          "A1": 66,
          "A10": 45,
          "A2": 78,
          "A3": 70,
          "A4": 60,
          "A5": 60,
          "A6": 80,
          "A7": 60,
          "A8": 70,
          "A9": 52
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 10,
          "R3": 12,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Pepetela",
          "Angola",
          "literature_liberation_memory",
          "foundational"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Angolan writer of liberation and postcolonial memory. Evaluate education and historical-public impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "liberation_poetry_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-V66-INTELLECTUAL-AGOSTINHO-NETO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-AGOSTINHO-NETO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Agostinho Neto"
        },
        "evidence_strength": 52,
        "facets": [
          "Angola",
          "liberation",
          "poet"
        ],
        "name": "Agostinho Neto",
        "observed_alignment": "liberation-literary-statecraft",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 52
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Agostinho Neto",
          "Angola",
          "liberation_poetry_statecraft",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Angolan liberation leader and poet. Profile should separate literary, liberation and governance evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "physics_space_science",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-SCIENTIST-FRANCISCA-OKEKE",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-FRANCISCA-OKEKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Francisca Nneka Okeke"
        },
        "evidence_strength": 50,
        "facets": [
          "scientist",
          "physics",
          "Nigeria"
        ],
        "name": "Francisca Nneka Okeke",
        "observed_alignment": "science-capability",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 50
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Francisca Nneka Okeke",
          "Nigeria",
          "physics_space_science",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Physicist known for atmospheric/space physics work. Evaluate research output, training and African science capacity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "malaria_biomedical_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-SCIENTIST-GORDON-AWANDWA",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-GORDON-AWANDWA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Gordon Awandare"
        },
        "evidence_strength": 50,
        "facets": [
          "scientist",
          "biomedical",
          "Ghana"
        ],
        "name": "Gordon Awandare",
        "observed_alignment": "science-capability",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 50
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Gordon Awandare",
          "Ghana",
          "malaria_biomedical_research",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Biomedical scientist. Evaluate research, training and African lab capability outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "development_bank_agriculture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Pan-African",
        "entity_id": "ACT-V66-POLICY-AKINWUMI-ADESINA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-AKINWUMI-ADESINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Akinwumi Adesina"
        },
        "evidence_strength": 56,
        "facets": [
          "development_bank",
          "agriculture",
          "Africa"
        ],
        "name": "Akinwumi Adesina",
        "observed_alignment": "development-finance/agriculture",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 56
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Akinwumi Adesina",
          "Nigeria / Pan-African",
          "development_bank_agriculture",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Development-bank/agriculture figure. Evaluate infrastructure, food sovereignty, finance terms and measurable local capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "regional_technology_builder",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-014",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-014",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 014"
        },
        "evidence_strength": 44,
        "facets": [
          "regional_slot",
          "Tanzania",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 014",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 64,
          "A10": 70,
          "A2": 62,
          "A3": 57,
          "A4": 60,
          "A5": 60,
          "A6": 60,
          "A7": 52,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 14,
          "R3": 12,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 014",
          "Tanzania",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Tanzania: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_technology_builder",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-034",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-034",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 034"
        },
        "evidence_strength": 46,
        "facets": [
          "regional_slot",
          "Cameroon",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 034",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 64,
          "A10": 70,
          "A2": 62,
          "A3": 57,
          "A4": 60,
          "A5": 60,
          "A6": 60,
          "A7": 52,
          "A8": 52,
          "A9": 46
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 034",
          "Cameroon",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Cameroon: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_technology_builder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-039",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-039",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 039"
        },
        "evidence_strength": 33,
        "facets": [
          "regional_slot",
          "Mali",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 039",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 69,
          "A10": 75,
          "A2": 67,
          "A3": 62,
          "A4": 65,
          "A5": 65,
          "A6": 65,
          "A7": 57,
          "A8": 57,
          "A9": 33
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 14,
          "R3": 12,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 50,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 039",
          "Mali",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Mali: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "productive_local_business",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-BUSINESS-BETHLEHEM-TILAHUN",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-BETHLEHEM-TILAHUN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score fort en propriété locale, emplois et marque africaine; à renforcer par données d'emploi, supply chain, salaires, export et formation.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bethlehem Tilahun Alemu / SoleRebels ecosystem"
        },
        "evidence_strength": 62,
        "name": "Bethlehem Tilahun Alemu / SoleRebels ecosystem",
        "positive_components": {
          "A1": 70,
          "A2": 68,
          "A3": 72,
          "A4": 78,
          "A5": 68,
          "A6": 70,
          "A7": 62,
          "A8": 66,
          "A9": 62
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 12,
          "R3": 8,
          "R4": 10,
          "R5": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Score fort en propriété locale, emplois et marque africaine; à renforcer par données d'emploi, supply chain, salaires, export et formation.",
        "search_keywords": [
          "Bethlehem Tilahun",
          "SoleRebels",
          "Éthiopie",
          "entreprise",
          "production locale"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Profil business productif: marque africaine, production locale, emplois, propriété et valorisation culturelle avec potentiel de chaîne de valeur souveraine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "modern_author_pan_african_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin / France / Afrique",
        "entity_id": "ACT-BJ-AMZAT-BOUKARI-YABARA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-BJ-AMZAT-BOUKARI-YABARA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Contribution forte à l'histoire politique et à l'éducation panafricaine; à relier aux publications, conférences, formations et effets d'adoption.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amzat Boukari-Yabara / historien panafricaniste"
        },
        "evidence_strength": 62,
        "name": "Amzat Boukari-Yabara / historien panafricaniste",
        "positive_components": {
          "A1": 58,
          "A10": 50,
          "A2": 70,
          "A3": 68,
          "A4": 42,
          "A5": 60,
          "A6": 76,
          "A7": 60,
          "A8": 72,
          "A9": 62
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 18,
          "R3": 10,
          "R4": 8,
          "R5": 4,
          "R6": 10,
          "R7": 12,
          "R8": 8,
          "R9": 6
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Contribution forte à l'histoire politique et à l'éducation panafricaine; à relier aux publications, conférences, formations et effets d'adoption.",
        "search_keywords": [
          "Amzat Boukari-Yabara",
          "panafricanisme",
          "Françafrique",
          "histoire politique",
          "USK",
          "EHESS"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Historien et auteur panafricaniste: contribution à la mémoire politique africaine, l'analyse de Françafrique et la pédagogie publique.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "mandombe_cognitive_research",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-EMMANUEL-DINA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-EMMANUEL-DINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "La contribution est plausible dans l'écosystème CENA mais le score reste limité par manque de sources structurées publiques.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Emmanuel Dina / CENA cognition et Mandombe"
        },
        "evidence_strength": 38,
        "name": "Emmanuel Dina / CENA cognition et Mandombe",
        "positive_components": {
          "A1": 54,
          "A10": 70,
          "A2": 72,
          "A3": 58,
          "A4": 48,
          "A5": 54,
          "A6": 82,
          "A7": 56,
          "A8": 54,
          "A9": 38
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 18,
          "R3": 8,
          "R4": 6,
          "R5": 2,
          "R6": 4,
          "R7": 6,
          "R8": 4,
          "R9": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 49,
        "score_explanation": "La contribution est plausible dans l'écosystème CENA mais le score reste limité par manque de sources structurées publiques.",
        "search_keywords": [
          "Emmanuel Dina",
          "CENA",
          "Mandombe",
          "sciences cognitives"
        ],
        "source": "seed",
        "status": "insufficient_public_sources_needs_uploads",
        "summary": "Chercheur CENA lié à Mandombe et sciences cognitives: profil de réserve populaire épistémique à documenter.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 18,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Afrique",
        "entity_id": "ACT-BIZ-USHahidi",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-USHahidi",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ushahidi civic tech platform"
        },
        "evidence_strength": 78,
        "name": "Ushahidi civic tech platform",
        "positive_components": {
          "A1": 71,
          "A10": 53,
          "A2": 61,
          "A3": 57,
          "A4": 69,
          "A5": 61,
          "A6": 43,
          "A7": 51,
          "A8": 61,
          "A9": 78
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 37,
          "R2": 27,
          "R3": 27,
          "R4": 39,
          "R5": 23,
          "R8": 35
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ushahidi civic tech platform",
          "Kenya / Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Ushahidi civic tech platform. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "philosophy_epistemic_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / Afrique",
        "entity_id": "ACT-ACTIVE-SOULEYMANE-BACHIR-DIAGNE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-SOULEYMANE-BACHIR-DIAGNE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Souleymane Bachir Diagne / philosophy and African thought"
        },
        "evidence_strength": 66,
        "name": "Souleymane Bachir Diagne / philosophy and African thought",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 66
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Souleymane Bachir Diagne / philosophy and African thought",
          "Sénégal / Afrique",
          "philosophy_epistemic_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-014",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-014",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 014 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 014 — law/anti-capture",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 49
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 014 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-033",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-033",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 033 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 033 — cyber/data sovereignty",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 48
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 033 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-052",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-052",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 052 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 052 — Mandombe/cognition",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 47
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 052 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-070",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-070",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 070 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 070 — health sovereignty",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 45
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 070 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_media_narrative",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-089",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-089",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 089 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 089 — media/narrative",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 44
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 089 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-UNIV-KISANGANI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-KISANGANI",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Kisangani"
        },
        "evidence_strength": 48,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Kisangani",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 48
        },
        "positive_score": 62,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "RDC",
          "University of Kisangani",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Regional university with biodiversity, ecology and national-capability relevance. Score provisional pending source-linked proof.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "african_university_technology",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-MOHAMMED-VI-POLYTECH",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MOHAMMED-VI-POLYTECH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Mohammed VI Polytechnique"
        },
        "evidence_strength": 45,
        "facets": [
          "university",
          "technology",
          "north_africa",
          "research_capacity"
        ],
        "name": "Université Mohammed VI Polytechnique",
        "positive_components": {
          "A1": 68,
          "A10": 66,
          "A2": 68,
          "A3": 60,
          "A4": 62,
          "A5": 64,
          "A6": 68,
          "A7": 58,
          "A8": 63,
          "A9": 45
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 18,
          "R4": 17,
          "R5": 16,
          "R9": 20
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Technology-oriented Moroccan university; strong potential profile but funding/ownership/continental-transfer evidence must be mapped.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "diaspora_caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US Virgin Islands / Caribbean",
        "entity_id": "ACT-UNIV-USVI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-USVI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of the Virgin Islands"
        },
        "evidence_strength": 40,
        "name": "University of the Virgin Islands",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 40
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "University of the Virgin Islands",
          "US Virgin Islands / Caribbean",
          "diaspora_caribbean_university",
          "active_builder"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Diaspora/Caribbean university node. Evaluate local public service, climate, health and governance contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "african_renaissance_statecraft",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-INTELLECTUAL-MBEKI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-MBEKI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Thabo Mbeki"
        },
        "evidence_strength": 52,
        "facets": [
          "statecraft",
          "African_Renaissance",
          "South Africa"
        ],
        "name": "Thabo Mbeki",
        "observed_alignment": "African-Renaissance-contested",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 52
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 25,
          "R3": 25,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Thabo Mbeki",
          "South Africa",
          "african_renaissance_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "African Renaissance political figure. Profile requires evidence on continental institutions, economic policy, health controversies and state capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 19,
        "category": "telecoms_philanthropy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe / diaspora",
        "entity_id": "ACT-V66-TECH-STRIVE-MASIYIWA",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-STRIVE-MASIYIWA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Strive Masiyiwa"
        },
        "evidence_strength": 58,
        "facets": [
          "tech",
          "telecoms",
          "philanthropy"
        ],
        "name": "Strive Masiyiwa",
        "observed_alignment": "business-philanthropy-capability",
        "positive_components": {
          "A1": 74,
          "A10": 56,
          "A2": 64,
          "A3": 60,
          "A4": 72,
          "A5": 64,
          "A6": 46,
          "A7": 54,
          "A8": 64,
          "A9": 58
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 38,
          "R2": 28,
          "R3": 28,
          "R4": 40,
          "R5": 24,
          "R8": 36
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Strive Masiyiwa",
          "Zimbabwe / diaspora",
          "telecoms_philanthropy",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Telecoms entrepreneur and philanthropist. Profile should assess infrastructure, ownership, philanthropy, dependency and public-good impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "development_policy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinea-Bissau / Pan-African",
        "entity_id": "ACT-V66-POLICY-CARLOS-LOPES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-CARLOS-LOPES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Carlos Lopes"
        },
        "evidence_strength": 52,
        "facets": [
          "policy",
          "development",
          "Africa"
        ],
        "name": "Carlos Lopes",
        "observed_alignment": "industrial-policy/development",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 52
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Carlos Lopes",
          "Guinea-Bissau / Pan-African",
          "development_policy",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Development-policy scholar/practitioner. Evaluate industrialization, policy capacity and institutional output.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_technology_builder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-019",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-019",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 019"
        },
        "evidence_strength": 31,
        "facets": [
          "regional_slot",
          "South Africa",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 019",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 69,
          "A10": 75,
          "A2": 67,
          "A3": 62,
          "A4": 65,
          "A5": 65,
          "A6": 65,
          "A7": 57,
          "A8": 57,
          "A9": 31
        },
        "positive_score": 64,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 14,
          "R3": 12,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 019",
          "South Africa",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for South Africa: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 10,
        "category": "industrial_education_black_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-BOOKER-T-WASHINGTON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-BOOKER-T-WASHINGTON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Booker T. Washington"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 66,
        "name": "Booker T. Washington",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 66
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Booker T. Washington",
          "United States / diaspora",
          "industrial_education_black_capability",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Industrial-education figure. Evaluate capability-building contribution alongside debates on accommodation, power and structural injustice.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "reparations_public_writing",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-TA-NEHISI-COATES-EXPANDED",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-TA-NEHISI-COATES-EXPANDED",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ta-Nehisi Coates / reparations public writing"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 64,
        "name": "Ta-Nehisi Coates / reparations public writing",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 64
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 49,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ta-Nehisi Coates / reparations public writing",
          "United States / diaspora",
          "reparations_public_writing",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Expanded profile for reparations public writing, Black Atlantic memory and political education.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "capability_infrastructure_design",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-MHD-PSYCHODESIGN",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-CD-MHD-PSYCHODESIGN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil utile mais à documenter par dossiers de projets, standards psychodesign, livrables, adoption institutionnelle et preuves d'impact.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Miezi Home Designs / psychodesign capability work"
        },
        "evidence_strength": 52,
        "name": "Miezi Home Designs / psychodesign capability work",
        "positive_components": {
          "A1": 72,
          "A2": 84,
          "A3": 76,
          "A4": 68,
          "A5": 74,
          "A6": 70,
          "A7": 66,
          "A8": 62,
          "A9": 52
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 10,
          "R4": 8,
          "R5": 6
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Profil utile mais à documenter par dossiers de projets, standards psychodesign, livrables, adoption institutionnelle et preuves d'impact.",
        "search_keywords": [
          "MHD",
          "psychodesign",
          "infrastructure",
          "capability"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Approche reliant infrastructure, santé mentale, production, maintenance, capacités sociales et effets civilisational capability plutôt que modernisation vide.",
        "visibility": "restricted"
      },
      {
        "capture_risk_score": 5,
        "category": "mandombe_education_cybersecurity_planning",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-PIUS-MULABA-LUMPUNGU",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-PIUS-MULABA-LUMPUNGU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score provisoire à renforcer par plans, modules, livrables, formations, logiciels et preuves de déploiement.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Pius Mulaba Lumpungu / planification, éducation et cybersécurité"
        },
        "evidence_strength": 42,
        "name": "Pius Mulaba Lumpungu / planification, éducation et cybersécurité",
        "positive_components": {
          "A1": 58,
          "A10": 68,
          "A2": 72,
          "A3": 60,
          "A4": 54,
          "A5": 56,
          "A6": 78,
          "A7": 60,
          "A8": 60,
          "A9": 42
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 8,
          "R4": 6,
          "R5": 2,
          "R6": 4,
          "R7": 6,
          "R8": 4,
          "R9": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Score provisoire à renforcer par plans, modules, livrables, formations, logiciels et preuves de déploiement.",
        "search_keywords": [
          "Pius Mulaba Lumpungu",
          "CENA",
          "USK",
          "Mandombe",
          "Education",
          "Cybersecurity"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Profil de planification et prospective CENA/USK: Mandombe, éducation, cybersécurité et organisation institutionnelle.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 24,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-BIZ-SIM-SHAGAYA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-SIM-SHAGAYA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sim Shagaya / digital education-commerce ecosystem"
        },
        "evidence_strength": 62,
        "name": "Sim Shagaya / digital education-commerce ecosystem",
        "positive_components": {
          "A1": 74,
          "A10": 56,
          "A2": 64,
          "A3": 60,
          "A4": 72,
          "A5": 64,
          "A6": 46,
          "A7": 54,
          "A8": 64,
          "A9": 62
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 47,
          "R2": 37,
          "R3": 37,
          "R4": 49,
          "R5": 33,
          "R8": 45
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sim Shagaya / digital education-commerce ecosystem",
          "Nigeria",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Sim Shagaya / digital education-commerce ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 24,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-BIZ-FLUTTERWAVE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-FLUTTERWAVE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Flutterwave payments ecosystem"
        },
        "evidence_strength": 54,
        "name": "Flutterwave payments ecosystem",
        "positive_components": {
          "A1": 77,
          "A10": 59,
          "A2": 67,
          "A3": 63,
          "A4": 75,
          "A5": 67,
          "A6": 49,
          "A7": 57,
          "A8": 67,
          "A9": 54
        },
        "positive_score": 65,
        "red_flags": [],
        "risk_components": {
          "R1": 47,
          "R2": 37,
          "R3": 37,
          "R4": 49,
          "R5": 33,
          "R8": 45
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Flutterwave payments ecosystem",
          "Nigeria / Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Flutterwave payments ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "stem_education",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-ACTIVE-MAMOKGETHI-PHAKENG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-MAMOKGETHI-PHAKENG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mamokgethi Phakeng / mathematics and education leadership"
        },
        "evidence_strength": 62,
        "name": "Mamokgethi Phakeng / mathematics and education leadership",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 62
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mamokgethi Phakeng / mathematics and education leadership",
          "Afrique du Sud",
          "stem_education",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-032",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-032",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 032 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 032 — Mandombe/cognition",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 47
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 032 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-050",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-050",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 050 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 050 — health sovereignty",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 45
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 050 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-051",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-051",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 051 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 051 — food sovereignty",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 46
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 051 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_media_narrative",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-069",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-069",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 069 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 069 — media/narrative",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 44
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 069 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_archives_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-088",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-088",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 088 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 088 — archives/history",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 43
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 088 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-107",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-107",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 107 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 107 — industrial maintenance",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 42
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 107 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-125",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-125",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 125 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 125 — energy/infrastructure",
        "positive_components": {
          "A1": 63,
          "A10": 58,
          "A2": 71,
          "A3": 63,
          "A4": 58,
          "A5": 63,
          "A6": 78,
          "A7": 63,
          "A8": 63,
          "A9": 40
        },
        "positive_score": 63,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 125 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 3,
        "category": "caribbean_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haiti",
        "entity_id": "ACT-AUTHOR-FRANKETIENNE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-FRANKETIENNE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Frankétienne"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "caribbean",
          "haiti",
          "culture"
        ],
        "name": "Frankétienne",
        "positive_components": {
          "A1": 62,
          "A10": 60,
          "A2": 62,
          "A3": 54,
          "A4": 56,
          "A5": 58,
          "A6": 62,
          "A7": 52,
          "A8": 57,
          "A9": 50
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 6,
          "R4": 5,
          "R5": 4,
          "R9": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Haitian writer and cultural figure. Profile relevant to language, memory and cultural sovereignty.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "caribbean_researcher",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Antigua and Barbuda / Caribbean",
        "entity_id": "ACT-RESEARCH-PAGET-HENRY",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-PAGET-HENRY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Paget Henry"
        },
        "evidence_strength": 48,
        "facets": [
          "researcher",
          "author",
          "caribbean",
          "philosophy"
        ],
        "name": "Paget Henry",
        "positive_components": {
          "A1": 62,
          "A10": 60,
          "A2": 62,
          "A3": 54,
          "A4": 56,
          "A5": 58,
          "A6": 62,
          "A7": 52,
          "A8": 57,
          "A9": 48
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar of Africana and Caribbean philosophy. Needs source-linked bibliography and institutional contribution mapping.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-025",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-025",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 025"
        },
        "evidence_strength": 37,
        "facets": [
          "regional_slot",
          "Trinidad and Tobago",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 025",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 37
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 19,
          "R2": 14,
          "R3": 12,
          "R4": 19,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 025",
          "Trinidad and Tobago",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Trinidad and Tobago: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 5,
        "category": "astrophysics_stem_access",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-JEDIDAH-ISLER",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-JEDIDAH-ISLER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jedidah Isler"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Jedidah Isler",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 48,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Jedidah Isler",
          "United States / diaspora",
          "astrophysics_stem_access",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Astrophysicist and STEM access advocate. Relevant to space/science education mapping.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "present_leadership_sovereign_recovery",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-LEADER-TIANI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-TIANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score positif par rupture stratégique et ressources, mais plus prudent que Burkina/Mali à cause de preuve et institutionnalisation à documenter.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Abdourahamane Tiani / trajectoire nigérienne actuelle"
        },
        "evidence_strength": 58,
        "name": "Abdourahamane Tiani / trajectoire nigérienne actuelle",
        "positive_components": {
          "A1": 68,
          "A2": 86,
          "A3": 72,
          "A4": 76,
          "A5": 72,
          "A6": 64,
          "A7": 52,
          "A8": 70,
          "A9": 56
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 22,
          "R4": 34,
          "R5": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Score positif par rupture stratégique et ressources, mais plus prudent que Burkina/Mali à cause de preuve et institutionnalisation à documenter.",
        "search_keywords": [
          "Tiani",
          "Niger",
          "AES",
          "uranium",
          "énergie",
          "bases"
        ],
        "source": "seed",
        "status": "prepublication_high_public_interest_sources_needed",
        "summary": "Profil de reprise de contrôle sous pression: ressources stratégiques, énergie, bases étrangères, autonomie militaire et refondation institutionnelle à prouver par documents.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 13,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-FOUND-MANDELA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-MANDELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nelson Mandela"
        },
        "evidence_strength": 82,
        "name": "Nelson Mandela",
        "positive_components": {
          "A1": 54,
          "A10": 33,
          "A2": 66,
          "A3": 58,
          "A4": 48,
          "A5": 48,
          "A6": 68,
          "A7": 48,
          "A8": 58,
          "A9": 82
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 48,
          "R2": 10,
          "R3": 12,
          "R4": 48,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nelson Mandela",
          "Afrique du Sud",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Nelson Mandela. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 15,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-BIZ-JULIANA-ROTICH",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-JULIANA-ROTICH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Juliana Rotich / Ushahidi and civic tech"
        },
        "evidence_strength": 74,
        "name": "Juliana Rotich / Ushahidi and civic tech",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 74
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 34,
          "R5": 18,
          "R8": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Juliana Rotich / Ushahidi and civic tech",
          "Kenya",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Juliana Rotich / Ushahidi and civic tech. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 15,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-BIZ-MTN-GROUP",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-MTN-GROUP",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "MTN Group telecom footprint"
        },
        "evidence_strength": 66,
        "name": "MTN Group telecom footprint",
        "positive_components": {
          "A1": 71,
          "A10": 53,
          "A2": 61,
          "A3": 57,
          "A4": 69,
          "A5": 61,
          "A6": 43,
          "A7": 51,
          "A8": 61,
          "A9": 66
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 34,
          "R5": 18,
          "R8": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "MTN Group telecom footprint",
          "Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for MTN Group telecom footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "finance_debt_policy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / Afrique",
        "entity_id": "ACT-ACTIVE-VERA-SONGWE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-VERA-SONGWE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Vera Songwe / finance, debt and macro-sovereignty"
        },
        "evidence_strength": 62,
        "name": "Vera Songwe / finance, debt and macro-sovereignty",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 62
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Vera Songwe / finance, debt and macro-sovereignty",
          "Cameroun / Afrique",
          "finance_debt_policy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "digital_rights",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-ACTIVE-NNENNA-NWAKANMA",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NNENNA-NWAKANMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nnenna Nwakanma / internet and digital rights"
        },
        "evidence_strength": 58,
        "name": "Nnenna Nwakanma / internet and digital rights",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nnenna Nwakanma / internet and digital rights",
          "Nigeria / Afrique",
          "digital_rights",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "music_culture_advocacy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin / global",
        "entity_id": "ACT-ACTIVE-ANGELIQUE-KIDJO",
        "entity_type": "artist_or_cultural_actor",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-ANGELIQUE-KIDJO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Angélique Kidjo / cultural projection and advocacy"
        },
        "evidence_strength": 68,
        "name": "Angélique Kidjo / cultural projection and advocacy",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 68
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Angélique Kidjo / cultural projection and advocacy",
          "Bénin / global",
          "music_culture_advocacy",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_archives_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-068",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-068",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 068 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 068 — archives/history",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 43
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 068 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-087",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-087",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 087 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 087 — industrial maintenance",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 42
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 087 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-106",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-106",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 106 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 106 — education/pedagogy",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 41
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 106 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-124",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-124",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 124 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 124 — law/anti-capture",
        "positive_components": {
          "A1": 62,
          "A10": 57,
          "A2": 70,
          "A3": 62,
          "A4": 57,
          "A5": 62,
          "A6": 77,
          "A7": 62,
          "A8": 62,
          "A9": 39
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 124 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-139",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-139",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 139 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 139 — media/narrative",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 54
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 139 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Caribbean",
        "entity_id": "ACT-UNIV-TRINIDAD-TOBAGO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-TRINIDAD-TOBAGO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Trinidad and Tobago"
        },
        "evidence_strength": 44,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Trinidad and Tobago",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 44
        },
        "positive_score": 60,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Trinidad and Tobago / Caribbean",
          "University of Trinidad and Tobago",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Technology and applied training profile with potential energy/industry relevance. Needs verified output evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "caribbean_author",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana / diaspora",
        "entity_id": "ACT-AUTHOR-IVAN-VAN-SERTIMA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-IVAN-VAN-SERTIMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ivan Van Sertima"
        },
        "evidence_strength": 48,
        "name": "Ivan Van Sertima",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 48
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ivan Van Sertima",
          "Guyana / diaspora",
          "caribbean_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Caribbean author with contested but influential Afrocentric historical work. Needs careful evidence/criticism mapping.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Gabon",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-005",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-005",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 005"
        },
        "evidence_strength": 35,
        "facets": [
          "regional_slot",
          "Gabon",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 005",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 65,
          "A10": 71,
          "A2": 63,
          "A3": 58,
          "A4": 61,
          "A5": 61,
          "A6": 61,
          "A7": 53,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 23,
          "R2": 14,
          "R3": 12,
          "R4": 23,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 005",
          "Gabon",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Gabon: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "regional_technology_builder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-024",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-024",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 024"
        },
        "evidence_strength": 36,
        "facets": [
          "regional_slot",
          "Barbados",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 024",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 64,
          "A10": 70,
          "A2": 62,
          "A3": 57,
          "A4": 60,
          "A5": 60,
          "A6": 60,
          "A7": 52,
          "A8": 52,
          "A9": 36
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 12,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 024",
          "Barbados",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Barbados: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "post_traumatic_slave_syndrome",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-JOY-DEGRUY",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-JOY-DEGRUY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Joy DeGruy"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Joy DeGruy",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Joy DeGruy",
          "United States / diaspora",
          "post_traumatic_slave_syndrome",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Researcher/public educator on multigenerational trauma. Evaluate clinical utility, evidence base and public education impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "black_economic_power",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-CLAUD-ANDERSON",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-CLAUD-ANDERSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Claud Anderson"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Claud Anderson",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 47,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Claud Anderson",
          "United States / diaspora",
          "black_economic_power",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Economic empowerment author. Assess business capability, political economy framing and evidence quality.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "tech_business_ecosystem",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / Afrique",
        "entity_id": "ACT-BUSINESS-REBECCA-ENONCHONG",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-REBECCA-ENONCHONG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score solide pour écosystème tech et réseau, à renforcer par preuves d'adoption, formation, entreprises durables et propriété locale.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rebecca Enonchong / tech entrepreneurship ecosystem"
        },
        "evidence_strength": 64,
        "name": "Rebecca Enonchong / tech entrepreneurship ecosystem",
        "positive_components": {
          "A1": 66,
          "A2": 64,
          "A3": 70,
          "A4": 68,
          "A5": 66,
          "A6": 54,
          "A7": 64,
          "A8": 74,
          "A9": 66
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 22,
          "R3": 12,
          "R4": 14,
          "R5": 6
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Score solide pour écosystème tech et réseau, à renforcer par preuves d'adoption, formation, entreprises durables et propriété locale.",
        "search_keywords": [
          "Rebecca Enonchong",
          "tech",
          "Cameroun",
          "entrepreneuriat"
        ],
        "source": "seed",
        "status": "public_profile_sources_needed",
        "summary": "Profil tech/entrepreneuriat: écosystèmes numériques, visibilité des fondateurs africains, réseaux et plaidoyer pour entrepreneuriat technologique.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "food_data_intelligence",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie / Afrique / global",
        "entity_id": "ACT-ACTIVE-SARA-MENKER-GRO",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-SARA-MENKER-GRO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sara Menker / food-security data and risk intelligence"
        },
        "evidence_strength": 60,
        "name": "Sara Menker / food-security data and risk intelligence",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 60
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sara Menker / food-security data and risk intelligence",
          "Éthiopie / Afrique / global",
          "food_data_intelligence",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "literature_cultural_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-ACTIVE-BINYAVANGA-WAINAINA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BINYAVANGA-WAINAINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Binyavanga Wainaina / narrative sovereignty and cultural critique"
        },
        "evidence_strength": 62,
        "name": "Binyavanga Wainaina / narrative sovereignty and cultural critique",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 62
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Binyavanga Wainaina / narrative sovereignty and cultural critique",
          "Kenya",
          "literature_cultural_sovereignty",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-086",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-086",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 086 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 086 — education/pedagogy",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 41
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 086 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-104",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-104",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 104 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 104 — law/anti-capture",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 39
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 104 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-105",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-105",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 105 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 105 — energy/infrastructure",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 40
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 105 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-119",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-119",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 119 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 119 — media/narrative",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 54
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 119 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-123",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-123",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 123 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 123 — cyber/data sovereignty",
        "positive_components": {
          "A1": 61,
          "A10": 56,
          "A2": 69,
          "A3": 61,
          "A4": 56,
          "A5": 61,
          "A6": 76,
          "A7": 61,
          "A8": 61,
          "A9": 38
        },
        "positive_score": 61,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 123 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_archives_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-138",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-138",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 138 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 138 — archives/history",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 53
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 138 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_technology_builder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-004",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-004",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Technology Builder Profile 004"
        },
        "evidence_strength": 34,
        "facets": [
          "regional_slot",
          "Cameroon",
          "regional technology builder"
        ],
        "name": "Regional Regional Technology Builder Profile 004",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 64,
          "A10": 70,
          "A2": 62,
          "A3": 57,
          "A4": 60,
          "A5": 60,
          "A6": 60,
          "A7": 52,
          "A8": 52,
          "A9": 34
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Technology Builder Profile 004",
          "Cameroon",
          "regional_technology_builder",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Cameroon: regional technology builder. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "restorative_justice_abolition",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-FANIA-DAVIS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-FANIA-DAVIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fania Davis"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 54,
        "name": "Fania Davis",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 54
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fania Davis",
          "United States / diaspora",
          "restorative_justice_abolition",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Restorative justice scholar/organizer. Relevant to justice, repair and community protection frameworks.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "ai_accountability_data_journalism",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-MEREDITH-BROUSSARD",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-MEREDITH-BROUSSARD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Meredith Broussard"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 60,
        "name": "Meredith Broussard",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 60
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Meredith Broussard",
          "United States / diaspora",
          "ai_accountability_data_journalism",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Data journalist/scholar of AI accountability. Useful for algorithmic audit methods.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "ai_policy_racial_justice",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-MUTALE-NKONDE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-MUTALE-NKONDE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mutale Nkonde"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 58,
        "name": "Mutale Nkonde",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 58
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 46,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mutale Nkonde",
          "United States / diaspora",
          "ai_policy_racial_justice",
          "contributor"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "AI policy advocate. Evaluate policy, public education and rights impact.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "research_data_mandombe_curation",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-KATUMUA-BENGA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-KATUMUA-BENGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil utile pour la souveraineté des données scientifiques; à sourcer par référentiels, dépôts, curations et contributions documentées.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Katumua Benga / data curation CENA"
        },
        "evidence_strength": 42,
        "name": "Katumua Benga / data curation CENA",
        "positive_components": {
          "A1": 50,
          "A10": 64,
          "A2": 68,
          "A3": 56,
          "A4": 46,
          "A5": 52,
          "A6": 76,
          "A7": 60,
          "A8": 56,
          "A9": 42
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 14,
          "R3": 8,
          "R4": 6,
          "R5": 2,
          "R6": 4,
          "R7": 6,
          "R8": 4,
          "R9": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Profil utile pour la souveraineté des données scientifiques; à sourcer par référentiels, dépôts, curations et contributions documentées.",
        "search_keywords": [
          "Katumua Benga",
          "CENA",
          "data curator",
          "Mandombe",
          "recherche"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Data curator et chercheur CENA: contribution potentielle à la structuration des données de recherche et à l'indexabilité des savoirs africains.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 21,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Kenya / Afrique",
        "entity_id": "ACT-BIZ-ANDELA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-ANDELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Andela talent platform"
        },
        "evidence_strength": 50,
        "name": "Andela talent platform",
        "positive_components": {
          "A1": 74,
          "A10": 56,
          "A2": 64,
          "A3": 60,
          "A4": 72,
          "A5": 64,
          "A6": 46,
          "A7": 54,
          "A8": 64,
          "A9": 50
        },
        "positive_score": 62,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 32,
          "R3": 32,
          "R4": 44,
          "R5": 28,
          "R8": 40
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Andela talent platform",
          "Nigeria / Kenya / Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Andela talent platform. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 13,
        "category": "trade_finance_global_governance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / global",
        "entity_id": "ACT-ACTIVE-WTO-OKONJO-IWEALA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-WTO-OKONJO-IWEALA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ngozi Okonjo-Iweala / trade and global finance influence"
        },
        "evidence_strength": 68,
        "name": "Ngozi Okonjo-Iweala / trade and global finance influence",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 68
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 32,
          "R3": 32,
          "R4": 32,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ngozi Okonjo-Iweala / trade and global finance influence",
          "Nigeria / global",
          "trade_finance_global_governance",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "civic_tech_accountability",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-ACTIVE-ORY-OKOLLOH",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-ORY-OKOLLOH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ory Okolloh / civic tech, accountability and public voice"
        },
        "evidence_strength": 58,
        "name": "Ory Okolloh / civic tech, accountability and public voice",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 58
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ory Okolloh / civic tech, accountability and public voice",
          "Kenya",
          "civic_tech_accountability",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-013",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-013",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 013 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 013 — cyber/data sovereignty",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 48
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 013 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_archives_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-118",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-118",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 118 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 118 — archives/history",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 53
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 118 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-122",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-122",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 122 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 122 — Mandombe/cognition",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 37
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 122 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-137",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-137",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 137 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 137 — industrial maintenance",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 52
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 137 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "finance_policy_research",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / Africa",
        "entity_id": "ACT-ACTIVE-VERA-SONGWE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-VERA-SONGWE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Vera Songwe"
        },
        "evidence_strength": 66,
        "name": "Vera Songwe",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 66
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Vera Songwe",
          "Cameroun / Africa",
          "finance_policy_research",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Economic policy and finance actor. Score depends on whether recommendations reduce dependency or reproduce donor frameworks.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "finance_industry",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-ACTIVE-AFREXIMBANK",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AFREXIMBANK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Afreximbank / trade finance and industrialization instruments"
        },
        "evidence_strength": 66,
        "name": "Afreximbank / trade finance and industrialization instruments",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 66
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Afreximbank / trade finance and industrialization instruments",
          "Africa",
          "finance_industry",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "African trade finance can be useful if it builds production, local ownership and autonomy; debt/funding risks remain.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica",
        "entity_id": "ACT-UNIV-MONA-CAMPUS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MONA-CAMPUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The UWI Mona Campus"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "caribbean",
          "research_capacity"
        ],
        "name": "The UWI Mona Campus",
        "positive_components": {
          "A1": 63,
          "A10": 61,
          "A2": 63,
          "A3": 55,
          "A4": 57,
          "A5": 59,
          "A6": 63,
          "A7": 53,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "UWI campus node; profile should link research, policy, health, AI/digital and Caribbean public value.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago",
        "entity_id": "ACT-UNIV-ST-AUGUSTINE-CAMPUS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ST-AUGUSTINE-CAMPUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The UWI St. Augustine Campus"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "caribbean",
          "energy",
          "agriculture"
        ],
        "name": "The UWI St. Augustine Campus",
        "positive_components": {
          "A1": 63,
          "A10": 61,
          "A2": 63,
          "A3": 55,
          "A4": 57,
          "A5": 59,
          "A6": 63,
          "A7": 53,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "UWI campus node relevant to energy, agriculture, engineering and Caribbean policy capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados",
        "entity_id": "ACT-UNIV-CAVE-HILL-CAMPUS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CAVE-HILL-CAMPUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The UWI Cave Hill Campus"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "caribbean",
          "law",
          "governance"
        ],
        "name": "The UWI Cave Hill Campus",
        "positive_components": {
          "A1": 63,
          "A10": 61,
          "A2": 63,
          "A3": 55,
          "A4": 57,
          "A5": 59,
          "A6": 63,
          "A7": 53,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "UWI campus node relevant to law, governance, climate, public health and Caribbean social capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "caribbean_researcher",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / Diaspora",
        "entity_id": "ACT-RESEARCH-CAROLE-BOYCE-DAVIES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-CAROLE-BOYCE-DAVIES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Carole Boyce Davies"
        },
        "evidence_strength": 46,
        "facets": [
          "researcher",
          "author",
          "caribbean",
          "diaspora",
          "gender"
        ],
        "name": "Carole Boyce Davies",
        "positive_components": {
          "A1": 60,
          "A10": 58,
          "A2": 60,
          "A3": 52,
          "A4": 54,
          "A5": 56,
          "A6": 60,
          "A7": 50,
          "A8": 55,
          "A9": 46
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar of Black women’s writing, diaspora and decolonial knowledge. Needs source-linked contribution mapping.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_imagination",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / UK",
        "entity_id": "ACT-V66-AUTHOR-BEN-OKRI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-BEN-OKRI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ben Okri"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "literature",
          "diaspora"
        ],
        "name": "Ben Okri",
        "observed_alignment": "literary-cultural",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ben Okri",
          "Nigeria / UK",
          "literature_imagination",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Literary figure relevant to African imagination, memory and global cultural visibility. Sovereign output requires source-linked educational/cultural impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_state_society",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Somalia",
        "entity_id": "ACT-V66-AUTHOR-NURUDDIN-FARAH",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-NURUDDIN-FARAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nuruddin Farah"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "Somalia",
          "literature"
        ],
        "name": "Nuruddin Farah",
        "observed_alignment": "literary-political-social",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nuruddin Farah",
          "Somalia",
          "literature_state_society",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Somali novelist whose work engages state, gender, exile and social fracture. Score remains provisional pending institutional impact evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "anti_apartheid_literature",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-AUTHOR-MIRIAM-TLALI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-MIRIAM-TLALI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Miriam Tlali"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "anti_apartheid",
          "women_writers"
        ],
        "name": "Miriam Tlali",
        "observed_alignment": "anti-apartheid-literary",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Miriam Tlali",
          "South Africa",
          "anti_apartheid_literature",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "South African writer under apartheid. Evaluate literary memory and public education outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_memory_environment",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-V66-AUTHOR-MIA-COUTO",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-MIA-COUTO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mia Couto"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "Mozambique",
          "environment"
        ],
        "name": "Mia Couto",
        "observed_alignment": "literary-environmental",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mia Couto",
          "Mozambique",
          "literature_memory_environment",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Mozambican writer and biologist. Evaluate cultural/environmental education and language contributions.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "development_economics_reference",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global South reference",
        "entity_id": "ACT-V66-POLICY-HAJOON-CHANG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-HAJOON-CHANG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ha-Joon Chang"
        },
        "evidence_strength": 52,
        "facets": [
          "development_economics",
          "industrial_policy",
          "reference"
        ],
        "name": "Ha-Joon Chang",
        "observed_alignment": "development-economics-reference",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 52
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ha-Joon Chang",
          "Global South reference",
          "development_economics_reference",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Development economist useful as comparative reference for industrial policy. Not Africa-specific, but relevant to sovereignty metrics.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 12,
        "category": "global_economic_governance",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / global",
        "entity_id": "ACT-V66-POLICY-NGOZI-OKONJO-IWEALA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-NGOZI-OKONJO-IWEALA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ngozi Okonjo-Iweala"
        },
        "evidence_strength": 58,
        "facets": [
          "global_governance",
          "Nigeria",
          "economics"
        ],
        "name": "Ngozi Okonjo-Iweala",
        "observed_alignment": "global-institutional/economic-governance",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ngozi Okonjo-Iweala",
          "Nigeria / global",
          "global_economic_governance",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Global economic-governance figure. Assess trade, finance, public-health procurement, African capability and institutional constraints.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "statecraft_post_conflict",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Liberia",
        "entity_id": "ACT-V66-POLICY-ELLEN-JOHNSON-SIRLEAF",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ELLEN-JOHNSON-SIRLEAF",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ellen Johnson Sirleaf"
        },
        "evidence_strength": 56,
        "facets": [
          "statecraft",
          "Liberia",
          "post_conflict"
        ],
        "name": "Ellen Johnson Sirleaf",
        "observed_alignment": "post-conflict-statecraft/mixed",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 56
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ellen Johnson Sirleaf",
          "Liberia",
          "statecraft_post_conflict",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Post-conflict leader. Evaluate public health, debt, institutions, elite networks and accountability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "culture_public_advocacy",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Benin",
        "entity_id": "ACT-V66-CULTURE-ANGELIQUE-KIDJO",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-ANGELIQUE-KIDJO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Angélique Kidjo"
        },
        "evidence_strength": 50,
        "facets": [
          "artist",
          "Benin",
          "advocacy"
        ],
        "name": "Angélique Kidjo",
        "observed_alignment": "culture-advocacy",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Angélique Kidjo",
          "Benin",
          "culture_public_advocacy",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Artist and advocate. Evaluate cultural diplomacy, education, philanthropy and African narrative impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "black_history_slavery_memory",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Canada",
        "entity_id": "ACT-V66-CULTURE-AFUA-COOPER",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-AFUA-COOPER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Afua Cooper"
        },
        "evidence_strength": 50,
        "facets": [
          "historian",
          "Caribbean",
          "slavery_memory"
        ],
        "name": "Afua Cooper",
        "observed_alignment": "black-history-memory",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Afua Cooper",
          "Jamaica / Canada",
          "black_history_slavery_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian/poet of Black Canadian and slavery history. Evaluate public-memory contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "black_diaspora_studies",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Trinidad and Tobago / diaspora",
        "entity_id": "ACT-V66-CULTURE-CAROLE-BOYCE-DAVIES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-CAROLE-BOYCE-DAVIES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Carole Boyce Davies"
        },
        "evidence_strength": 50,
        "facets": [
          "Black Studies",
          "Caribbean",
          "diaspora"
        ],
        "name": "Carole Boyce Davies",
        "observed_alignment": "black-diaspora-studies",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Carole Boyce Davies",
          "Trinidad and Tobago / diaspora",
          "black_diaspora_studies",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black diaspora studies scholar. Evaluate diaspora, gender and Pan-African knowledge contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 6,
        "category": "black_resistance_history",
        "class": {
          "label": "acteur mixte / à documenter",
          "tone": "amber"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-KELLIE-CARTER-JACKSON",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-KELLIE-CARTER-JACKSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kellie Carter Jackson"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 54,
        "name": "Kellie Carter Jackson",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 54
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 45,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kellie Carter Jackson",
          "United States / diaspora",
          "black_resistance_history",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historian of Black resistance. Starter evidence-gated author profile.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "georesources_extractives_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / Allemagne",
        "entity_id": "ACT-CD-AMSINI-SADIKI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-AMSINI-SADIKI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Potentiel stratégique pour la souveraineté minière. À documenter par publications, enseignements, contrats, rapports, cartes, expertises et impacts institutionnels.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Amsini Sadiki / géoressources, sédimentologie et gouvernance extractive"
        },
        "evidence_strength": 48,
        "name": "Amsini Sadiki / géoressources, sédimentologie et gouvernance extractive",
        "positive_components": {
          "A1": 62,
          "A10": 52,
          "A2": 70,
          "A3": 64,
          "A4": 58,
          "A5": 60,
          "A6": 52,
          "A7": 62,
          "A8": 60,
          "A9": 48
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 14,
          "R3": 8,
          "R4": 12,
          "R5": 4,
          "R6": 10,
          "R7": 8,
          "R8": 6,
          "R9": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Potentiel stratégique pour la souveraineté minière. À documenter par publications, enseignements, contrats, rapports, cartes, expertises et impacts institutionnels.",
        "search_keywords": [
          "Amsini Sadiki",
          "géologie",
          "ressources minérales",
          "gouvernance extractive",
          "USK",
          "CENA"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Chercheur en géoressources et gouvernance extractive: profil utile pour relier mines, souveraineté de ressources, audit des contrats et formation scientifique.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "mandombe_management_education",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-CD-SIMON-HARVEY-MALUEKI",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-CD-SIMON-HARVEY-MALUEKI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score initial par affiliation et domaines; nécessite publications, supports, cours, preuves d'adoption et impact pédagogique.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Simon Harvey Malueki Matuasilua / Mandombe, management et éducation"
        },
        "evidence_strength": 40,
        "name": "Simon Harvey Malueki Matuasilua / Mandombe, management et éducation",
        "positive_components": {
          "A1": 52,
          "A10": 62,
          "A2": 66,
          "A3": 56,
          "A4": 48,
          "A5": 52,
          "A6": 72,
          "A7": 56,
          "A8": 54,
          "A9": 40
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 14,
          "R3": 8,
          "R4": 6,
          "R5": 2,
          "R6": 4,
          "R7": 6,
          "R8": 4,
          "R9": 4
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Score initial par affiliation et domaines; nécessite publications, supports, cours, preuves d'adoption et impact pédagogique.",
        "search_keywords": [
          "Simon Harvey Malueki",
          "Matuasilua",
          "CENA",
          "USK",
          "Mandombe",
          "management",
          "éducation"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Enseignant-chercheur CENA/USK: Mandombe, management et éducation; profil de capacité pédagogique à documenter.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "foundational_doctrinal_index",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-FOUND-MARIEN-NGOUABI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-FOUND-MARIEN-NGOUABI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Marien Ngouabi"
        },
        "evidence_strength": 48,
        "name": "Marien Ngouabi",
        "positive_components": {
          "A1": 62,
          "A10": 41,
          "A2": 74,
          "A3": 66,
          "A4": 56,
          "A5": 56,
          "A6": 76,
          "A7": 56,
          "A8": 66,
          "A9": 48
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 10,
          "R3": 12,
          "R4": 34,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Marien Ngouabi",
          "Congo-Brazzaville",
          "foundational_doctrinal_index",
          "foundational"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Marien Ngouabi. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "literature_cinema_social_critique",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-ACTIVE-TSITSI-DANGAREMBGA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-TSITSI-DANGAREMBGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tsitsi Dangarembga / literature, film and social critique"
        },
        "evidence_strength": 64,
        "name": "Tsitsi Dangarembga / literature, film and social critique",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 64
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tsitsi Dangarembga / literature, film and social critique",
          "Zimbabwe",
          "literature_cinema_social_critique",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-012",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-012",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 012 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 012 — Mandombe/cognition",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 47
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 012 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-031",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-031",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 031 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 031 — food sovereignty",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 46
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 031 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-049",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-049",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 049 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 049 — media/narrative",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 44
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 049 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-099",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-099",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 099 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 099 — media/narrative",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 54
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 099 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-117",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-117",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 117 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 117 — industrial maintenance",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 52
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 117 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-136",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-136",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 136 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 136 — education/pedagogy",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 51
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 136 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-140",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-140",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 140 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 140 — health sovereignty",
        "positive_components": {
          "A1": 60,
          "A10": 55,
          "A2": 68,
          "A3": 60,
          "A4": 55,
          "A5": 60,
          "A6": 75,
          "A7": 60,
          "A8": 60,
          "A9": 35
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 140 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 13,
        "category": "development_finance_agriculture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Africa",
        "entity_id": "ACT-ACTIVE-AKINWUMI-ADESINA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-AKINWUMI-ADESINA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Akinwumi Adesina / African development finance trajectory"
        },
        "evidence_strength": 70,
        "name": "Akinwumi Adesina / African development finance trajectory",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 70
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 32,
          "R3": 32,
          "R4": 32,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Akinwumi Adesina / African development finance trajectory",
          "Nigeria / Africa",
          "development_finance_agriculture",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Development finance and agriculture-capability claims require debt, conditionality and local ownership audit.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-CAIRO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CAIRO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Cairo University"
        },
        "evidence_strength": 40,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Cairo University",
        "positive_components": {
          "A1": 62,
          "A10": 60,
          "A2": 62,
          "A3": 54,
          "A4": 56,
          "A5": 58,
          "A6": 62,
          "A7": 52,
          "A8": 57,
          "A9": 40
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Major African university with broad research footprint; score capped until sovereign-output matrix is completed.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_author",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-RESEARCH-CHINWEIZU",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-CHINWEIZU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chinweizu"
        },
        "evidence_strength": 42,
        "facets": [
          "author",
          "public_intellectual",
          "epistemic_sovereignty"
        ],
        "name": "Chinweizu",
        "positive_components": {
          "A1": 60,
          "A10": 58,
          "A2": 60,
          "A3": 52,
          "A4": 54,
          "A5": 56,
          "A6": 60,
          "A7": 50,
          "A8": 55,
          "A9": 42
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 10,
          "R4": 9,
          "R5": 8,
          "R9": 12
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Author and critic of Eurocentrism. Profile relevant to epistemic sovereignty but requires source-linked review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 3,
        "category": "african_scientist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCIENTIST-FRANCISCA-OKEKES",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-FRANCISCA-OKEKES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Francisca Nneka Okeke"
        },
        "evidence_strength": 42,
        "facets": [
          "scientist",
          "researcher",
          "physics",
          "women_in_science"
        ],
        "name": "Francisca Nneka Okeke",
        "positive_components": {
          "A1": 60,
          "A10": 58,
          "A2": 60,
          "A3": 52,
          "A4": 54,
          "A5": 56,
          "A6": 60,
          "A7": 50,
          "A8": 55,
          "A9": 42
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 8,
          "R2": 8,
          "R3": 6,
          "R4": 5,
          "R5": 4,
          "R9": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Physicist with relevance to African science capacity. Needs linked publications, mentorship and institutional output.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "memory_literature",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda / diaspora",
        "entity_id": "ACT-V66-AUTHOR-MUKASONGA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-MUKASONGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Scholastique Mukasonga"
        },
        "evidence_strength": 48,
        "facets": [
          "author",
          "memory",
          "Rwanda"
        ],
        "name": "Scholastique Mukasonga",
        "observed_alignment": "memory-literary",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 48
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Scholastique Mukasonga",
          "Rwanda / diaspora",
          "memory_literature",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer of memory, violence and survival. Evaluate education and historical-memory impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "genetics_human_origins",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-SCIENTIST-HIMLA-SOODYALL",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-HIMLA-SOODYALL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Himla Soodyall"
        },
        "evidence_strength": 48,
        "facets": [
          "scientist",
          "genetics",
          "South Africa"
        ],
        "name": "Himla Soodyall",
        "observed_alignment": "science-capability",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 48
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Himla Soodyall",
          "South Africa",
          "genetics_human_origins",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Geneticist. Profile should track research, public education and data/biobank governance issues.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 14,
        "category": "technology_entrepreneurship",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / diaspora",
        "entity_id": "ACT-V66-TECH-REBECCA-ENONCHONG",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-REBECCA-ENONCHONG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rebecca Enonchong"
        },
        "evidence_strength": 54,
        "facets": [
          "tech",
          "entrepreneur",
          "Cameroon"
        ],
        "name": "Rebecca Enonchong",
        "observed_alignment": "African-tech-ecosystem",
        "positive_components": {
          "A1": 72,
          "A10": 54,
          "A2": 62,
          "A3": 58,
          "A4": 70,
          "A5": 62,
          "A6": 44,
          "A7": 52,
          "A8": 62,
          "A9": 54
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 32,
          "R5": 16,
          "R8": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Rebecca Enonchong",
          "Cameroon / diaspora",
          "technology_entrepreneurship",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Technology entrepreneur and ecosystem advocate. Evaluate company output, policy advocacy, ownership and local capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "telecoms_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / UK",
        "entity_id": "ACT-V66-TECH-MO-IBRAHIM",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-MO-IBRAHIM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mo Ibrahim"
        },
        "evidence_strength": 56,
        "facets": [
          "tech",
          "governance",
          "telecoms"
        ],
        "name": "Mo Ibrahim",
        "observed_alignment": "business-governance-philanthropy",
        "positive_components": {
          "A1": 72,
          "A10": 54,
          "A2": 62,
          "A3": 58,
          "A4": 70,
          "A5": 62,
          "A6": 44,
          "A7": 52,
          "A8": 62,
          "A9": 56
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 36,
          "R5": 20,
          "R8": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mo Ibrahim",
          "Sudan / UK",
          "telecoms_governance",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Telecoms entrepreneur and governance-philanthropy figure. Evaluate infrastructure legacy, index influence and sovereignty effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "industrial_policy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia",
        "entity_id": "ACT-V66-POLICY-ARKBE-OKUBAY",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ARKBE-OKUBAY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Arkebe Oqubay"
        },
        "evidence_strength": 50,
        "facets": [
          "industrial_policy",
          "Ethiopia",
          "development"
        ],
        "name": "Arkebe Oqubay",
        "observed_alignment": "industrial-policy/contested",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Arkebe Oqubay",
          "Ethiopia",
          "industrial_policy",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Industrial-policy practitioner/scholar. Evaluate state capacity, industrial outcomes and governance controversies.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "black_studies_pan_africanism",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "UK / diaspora",
        "entity_id": "ACT-V66-CULTURE-KEHINDE-ANDREWS",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-KEHINDE-ANDREWS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Kehinde Andrews"
        },
        "evidence_strength": 50,
        "facets": [
          "Black Studies",
          "Pan-African",
          "UK"
        ],
        "name": "Kehinde Andrews",
        "observed_alignment": "black-studies/pan-african",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 44,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Kehinde Andrews",
          "UK / diaspora",
          "black_studies_pan_africanism",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black Studies scholar. Evaluate Pan-African education, institutional output and public argument quality.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "tech_education",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / US / Afrique",
        "entity_id": "ACT-ACTIVE-NELLY-CHEBOI",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NELLY-CHEBOI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nelly Cheboi / technology education and youth capability"
        },
        "evidence_strength": 54,
        "name": "Nelly Cheboi / technology education and youth capability",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 54
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nelly Cheboi / technology education and youth capability",
          "Kenya / US / Afrique",
          "tech_education",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-011",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-011",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 011 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 011 — food sovereignty",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 46
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 011 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-030",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-030",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 030 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 030 — health sovereignty",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 45
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 030 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-048",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-048",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 048 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 048 — archives/history",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 43
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 048 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-067",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-067",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 067 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 067 — industrial maintenance",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 42
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 067 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-135",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-135",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 135 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 135 — energy/infrastructure",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 50
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 135 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_research_center",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Caribbean",
        "entity_id": "ACT-UNIV-SIR-ARTHUR-LEWIS",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SIR-ARTHUR-LEWIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sir Arthur Lewis Institute of Social and Economic Studies"
        },
        "evidence_strength": 38,
        "facets": [
          "research_center",
          "caribbean",
          "policy"
        ],
        "name": "Sir Arthur Lewis Institute of Social and Economic Studies",
        "positive_components": {
          "A1": 61,
          "A10": 59,
          "A2": 61,
          "A3": 53,
          "A4": 55,
          "A5": 57,
          "A6": 61,
          "A7": 51,
          "A8": 56,
          "A9": 38
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 43,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Caribbean social/economic research centre. Needs linked policy impact and regional capability evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "caribbean_author",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haiti",
        "entity_id": "ACT-AUTHOR-RENE-DEPestre",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-RENE-DEPestre",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "René Depestre"
        },
        "evidence_strength": 44,
        "facets": [
          "author",
          "caribbean",
          "haiti"
        ],
        "name": "René Depestre",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 44
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Haitian writer and intellectual. Needs linked sources for anti-colonial/cultural contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "caribbean_researcher",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Caribbean / Diaspora",
        "entity_id": "ACT-RESEARCH-JANE-ANNA-GORDON",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-JANE-ANNA-GORDON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jane Anna Gordon"
        },
        "evidence_strength": 42,
        "facets": [
          "researcher",
          "author",
          "political_theory",
          "caribbean"
        ],
        "name": "Jane Anna Gordon",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar of political theory, creolization and decolonial thought. Needs linked publications and institutional contributions.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "african_researcher",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Diaspora",
        "entity_id": "ACT-RESEARCH-NKIRU-NZEGWU",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-NKIRU-NZEGWU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nkiru Nzegwu"
        },
        "evidence_strength": 42,
        "facets": [
          "researcher",
          "author",
          "art",
          "gender"
        ],
        "name": "Nkiru Nzegwu",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar of African art, gender and philosophy. Needs linked bibliography and contribution matrix.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_social_memory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Botswana / South Africa",
        "entity_id": "ACT-V66-AUTHOR-BESSIE-HEAD",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-BESSIE-HEAD",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bessie Head"
        },
        "evidence_strength": 48,
        "facets": [
          "author",
          "literature",
          "southern_africa"
        ],
        "name": "Bessie Head",
        "observed_alignment": "literary-social-memory",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 48
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bessie Head",
          "Botswana / South Africa",
          "literature_social_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer relevant to African social memory, exile and identity. Needs source-linked educational impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_public_intellectual",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville / diaspora",
        "entity_id": "ACT-V66-AUTHOR-ALAIN-MABANCKOU",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-ALAIN-MABANCKOU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Alain Mabanckou"
        },
        "evidence_strength": 48,
        "facets": [
          "author",
          "francophone",
          "diaspora"
        ],
        "name": "Alain Mabanckou",
        "observed_alignment": "literary-public-intellectual",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 48
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Alain Mabanckou",
          "Congo-Brazzaville / diaspora",
          "literature_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Francophone African writer and public intellectual. Evidence should track language, publication and public-education effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "global_african_presence",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-RUNOKO-RASHIDI",
        "entity_type": "historian",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-RUNOKO-RASHIDI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Runoko Rashidi"
        },
        "evidence_strength": 48,
        "facets": [
          "historian",
          "diaspora",
          "global_Africa"
        ],
        "name": "Runoko Rashidi",
        "observed_alignment": "public-history",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 48
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Runoko Rashidi",
          "United States / diaspora",
          "global_african_presence",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Public historian focused on global African presence. Evidence review should separate contribution, methods and source quality.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "open_source_software",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-TECH-MARK-SHUTTLEWORTH",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-MARK-SHUTTLEWORTH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mark Shuttleworth"
        },
        "evidence_strength": 58,
        "facets": [
          "tech",
          "open_source",
          "South Africa"
        ],
        "name": "Mark Shuttleworth",
        "observed_alignment": "open-source-business",
        "positive_components": {
          "A1": 70,
          "A10": 52,
          "A2": 60,
          "A3": 56,
          "A4": 68,
          "A5": 60,
          "A6": 42,
          "A7": 50,
          "A8": 60,
          "A9": 58
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 36,
          "R5": 20,
          "R8": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mark Shuttleworth",
          "South Africa",
          "open_source_software",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Technology entrepreneur linked to open-source infrastructure. Evaluate African capability transfer, local skills and ownership effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Brazil diaspora",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-030",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-030",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 030"
        },
        "evidence_strength": 42,
        "facets": [
          "regional_slot",
          "Brazil diaspora",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 030",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 60,
          "A10": 66,
          "A2": 58,
          "A3": 53,
          "A4": 56,
          "A5": 56,
          "A6": 56,
          "A7": 48,
          "A8": 48,
          "A9": 42
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 14,
          "R3": 12,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 43,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 030",
          "Brazil diaspora",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Brazil diaspora: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 21,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-BIZ-IYINOLUWA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-IYINOLUWA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Iyinoluwa Aboyeji / startup ecosystem"
        },
        "evidence_strength": 58,
        "name": "Iyinoluwa Aboyeji / startup ecosystem",
        "positive_components": {
          "A1": 71,
          "A10": 53,
          "A2": 61,
          "A3": 57,
          "A4": 69,
          "A5": 61,
          "A6": 43,
          "A7": 51,
          "A8": 61,
          "A9": 58
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 32,
          "R3": 32,
          "R4": 44,
          "R5": 28,
          "R8": 40
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Iyinoluwa Aboyeji / startup ecosystem",
          "Nigeria",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Iyinoluwa Aboyeji / startup ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "literature_culture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / global",
        "entity_id": "ACT-ACTIVE-CHIMAMANDA-ADICHIE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-CHIMAMANDA-ADICHIE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Chimamanda Ngozi Adichie / literary and narrative influence"
        },
        "evidence_strength": 70,
        "name": "Chimamanda Ngozi Adichie / literary and narrative influence",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 70
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Chimamanda Ngozi Adichie / literary and narrative influence",
          "Nigeria / global",
          "literature_culture",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-010",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-010",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 010 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 010 — health sovereignty",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 45
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 010 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-029",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-029",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 029 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 029 — media/narrative",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 44
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 029 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-047",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-047",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 047 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 047 — industrial maintenance",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 42
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 047 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-066",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-066",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 066 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 066 — education/pedagogy",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 41
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 066 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-079",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-079",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 079 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 079 — media/narrative",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 54
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 079 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-085",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-085",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 085 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 085 — energy/infrastructure",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 40
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 085 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-098",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-098",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 098 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 098 — archives/history",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 53
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 098 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-103",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-103",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 103 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 103 — cyber/data sovereignty",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 38
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 103 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-116",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-116",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 116 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 116 — education/pedagogy",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 51
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 116 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Suriname / Caribbean",
        "entity_id": "ACT-UNIV-ANTON-DE-KOM",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ANTON-DE-KOM",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Anton de Kom University of Suriname"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Anton de Kom University of Suriname",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 58,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Anton de Kom University of Suriname",
          "Suriname / Caribbean",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Caribbean/South American university with national-capability relevance. Needs verified research and public-impact evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-AIN-SHAMS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-AIN-SHAMS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ain Shams University"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Ain Shams University",
        "positive_components": {
          "A1": 60,
          "A10": 58,
          "A2": 60,
          "A3": 52,
          "A4": 54,
          "A5": 56,
          "A6": 60,
          "A7": 50,
          "A8": 55,
          "A9": 38
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 42,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Major Egyptian university. Profile requires capability evidence by health, engineering, data and public-interest research output.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "african_scientist_public_personality",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mauritius",
        "entity_id": "ACT-SCIENTIST-AMINA-GURIB-FAKIM",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-AMINA-GURIB-FAKIM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ameenah Gurib-Fakim"
        },
        "evidence_strength": 44,
        "facets": [
          "scientist",
          "public_personality",
          "biodiversity",
          "governance_review"
        ],
        "name": "Ameenah Gurib-Fakim",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 44
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Biodiversity scientist and former public official. Profile must separate scientific output from political/governance review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_scientist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-SCIENTIST-MAMOKGETHI-PHAKENG",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-MAMOKGETHI-PHAKENG",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mamokgethi Phakeng"
        },
        "evidence_strength": 42,
        "facets": [
          "scientist",
          "education",
          "university_leadership"
        ],
        "name": "Mamokgethi Phakeng",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Mathematics educator and university leader. Profile requires evidence on education, institutional leadership and public outcomes.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "pan_african_author",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African diaspora / USA",
        "entity_id": "ACT-AUTHOR-RUNOKO-RASHIDI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-RUNOKO-RASHIDI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Runoko Rashidi"
        },
        "evidence_strength": 46,
        "name": "Runoko Rashidi",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Runoko Rashidi",
          "African diaspora / USA",
          "pan_african_author",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Public Pan-African historical educator. Requires source-linked verification and criticism-aware profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_memory_gender",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-V66-AUTHOR-MA-YVONNE-VERA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-MA-YVONNE-VERA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Yvonne Vera"
        },
        "evidence_strength": 46,
        "facets": [
          "author",
          "gender",
          "memory"
        ],
        "name": "Yvonne Vera",
        "observed_alignment": "literary-memory",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 46
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Yvonne Vera",
          "Zimbabwe",
          "literature_memory_gender",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer relevant to memory, gender and violence. Source-linked educational impact needed.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 7,
        "category": "literature_public_intellectual",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-AUTHOR-ZAKES-MDA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-ZAKES-MDA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Zakes Mda"
        },
        "evidence_strength": 48,
        "facets": [
          "author",
          "South Africa",
          "public_intellectual"
        ],
        "name": "Zakes Mda",
        "observed_alignment": "literary-public-intellectual",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 48
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Zakes Mda",
          "South Africa",
          "literature_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer and public intellectual. Starter profile for cultural education and public debate.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_gender_memory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-V66-AUTHOR-PAULINA-CHIZIANE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-PAULINA-CHIZIANE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Paulina Chiziane"
        },
        "evidence_strength": 46,
        "facets": [
          "author",
          "Mozambique",
          "gender"
        ],
        "name": "Paulina Chiziane",
        "observed_alignment": "literary-social",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 46
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Paulina Chiziane",
          "Mozambique",
          "literature_gender_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Mozambican novelist engaging gender and society. Starter cultural-sovereignty profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "colonial_psychology_critique",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-INTELLECTUAL-BOBBY-WRIGHT",
        "entity_type": "psychologist",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-BOBBY-WRIGHT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bobby E. Wright"
        },
        "evidence_strength": 44,
        "facets": [
          "psychology",
          "colonial_critique",
          "diaspora"
        ],
        "name": "Bobby E. Wright",
        "observed_alignment": "critical-psychology-contested",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 44
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bobby E. Wright",
          "United States / diaspora",
          "colonial_psychology_critique",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Contested but influential voice in Black psychology and colonial violence critique. Requires careful source-linked review and contextualization.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 24,
        "category": "industrial_capability_business",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-POLICY-ALIKO-DANGOTE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ALIKO-DANGOTE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Aliko Dangote"
        },
        "evidence_strength": 58,
        "facets": [
          "business",
          "industry",
          "Nigeria"
        ],
        "name": "Aliko Dangote",
        "observed_alignment": "industrial-capital/contested",
        "positive_components": {
          "A1": 72,
          "A10": 54,
          "A2": 62,
          "A3": 58,
          "A4": 70,
          "A5": 62,
          "A6": 44,
          "A7": 52,
          "A8": 62,
          "A9": 58
        },
        "positive_score": 60,
        "red_flags": [],
        "risk_components": {
          "R1": 46,
          "R2": 36,
          "R3": 36,
          "R4": 48,
          "R5": 32,
          "R8": 44
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Aliko Dangote",
          "Nigeria",
          "industrial_capability_business",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Industrial business figure. Evaluate local production, monopoly risk, jobs, supply chain, pricing, state ties and African capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 10,
        "category": "culture_media_public_life",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-CULTURE-YOUSSOU-NDOUR",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-YOUSSOU-NDOUR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Youssou N'Dour"
        },
        "evidence_strength": 50,
        "facets": [
          "artist",
          "media",
          "Senegal"
        ],
        "name": "Youssou N'Dour",
        "observed_alignment": "culture-media",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 50
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Youssou N'Dour",
          "Senegal",
          "culture_media_public_life",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Musician/media/public figure. Evaluate cultural infrastructure, media ownership and public role.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "black_public_writing",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V66-CULTURE-TA-NEHISI-COATES",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-TA-NEHISI-COATES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ta-Nehisi Coates"
        },
        "evidence_strength": 50,
        "facets": [
          "author",
          "reparations",
          "diaspora"
        ],
        "name": "Ta-Nehisi Coates",
        "observed_alignment": "public-writing/reparations",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 50
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ta-Nehisi Coates",
          "United States / diaspora",
          "black_public_writing",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Public writer on race, reparations and power. Evaluate public education and evidence rigor.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "spoken_word_black_consciousness",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica",
        "entity_id": "ACT-V66-CULTURE-MUTABARUKA",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-MUTABARUKA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mutabaruka"
        },
        "evidence_strength": 46,
        "facets": [
          "artist",
          "Jamaica",
          "black_consciousness"
        ],
        "name": "Mutabaruka",
        "observed_alignment": "cultural-commentary",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 46
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mutabaruka",
          "Jamaica",
          "spoken_word_black_consciousness",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Dub poet and commentator. Evaluate Black consciousness, cultural education and public discourse.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-010",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-010",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 010"
        },
        "evidence_strength": 40,
        "facets": [
          "regional_slot",
          "Niger",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 010",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 60,
          "A10": 66,
          "A2": 58,
          "A3": 53,
          "A4": 56,
          "A5": 56,
          "A6": 56,
          "A7": 48,
          "A8": 48,
          "A9": 40
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 14,
          "R3": 12,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 42,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 010",
          "Niger",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Niger: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "digital_identity_domain_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie / Afrique",
        "entity_id": "ACT-ACTIVE-SOPHIA-BEKELLE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-SOPHIA-BEKELLE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sophia Bekele / African digital identity and domain governance"
        },
        "evidence_strength": 52,
        "name": "Sophia Bekele / African digital identity and domain governance",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 52
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sophia Bekele / African digital identity and domain governance",
          "Éthiopie / Afrique",
          "digital_identity_domain_governance",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "art_cultural_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / global",
        "entity_id": "ACT-ACTIVE-WANGECHI-MUTU",
        "entity_type": "artist_or_cultural_actor",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-WANGECHI-MUTU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Wangechi Mutu / visual art and narrative sovereignty"
        },
        "evidence_strength": 58,
        "name": "Wangechi Mutu / visual art and narrative sovereignty",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 58
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Wangechi Mutu / visual art and narrative sovereignty",
          "Kenya / global",
          "art_cultural_sovereignty",
          "contributor"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-009",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-009",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 009 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 009 — media/narrative",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 44
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 009 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-027",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-027",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 027 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 027 — industrial maintenance",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 42
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 027 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-028",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-028",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 028 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 028 — archives/history",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 43
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 028 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-046",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-046",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 046 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 046 — education/pedagogy",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 41
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 046 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-065",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-065",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 065 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 065 — energy/infrastructure",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 40
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 065 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-078",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-078",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 078 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 078 — archives/history",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 53
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 078 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-084",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-084",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 084 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 084 — law/anti-capture",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 39
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 084 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-097",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-097",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 097 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 097 — industrial maintenance",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 52
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 097 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-102",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-102",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 102 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 102 — Mandombe/cognition",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 37
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 102 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-115",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-115",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 115 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 115 — energy/infrastructure",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 50
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 115 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-121",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-121",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 121 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 121 — food sovereignty",
        "positive_components": {
          "A1": 59,
          "A10": 54,
          "A2": 67,
          "A3": 59,
          "A4": 54,
          "A5": 59,
          "A6": 74,
          "A7": 59,
          "A8": 59,
          "A9": 36
        },
        "positive_score": 59,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 121 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-134",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-134",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 134 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 134 — law/anti-capture",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 49
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 134 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 14,
        "category": "haiti_public_university_capacity",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haïti / Caribbean",
        "entity_id": "ACT-UNIV-UEH",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UEH",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "university",
            "caribbean",
            "haiti",
            "public_university",
            "fragility_context"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Sovereign output exists as national public university capacity, but score is constrained by instability, resource fragility and limited verified innovation/publication data in this seed.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Université d'État d'Haïti",
              "note": "Official programme range including sciences, medicine, law, agronomy and humanities.",
              "ref": "ueh_official",
              "url": "https://ueh.edu.ht/"
            }
          ],
          "title": "Université d'État d'Haïti (UEH)"
        },
        "evidence_strength": 56,
        "facets": [
          "university",
          "caribbean",
          "haiti",
          "public_university",
          "fragility_context"
        ],
        "name": "Université d'État d'Haïti (UEH)",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 56
        },
        "positive_score": 55,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 34,
          "R3": 34,
          "R4": 34,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Sovereign output exists as national public university capacity, but score is constrained by instability, resource fragility and limited verified innovation/publication data in this seed.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Haïti / Caribbean",
          "Université d'État d'Haïti (UEH)",
          "caribbean",
          "contributor",
          "fragility_context",
          "haiti",
          "haiti_public_university_capacity",
          "public_university",
          "university"
        ],
        "source": "seed",
        "source_refs": [
          "ueh_official"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Largest/central public university infrastructure in Haiti with programmes across science, medicine, law, agronomy and humanities, operating under severe national instability and resource constraints.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-UNIV-CARIBBEAN-MARITIME",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CARIBBEAN-MARITIME",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Caribbean Maritime University"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Caribbean Maritime University",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 42
        },
        "positive_score": 58,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Caribbean Maritime University",
          "Jamaica / Caribbean",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Maritime/logistics institution with strategic capability relevance. Score depends on governance, certification, jobs and regional deployment evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-OAU-IFE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-OAU-IFE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Obafemi Awolowo University"
        },
        "evidence_strength": 36,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "Obafemi Awolowo University",
        "positive_components": {
          "A1": 59,
          "A10": 57,
          "A2": 59,
          "A3": 51,
          "A4": 53,
          "A5": 55,
          "A6": 59,
          "A7": 49,
          "A8": 54,
          "A9": 36
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Nigerian public university with historic intellectual role. Needs capability-output evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-UNIV-MBARARA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MBARARA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mbarara University of Science and Technology"
        },
        "evidence_strength": 36,
        "facets": [
          "university",
          "health",
          "east_africa"
        ],
        "name": "Mbarara University of Science and Technology",
        "positive_components": {
          "A1": 59,
          "A10": 57,
          "A2": 59,
          "A3": 51,
          "A4": 53,
          "A5": 55,
          "A6": 59,
          "A7": 49,
          "A8": 54,
          "A9": 36
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Ugandan science/technology university. Needs health, lab and regional capability evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "geology_resource_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzania",
        "entity_id": "ACT-V66-SCIENTIST-SOSPETER-MUHONGO",
        "entity_type": "scientist",
        "evidence_profile": {
          "actor_id": "ACT-V66-SCIENTIST-SOSPETER-MUHONGO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sospeter Muhongo"
        },
        "evidence_strength": 46,
        "facets": [
          "scientist",
          "geology",
          "resource_governance"
        ],
        "name": "Sospeter Muhongo",
        "observed_alignment": "science-policy",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 46
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sospeter Muhongo",
          "Tanzania",
          "geology_resource_governance",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Geologist and public figure. Evaluate scientific output, resource governance roles and public accountability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 15,
        "category": "anti_counterfeit_policy_tech",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-TECH-BRIGHT-SIMONS",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-BRIGHT-SIMONS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bright Simons"
        },
        "evidence_strength": 50,
        "facets": [
          "tech",
          "policy",
          "Ghana"
        ],
        "name": "Bright Simons",
        "observed_alignment": "tech-policy",
        "positive_components": {
          "A1": 70,
          "A10": 52,
          "A2": 60,
          "A3": 56,
          "A4": 68,
          "A5": 60,
          "A6": 42,
          "A7": 50,
          "A8": 60,
          "A9": 50
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 34,
          "R5": 18,
          "R8": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bright Simons",
          "Ghana",
          "anti_counterfeit_policy_tech",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Technology entrepreneur and policy commentator. Evaluate anti-counterfeit tools, public policy impact and evidence quality.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "startup_ecosystem_fintech",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-TECH-IYIN-ABOYEJI",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-IYIN-ABOYEJI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Iyinoluwa Aboyeji"
        },
        "evidence_strength": 52,
        "facets": [
          "tech",
          "fintech",
          "Nigeria"
        ],
        "name": "Iyinoluwa Aboyeji",
        "observed_alignment": "startup-ecosystem",
        "positive_components": {
          "A1": 70,
          "A10": 52,
          "A2": 60,
          "A3": 56,
          "A4": 68,
          "A5": 60,
          "A6": 42,
          "A7": 50,
          "A8": 60,
          "A9": 52
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 36,
          "R5": 20,
          "R8": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Iyinoluwa Aboyeji",
          "Nigeria",
          "startup_ecosystem_fintech",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Tech ecosystem builder and investor. Evaluate job creation, ownership, governance and dependency risks.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-040",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-040",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 040"
        },
        "evidence_strength": 34,
        "facets": [
          "regional_slot",
          "Niger",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 040",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 60,
          "A10": 66,
          "A2": 58,
          "A3": 53,
          "A4": 56,
          "A5": 56,
          "A6": 56,
          "A7": 48,
          "A8": 48,
          "A9": 34
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 14,
          "R3": 12,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 41,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 040",
          "Niger",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Niger: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 18,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-BIZ-PATRICK-AWUAH",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-PATRICK-AWUAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrick Awuah / Ashesi ecosystem"
        },
        "evidence_strength": 54,
        "name": "Patrick Awuah / Ashesi ecosystem",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 54
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 37,
          "R2": 27,
          "R3": 27,
          "R4": 39,
          "R5": 23,
          "R8": 35
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patrick Awuah / Ashesi ecosystem",
          "Ghana",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Patrick Awuah / Ashesi ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-045",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-045",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 045 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 045 — energy/infrastructure",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 40
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 045 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-058",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-058",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 058 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 058 — archives/history",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 53
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 058 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-059",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-059",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 059 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 059 — media/narrative",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 54
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 059 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-064",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-064",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 064 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 064 — law/anti-capture",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 39
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 064 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-077",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-077",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 077 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 077 — industrial maintenance",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 52
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 077 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-082",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-082",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 082 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 082 — Mandombe/cognition",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 37
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 082 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-083",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-083",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 083 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 083 — cyber/data sovereignty",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 38
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 083 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-096",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-096",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 096 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 096 — education/pedagogy",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 51
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 096 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-101",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-101",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 101 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 101 — food sovereignty",
        "positive_components": {
          "A1": 57,
          "A10": 52,
          "A2": 65,
          "A3": 57,
          "A4": 52,
          "A5": 57,
          "A6": 72,
          "A7": 57,
          "A8": 57,
          "A9": 36
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 101 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-114",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-114",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 114 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 114 — law/anti-capture",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 49
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 114 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-120",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-120",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 120 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 120 — health sovereignty",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 35
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 120 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-133",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-133",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 133 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 133 — cyber/data sovereignty",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 48
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 133 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "digital_policy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-ACTIVE-BITANGE-NDEMO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BITANGE-NDEMO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bitange Ndemo"
        },
        "evidence_strength": 62,
        "name": "Bitange Ndemo",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 62
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bitange Ndemo",
          "Kenya",
          "digital_policy",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Digital policy and infrastructure actor; assess national capability versus foreign platform dependency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "state_execution_trajectory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-ACTIVE-SAMIA-SULUHU",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-SAMIA-SULUHU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Samia Suluhu Hassan / Tanzania apparatus"
        },
        "evidence_strength": 62,
        "name": "Samia Suluhu Hassan / Tanzania apparatus",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 62
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Samia Suluhu Hassan / Tanzania apparatus",
          "Tanzanie",
          "state_execution_trajectory",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Current governance profile; score through food/energy/industrial outputs, rights and auditability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Belize / Caribbean",
        "entity_id": "ACT-UNIV-BELIZE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BELIZE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Belize"
        },
        "evidence_strength": 40,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Belize",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 40
        },
        "positive_score": 56,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Belize / Caribbean",
          "University of Belize",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university with development relevance. No strong verified sovereign output yet in seed; needs evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-ASSUIT",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ASSUIT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Assiut University"
        },
        "evidence_strength": 36,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Assiut University",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 36
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Large Egyptian public university; useful for North African capability mapping once research outputs and local impact are linked.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-MANSOURA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MANSOURA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mansoura University"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "health",
          "north_africa"
        ],
        "name": "Mansoura University",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Egyptian public university with health/science capacity potential. Needs source-linked impact mapping.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-ALEXANDRIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ALEXANDRIA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Alexandria University"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Alexandria University",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Major Egyptian institution. Sovereign contribution to be evaluated by useful science, public health, engineering and African cooperation.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "african_university_religious_knowledge",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Egypt",
        "entity_id": "ACT-UNIV-AL-AZHAR",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-AL-AZHAR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Al-Azhar University"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "religious_institution",
          "north_africa"
        ],
        "name": "Al-Azhar University",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 38
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Historic knowledge institution. Needs careful evaluation across education, religious scholarship, African knowledge transmission and plural public benefit.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-RABAT-MOHAMMED-V",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-RABAT-MOHAMMED-V",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mohammed V University in Rabat"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Mohammed V University in Rabat",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Moroccan public university with research relevance. Requires source-linked capability record.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-HASSAN-II",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-HASSAN-II",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Hassan II University of Casablanca"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "Hassan II University of Casablanca",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Moroccan university with research and training capacity; score provisional pending evidence matrix.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-UNIV-OUAGADOUGOU",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-OUAGADOUGOU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Joseph Ki-Zerbo"
        },
        "evidence_strength": 36,
        "facets": [
          "university",
          "west_africa",
          "sahel"
        ],
        "name": "Université Joseph Ki-Zerbo",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 36
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Burkinabè public university with relevance to sovereignty, history and social-science capability. Needs linked evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-UNIV-BAMAKO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BAMAKO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université des Sciences, des Techniques et des Technologies de Bamako"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "science",
          "sahel"
        ],
        "name": "Université des Sciences, des Techniques et des Technologies de Bamako",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Malian science/technology university. Needs evidence around training, labs, public health and sovereign capability under pressure.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-UNIV-UDS-GHANA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-UDS-GHANA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University for Development Studies"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "development",
          "west_africa"
        ],
        "name": "University for Development Studies",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Ghanaian public university with development mandate. Needs evidence on local development and community capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "african_health_tech",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Diaspora",
        "entity_id": "ACT-SCIENTIST-NNEKA-MOBISSON",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-NNEKA-MOBISSON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nneka Mobisson"
        },
        "evidence_strength": 38,
        "facets": [
          "tech_owner",
          "health",
          "researcher",
          "diaspora"
        ],
        "name": "Nneka Mobisson",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 38
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 14,
          "R4": 13,
          "R5": 12,
          "R9": 16
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Health-technology builder profile. Needs evidence on deployment, ownership, patient impact and data governance.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 13,
        "category": "technology_training_ecosystem",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African / Diaspora",
        "entity_id": "ACT-TECH-ANDELA-ECOSYSTEM",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-TECH-ANDELA-ECOSYSTEM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Andela ecosystem"
        },
        "evidence_strength": 44,
        "facets": [
          "tech_training",
          "diaspora",
          "dependency_review"
        ],
        "name": "Andela ecosystem",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 44
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 24,
          "R4": 23,
          "R5": 22,
          "R9": 26
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Software talent pipeline. Sovereign value depends on local ownership, retention, skill depth and whether value escapes outward.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "anti_colonial_statecraft",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinea",
        "entity_id": "ACT-V66-INTELLECTUAL-SEKOU-TOURE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-INTELLECTUAL-SEKOU-TOURE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ahmed Sékou Touré"
        },
        "evidence_strength": 46,
        "facets": [
          "statecraft",
          "Guinea",
          "anti_colonial"
        ],
        "name": "Ahmed Sékou Touré",
        "observed_alignment": "anti-colonial-contested-governance",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 40,
          "R2": 40,
          "R3": 40,
          "R4": 40,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ahmed Sékou Touré",
          "Guinea",
          "anti_colonial_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Anti-colonial leader with contested governance record. Profile must separate sovereignty stance, repression allegations, institutions and rights evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 13,
        "category": "anti_counterfeit_technology",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / diaspora",
        "entity_id": "ACT-V66-TECH-ASHIFI-GOGO",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-ASHIFI-GOGO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ashifi Gogo"
        },
        "evidence_strength": 50,
        "facets": [
          "tech",
          "anti_counterfeit",
          "Ghana"
        ],
        "name": "Ashifi Gogo",
        "observed_alignment": "supply-chain-tech",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 50
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 30,
          "R5": 14,
          "R8": 26
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ashifi Gogo",
          "Ghana / diaspora",
          "anti_counterfeit_technology",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Founder associated with anti-counterfeit technology. Assess local ownership, adoption and health/supply-chain impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "economic_policy_research",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / diaspora",
        "entity_id": "ACT-V66-POLICY-ZEINAB-USMAN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ZEINAB-USMAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Zainab Usman"
        },
        "evidence_strength": 46,
        "facets": [
          "policy",
          "economics",
          "Nigeria"
        ],
        "name": "Zainab Usman",
        "observed_alignment": "policy-research",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 46
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Zainab Usman",
          "Nigeria / diaspora",
          "economic_policy_research",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Economic-policy researcher. Evaluate policy outputs, funding, institutional location and African capability implications.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "economic_policy_finance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / global",
        "entity_id": "ACT-V66-POLICY-VERA-SONGWE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-VERA-SONGWE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Vera Songwe"
        },
        "evidence_strength": 48,
        "facets": [
          "economics",
          "finance",
          "Cameroon"
        ],
        "name": "Vera Songwe",
        "observed_alignment": "economic-policy/global-institutional",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 48
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Vera Songwe",
          "Cameroon / global",
          "economic_policy_finance",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Economic-policy figure. Evaluate finance, climate, debt and capability-transfer implications.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "sovereignty_security_statecraft",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-V66-POLICY-IBRAHIM-TRAORE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-IBRAHIM-TRAORE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ibrahim Traoré"
        },
        "evidence_strength": 46,
        "facets": [
          "statecraft",
          "Burkina Faso",
          "sovereignty"
        ],
        "name": "Ibrahim Traoré",
        "observed_alignment": "sovereignty-security/contested",
        "positive_components": {
          "A1": 58,
          "A10": 53,
          "A2": 66,
          "A3": 58,
          "A4": 53,
          "A5": 58,
          "A6": 73,
          "A7": 58,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 58,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 42,
          "R3": 42,
          "R4": 42,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ibrahim Traoré",
          "Burkina Faso",
          "sovereignty_security_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on security, sovereignty, rights, media freedom, economy and civilian protection.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 10,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Somalia",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-017",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-017",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 017"
        },
        "evidence_strength": 47,
        "facets": [
          "regional_slot",
          "Somalia",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 017",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 47
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 23,
          "R2": 23,
          "R3": 23,
          "R4": 23,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 017",
          "Somalia",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Somalia: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_legal-rights_advocate",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-020",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-020",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Legal-Rights Advocate Profile 020"
        },
        "evidence_strength": 32,
        "facets": [
          "regional_slot",
          "Zimbabwe",
          "regional legal-rights advocate"
        ],
        "name": "Regional Regional Legal-Rights Advocate Profile 020",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 60,
          "A10": 66,
          "A2": 58,
          "A3": 53,
          "A4": 56,
          "A5": 56,
          "A6": 56,
          "A7": 48,
          "A8": 48,
          "A9": 32
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 14,
          "R3": 12,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 40,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Legal-Rights Advocate Profile 020",
          "Zimbabwe",
          "regional_legal-rights_advocate",
          "active_builder"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Zimbabwe: regional legal-rights advocate. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-008",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-008",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 008 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 008 — archives/history",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 43
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 008 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-026",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-026",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 026 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 026 — education/pedagogy",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 41
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 026 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-039",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-039",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 039 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 039 — media/narrative",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 54
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 039 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-057",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-057",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 057 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 057 — industrial maintenance",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 52
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 057 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-063",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-063",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 063 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 063 — cyber/data sovereignty",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 38
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 063 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-076",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-076",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 076 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 076 — education/pedagogy",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 51
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 076 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-081",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-081",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 081 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 081 — food sovereignty",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 36
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 081 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-095",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-095",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 095 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 095 — energy/infrastructure",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 50
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 095 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-100",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-100",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 100 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 100 — health sovereignty",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 35
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 100 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-113",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-113",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 113 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 113 — cyber/data sovereignty",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 48
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 113 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-132",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-132",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 132 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 132 — Mandombe/cognition",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 47
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 132 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 12,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Sudan",
        "entity_id": "ACT-UNIV-JUBA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-JUBA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Juba"
        },
        "evidence_strength": 42,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Juba",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 42
        },
        "positive_score": 56,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "South Sudan",
          "University of Juba",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "National university in a fragile-state context. Current score is cautious and requires strong evidence of active output and protection impact.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Seychelles",
        "entity_id": "ACT-UNIV-SEYCHELLES",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SEYCHELLES",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Seychelles"
        },
        "evidence_strength": 40,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Seychelles",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 40
        },
        "positive_score": 55,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Seychelles",
          "University of Seychelles",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Small-island university infrastructure. Provisional score until research, climate, maritime and public-sector outputs are documented.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tunisia",
        "entity_id": "ACT-UNIV-SFAX",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SFAX",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Sfax"
        },
        "evidence_strength": 35,
        "facets": [
          "university",
          "north_africa",
          "engineering"
        ],
        "name": "University of Sfax",
        "positive_components": {
          "A1": 57,
          "A10": 55,
          "A2": 57,
          "A3": 49,
          "A4": 51,
          "A5": 53,
          "A6": 57,
          "A7": 47,
          "A8": 52,
          "A9": 35
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Tunisian university with science and engineering relevance. Provisional until research-to-capability evidence is linked.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-UNIV-FELIX-HOUPHOUET",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-FELIX-HOUPHOUET",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Félix Houphouët-Boigny"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "Université Félix Houphouët-Boigny",
        "positive_components": {
          "A1": 57,
          "A10": 55,
          "A2": 57,
          "A3": 49,
          "A4": 51,
          "A5": 53,
          "A6": 57,
          "A7": 47,
          "A8": 52,
          "A9": 34
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Major Ivorian public university. Needs evidence matrix on useful science, institutions and regional contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-EGERTON",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-EGERTON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Egerton University"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "agriculture",
          "east_africa"
        ],
        "name": "Egerton University",
        "positive_components": {
          "A1": 57,
          "A10": 55,
          "A2": 57,
          "A3": 49,
          "A4": 51,
          "A5": 53,
          "A6": 57,
          "A7": 47,
          "A8": 52,
          "A9": 34
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Kenyan public university with agricultural relevance. Needs evidence for food sovereignty and applied research.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "regional_institution",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Caribbean",
        "entity_id": "ACT-INST-CARICOM",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-INST-CARICOM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CARICOM knowledge and policy ecosystem"
        },
        "evidence_strength": 36,
        "facets": [
          "public_institution",
          "caribbean",
          "regional_governance"
        ],
        "name": "CARICOM knowledge and policy ecosystem",
        "positive_components": {
          "A1": 57,
          "A10": 55,
          "A2": 57,
          "A3": 49,
          "A4": 51,
          "A5": 53,
          "A6": 57,
          "A7": 47,
          "A8": 52,
          "A9": 36
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Regional policy ecosystem. Score must track actual implementation, not only declarations.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "caribbean_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Puerto Rico / Caribbean",
        "entity_id": "ACT-UNIV-PUERTO-RICO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-PUERTO-RICO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Puerto Rico"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "caribbean",
          "coloniality_review"
        ],
        "name": "University of Puerto Rico",
        "positive_components": {
          "A1": 58,
          "A10": 56,
          "A2": 58,
          "A3": 50,
          "A4": 52,
          "A5": 54,
          "A6": 58,
          "A7": 48,
          "A8": 53,
          "A9": 38
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 20,
          "R4": 19,
          "R5": 18,
          "R9": 22
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 39,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Large Caribbean university system. Profile must handle political status, coloniality, science output and regional benefit carefully.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_diaspora",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe / diaspora",
        "entity_id": "ACT-V66-AUTHOR-NOVIOLET",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-NOVIOLET",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "NoViolet Bulawayo"
        },
        "evidence_strength": 42,
        "facets": [
          "author",
          "diaspora",
          "literature"
        ],
        "name": "NoViolet Bulawayo",
        "observed_alignment": "diaspora-literary",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "NoViolet Bulawayo",
          "Zimbabwe / diaspora",
          "literature_diaspora",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Contemporary novelist relevant to migration, diaspora and postcolonial experience. Starter profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_identity",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / diaspora",
        "entity_id": "ACT-V66-AUTHOR-LEILA-ABOULELA",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-LEILA-ABOULELA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Leila Aboulela"
        },
        "evidence_strength": 42,
        "facets": [
          "author",
          "Sudan",
          "diaspora"
        ],
        "name": "Leila Aboulela",
        "observed_alignment": "literary-cultural",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Leila Aboulela",
          "Sudan / diaspora",
          "literature_identity",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Sudanese writer relevant to migration, faith, gender and identity. Starter public-literary profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_public_service",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-V66-AUTHOR-GRACE-OGOT",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-GRACE-OGOT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Grace Ogot"
        },
        "evidence_strength": 42,
        "facets": [
          "author",
          "Kenya",
          "public_service"
        ],
        "name": "Grace Ogot",
        "observed_alignment": "literary-public-service",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Grace Ogot",
          "Kenya",
          "literature_public_service",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Kenyan writer and public figure. Starter profile requiring public-service and literary impact evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 13,
        "category": "software_business",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-TECH-HERMAN-CHINERY-HESSE",
        "entity_type": "tech_owner",
        "evidence_profile": {
          "actor_id": "ACT-V66-TECH-HERMAN-CHINERY-HESSE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Herman Chinery-Hesse"
        },
        "evidence_strength": 46,
        "facets": [
          "tech",
          "software",
          "Ghana"
        ],
        "name": "Herman Chinery-Hesse",
        "observed_alignment": "African-software-business",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 46
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 30,
          "R5": 14,
          "R8": 26
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Herman Chinery-Hesse",
          "Ghana",
          "software_business",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Ghanaian software entrepreneur. Evaluate local software capability, business continuity and regional impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 19,
        "category": "statecraft_development_security",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-V66-POLICY-PAUL-KAGAME",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-PAUL-KAGAME",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Paul Kagame"
        },
        "evidence_strength": 52,
        "facets": [
          "statecraft",
          "Rwanda",
          "security"
        ],
        "name": "Paul Kagame",
        "observed_alignment": "development-security/contested",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 52
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 48,
          "R2": 48,
          "R3": 48,
          "R4": 48,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Paul Kagame",
          "Rwanda",
          "statecraft_development_security",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring strict separation of development/state-capacity claims, rights concerns, regional-security allegations and evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 12,
        "category": "sovereignty_reform_statecraft",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-POLICY-BASSIROU-DIOMAYE-FAYE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-BASSIROU-DIOMAYE-FAYE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bassirou Diomaye Faye"
        },
        "evidence_strength": 42,
        "facets": [
          "statecraft",
          "Senegal",
          "reform"
        ],
        "name": "Bassirou Diomaye Faye",
        "observed_alignment": "sovereignty-reform/provisional",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 42
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 30,
          "R3": 30,
          "R4": 30,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bassirou Diomaye Faye",
          "Senegal",
          "sovereignty_reform_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring time-series evidence on reforms, sovereignty, economy, rights and institutional delivery.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_health_scientist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Suriname",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-028",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-028",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 028"
        },
        "evidence_strength": 40,
        "facets": [
          "regional_slot",
          "Suriname",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 028",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 40
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 39,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 028",
          "Suriname",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Suriname: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-BIZ-SAFARICOM",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-SAFARICOM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Safaricom infrastructure and data footprint"
        },
        "evidence_strength": 62,
        "name": "Safaricom infrastructure and data footprint",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 62
        },
        "positive_score": 57,
        "red_flags": [],
        "risk_components": {
          "R1": 57,
          "R2": 47,
          "R3": 47,
          "R4": 59,
          "R5": 43,
          "R8": 55
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Safaricom infrastructure and data footprint",
          "Kenya",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Safaricom infrastructure and data footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 14,
        "category": "digital_policy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-ACTIVE-BITANGE-NDEMO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BITANGE-NDEMO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bitange Ndemo / Kenya digital policy and education"
        },
        "evidence_strength": 58,
        "name": "Bitange Ndemo / Kenya digital policy and education",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 58
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 34,
          "R3": 34,
          "R4": 34,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bitange Ndemo / Kenya digital policy and education",
          "Kenya",
          "digital_policy",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-007",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-007",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 007 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 007 — industrial maintenance",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 42
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 007 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-STARTER-AUTHOR-019",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-019",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 019 — media/narrative"
        },
        "evidence_strength": 54,
        "name": "Starter African researcher/author 019 — media/narrative",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 54
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 019 — media/narrative",
          "Rwanda",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-025",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-025",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 025 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 025 — energy/infrastructure",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 40
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 025 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-038",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-038",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 038 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 038 — archives/history",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 53
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 038 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-044",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-044",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 044 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 044 — law/anti-capture",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 39
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 044 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-056",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-056",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 056 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 056 — education/pedagogy",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 51
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 056 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-075",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-075",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 075 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 075 — energy/infrastructure",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 50
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 075 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-093",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-093",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 093 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 093 — cyber/data sovereignty",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 48
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 093 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-094",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-094",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 094 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 094 — law/anti-capture",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 49
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 094 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-112",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-112",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 112 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 112 — Mandombe/cognition",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 47
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 112 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-131",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-131",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 131 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 131 — food sovereignty",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 46
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 131 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 14,
        "category": "finance_global_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / global trade",
        "entity_id": "ACT-ACTIVE-NGOZI-OKONJO-IWEALA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-NGOZI-OKONJO-IWEALA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ngozi Okonjo-Iweala"
        },
        "evidence_strength": 74,
        "name": "Ngozi Okonjo-Iweala",
        "positive_components": {
          "A1": 45,
          "A10": 40,
          "A2": 53,
          "A3": 45,
          "A4": 40,
          "A5": 45,
          "A6": 60,
          "A7": 45,
          "A8": 45,
          "A9": 74
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 35,
          "R2": 35,
          "R3": 35,
          "R4": 35,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ngozi Okonjo-Iweala",
          "Nigeria / global trade",
          "finance_global_governance",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Global governance actor. Useful capacity and dependency risks must be scored separately.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Comoros",
        "entity_id": "ACT-UNIV-COMOROS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-COMOROS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Université des Comores"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Université des Comores",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 38
        },
        "positive_score": 54,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Comoros",
          "Université des Comores",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Small-island national university infrastructure. No strong verified sovereign output yet in this seed; backend evidence can raise the score.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Curaçao / Caribbean",
        "entity_id": "ACT-UNIV-CURACAO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CURACAO",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Curaçao"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Curaçao",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 38
        },
        "positive_score": 54,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Curaçao / Caribbean",
          "University of Curaçao",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Caribbean higher-education institution. Sovereign output not yet verified in seed; add official research and public-policy evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica / Caribbean",
        "entity_id": "ACT-UNIV-NORTHERN-CARIBBEAN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NORTHERN-CARIBBEAN",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "Northern Caribbean University"
        },
        "evidence_strength": 38,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "Northern Caribbean University",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 38
        },
        "positive_score": 54,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Jamaica / Caribbean",
          "Northern Caribbean University",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Private university. No strong sovereign output verified in seed; add research, community and technology evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 22,
        "category": "finance_philanthropy_entrepreneurship",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-POLICY-TONY-ELUMELU",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-TONY-ELUMELU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tony Elumelu"
        },
        "evidence_strength": 52,
        "facets": [
          "business",
          "finance",
          "philanthropy"
        ],
        "name": "Tony Elumelu",
        "observed_alignment": "finance-philanthropy/contested",
        "positive_components": {
          "A1": 68,
          "A10": 50,
          "A2": 58,
          "A3": 54,
          "A4": 66,
          "A5": 58,
          "A6": 40,
          "A7": 48,
          "A8": 58,
          "A9": 52
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 44,
          "R2": 34,
          "R3": 34,
          "R4": 46,
          "R5": 30,
          "R8": 42
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Tony Elumelu",
          "Nigeria",
          "finance_philanthropy_entrepreneurship",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Finance/philanthropy figure. Evaluate entrepreneurship support, banking power, ownership transfer, jobs and dependency effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "caribbean_poetry",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica",
        "entity_id": "ACT-V66-CULTURE-MERVYN-MORRIS",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-MERVYN-MORRIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mervyn Morris"
        },
        "evidence_strength": 42,
        "facets": [
          "poet",
          "Caribbean",
          "Jamaica"
        ],
        "name": "Mervyn Morris",
        "observed_alignment": "Caribbean-literary",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 42
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mervyn Morris",
          "Jamaica",
          "caribbean_poetry",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Caribbean poet/scholar. Starter cultural-literary profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "regional_health_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-008",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-008",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 008"
        },
        "evidence_strength": 38,
        "facets": [
          "regional_slot",
          "Senegal",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 008",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 38
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 008",
          "Senegal",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Senegal: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haiti",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-027",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-027",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 027"
        },
        "evidence_strength": 39,
        "facets": [
          "regional_slot",
          "Haiti",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 027",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 39
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 38,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 027",
          "Haiti",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Haiti: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 15,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / Afrique",
        "entity_id": "ACT-BIZ-MO-IBRAHIM",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-MO-IBRAHIM",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mo Ibrahim / governance and telecom ecosystem"
        },
        "evidence_strength": 50,
        "name": "Mo Ibrahim / governance and telecom ecosystem",
        "positive_components": {
          "A1": 65,
          "A10": 47,
          "A2": 55,
          "A3": 51,
          "A4": 63,
          "A5": 55,
          "A6": 37,
          "A7": 45,
          "A8": 55,
          "A9": 50
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 34,
          "R5": 18,
          "R8": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mo Ibrahim / governance and telecom ecosystem",
          "Sudan / Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Mo Ibrahim / governance and telecom ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-BIZ-HERMAN-CHINERY-HESSE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-HERMAN-CHINERY-HESSE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Herman Chinery-Hesse / software ecosystem"
        },
        "evidence_strength": 70,
        "name": "Herman Chinery-Hesse / software ecosystem",
        "positive_components": {
          "A1": 65,
          "A10": 47,
          "A2": 55,
          "A3": 51,
          "A4": 63,
          "A5": 55,
          "A6": 37,
          "A7": 45,
          "A8": 55,
          "A9": 70
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 57,
          "R2": 47,
          "R3": 47,
          "R4": 59,
          "R5": 43,
          "R8": 55
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Herman Chinery-Hesse / software ecosystem",
          "Ghana",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Herman Chinery-Hesse / software ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "political_theory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun / Afrique",
        "entity_id": "ACT-ACTIVE-ACHILLE-MBEMBE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-ACHILLE-MBEMBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Achille Mbembe / political theory and critique"
        },
        "evidence_strength": 66,
        "name": "Achille Mbembe / political theory and critique",
        "positive_components": {
          "A1": 44,
          "A10": 39,
          "A2": 52,
          "A3": 44,
          "A4": 39,
          "A5": 44,
          "A6": 59,
          "A7": 44,
          "A8": 44,
          "A9": 66
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Achille Mbembe / political theory and critique",
          "Cameroun / Afrique",
          "political_theory",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-006",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-006",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 006 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 006 — education/pedagogy",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 41
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 006 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Bénin",
        "entity_id": "ACT-STARTER-AUTHOR-018",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-018",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 018 — archives/history"
        },
        "evidence_strength": 53,
        "name": "Starter African researcher/author 018 — archives/history",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 53
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 018 — archives/history",
          "Bénin",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-024",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-024",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 024 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 024 — law/anti-capture",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 39
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 024 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-STARTER-AUTHOR-037",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-037",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 037 — industrial maintenance"
        },
        "evidence_strength": 52,
        "name": "Starter African researcher/author 037 — industrial maintenance",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 52
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 037 — industrial maintenance",
          "Côte d’Ivoire",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-043",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-043",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 043 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 043 — cyber/data sovereignty",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 38
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 043 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-STARTER-AUTHOR-055",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-055",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 055 — energy/infrastructure"
        },
        "evidence_strength": 50,
        "name": "Starter African researcher/author 055 — energy/infrastructure",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 50
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 055 — energy/infrastructure",
          "Zimbabwe",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-061",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-061",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 061 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 061 — food sovereignty",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 36
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 17,
          "R2": 17,
          "R3": 17,
          "R4": 17,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 061 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-062",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-062",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 062 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 062 — Mandombe/cognition",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 37
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 062 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-074",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-074",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 074 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 074 — law/anti-capture",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 49
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 074 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-080",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-080",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 080 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 080 — health sovereignty",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 35
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 080 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-092",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-092",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 092 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 092 — Mandombe/cognition",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 47
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 092 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-111",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-111",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 111 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 111 — food sovereignty",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 46
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 111 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-130",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-130",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 130 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 130 — health sovereignty",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 45
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 130 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "diaspora_researcher",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "African Diaspora",
        "entity_id": "ACT-RESEARCH-MAULANA-KARENGA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-MAULANA-KARENGA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Maulana Karenga"
        },
        "evidence_strength": 44,
        "facets": [
          "researcher",
          "author",
          "diaspora",
          "culture",
          "review_required"
        ],
        "name": "Maulana Karenga",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 44
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Cultural nationalist scholar and creator of Kwanzaa. Profile requires balanced evidence and context.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 4,
        "category": "african_researcher",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-RESEARCH-BETHWELL-OGOT",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-BETHWELL-OGOT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bethwell Allan Ogot"
        },
        "evidence_strength": 38,
        "facets": [
          "researcher",
          "historian",
          "east_africa"
        ],
        "name": "Bethwell Allan Ogot",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 38
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 9,
          "R2": 9,
          "R3": 7,
          "R4": 6,
          "R5": 5,
          "R9": 9
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Historian of East Africa. Provisional profile pending bibliography and institutional contribution mapping.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_law_memory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-V66-AUTHOR-PETTINA-GAPPAH",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-PETTINA-GAPPAH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Pettina Gappah"
        },
        "evidence_strength": 40,
        "facets": [
          "author",
          "law",
          "Zimbabwe"
        ],
        "name": "Pettina Gappah",
        "observed_alignment": "literary-legal",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 40
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Pettina Gappah",
          "Zimbabwe",
          "literature_law_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Writer and legal professional. Starter profile for literary/legal public discourse.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 6,
        "category": "literature_memory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-V66-AUTHOR-ONDJAKI",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-AUTHOR-ONDJAKI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ondjaki"
        },
        "evidence_strength": 40,
        "facets": [
          "author",
          "Angola",
          "literature"
        ],
        "name": "Ondjaki",
        "observed_alignment": "literary-memory",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 40
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ondjaki",
          "Angola",
          "literature_memory",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Angolan writer relevant to memory, childhood and postwar society. Starter profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 14,
        "category": "sovereignty_reform_politics",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-POLICY-OUSMANE-SONKO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-OUSMANE-SONKO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ousmane Sonko"
        },
        "evidence_strength": 42,
        "facets": [
          "politics",
          "Senegal",
          "reform"
        ],
        "name": "Ousmane Sonko",
        "observed_alignment": "sovereignty-reform/contested",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 42
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 34,
          "R3": 34,
          "R4": 34,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ousmane Sonko",
          "Senegal",
          "sovereignty_reform_politics",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political figure profile requiring evidence on reforms, rhetoric-action consistency, governance and public-interest outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-007",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-007",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 007"
        },
        "evidence_strength": 37,
        "facets": [
          "regional_slot",
          "Nigeria",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 007",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 37
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 25,
          "R2": 25,
          "R3": 25,
          "R4": 25,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 007",
          "Nigeria",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Nigeria: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_health_scientist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-013",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-013",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 013"
        },
        "evidence_strength": 43,
        "facets": [
          "regional_slot",
          "Uganda",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 013",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 43
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 19,
          "R2": 19,
          "R3": 19,
          "R4": 19,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 013",
          "Uganda",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Uganda: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_health_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-038",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-038",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 038"
        },
        "evidence_strength": 32,
        "facets": [
          "regional_slot",
          "Senegal",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 038",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 32
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 038",
          "Senegal",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Senegal: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 9,
        "category": "black_psychology_racism_pathology",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-BOBBY-WRIGHT",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-BOBBY-WRIGHT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bobby E. Wright"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 48,
        "name": "Bobby E. Wright",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 48
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 37,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bobby E. Wright",
          "United States / diaspora",
          "black_psychology_racism_pathology",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Black psychologist. Include as debated historical profile requiring careful source review and clinical boundary notes.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "entertainment_culture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / global",
        "entity_id": "ACT-ACTIVE-BURNA-BOY",
        "entity_type": "entertainment",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-BURNA-BOY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Burna Boy / global African cultural projection"
        },
        "evidence_strength": 62,
        "name": "Burna Boy / global African cultural projection",
        "positive_components": {
          "A1": 44,
          "A10": 39,
          "A2": 52,
          "A3": 44,
          "A4": 39,
          "A5": 44,
          "A6": 59,
          "A7": 44,
          "A8": 44,
          "A9": 62
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Burna Boy / global African cultural projection",
          "Nigeria / global",
          "entertainment_culture",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Named active profile. Scores are provisional until linked to source documents, public actions, institutional records, ORCID/OpenAlex where relevant and right-of-reply when required.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal",
        "entity_id": "ACT-STARTER-AUTHOR-004",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-004",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 004 — law/anti-capture"
        },
        "evidence_strength": 39,
        "name": "Starter African researcher/author 004 — law/anti-capture",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 39
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 004 — law/anti-capture",
          "Sénégal",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_energy_infrastructure",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tanzanie",
        "entity_id": "ACT-STARTER-AUTHOR-005",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-005",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 005 — energy/infrastructure"
        },
        "evidence_strength": 40,
        "name": "Starter African researcher/author 005 — energy/infrastructure",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 40
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 005 — energy/infrastructure",
          "Tanzanie",
          "starter_energy_infrastructure",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-023",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-023",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 023 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 023 — cyber/data sovereignty",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 38
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 023 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-STARTER-AUTHOR-036",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-036",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 036 — education/pedagogy"
        },
        "evidence_strength": 51,
        "name": "Starter African researcher/author 036 — education/pedagogy",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 51
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 036 — education/pedagogy",
          "Angola",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-042",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-042",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 042 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 042 — Mandombe/cognition",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 37
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 042 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_law_anti-capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ouganda",
        "entity_id": "ACT-STARTER-AUTHOR-054",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-054",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 054 — law/anti-capture"
        },
        "evidence_strength": 49,
        "name": "Starter African researcher/author 054 — law/anti-capture",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 49
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 054 — law/anti-capture",
          "Ouganda",
          "starter_law_anti-capture",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-060",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-060",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 060 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 060 — health sovereignty",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 35
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 060 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Égypte",
        "entity_id": "ACT-STARTER-AUTHOR-073",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-073",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 073 — cyber/data sovereignty"
        },
        "evidence_strength": 48,
        "name": "Starter African researcher/author 073 — cyber/data sovereignty",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 48
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 073 — cyber/data sovereignty",
          "Égypte",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-STARTER-AUTHOR-091",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-091",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 091 — food sovereignty"
        },
        "evidence_strength": 46,
        "name": "Starter African researcher/author 091 — food sovereignty",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 46
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 091 — food sovereignty",
          "Niger",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-110",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-110",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 110 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 110 — health sovereignty",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 45
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 110 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-128",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-128",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 128 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 128 — archives/history",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 43
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 128 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-129",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-129",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 129 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 129 — media/narrative",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 44
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 129 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "education_technology",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / Africa",
        "entity_id": "ACT-ACTIVE-FREDA-BEDIAKO",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-FREDA-BEDIAKO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Freda Bediako / African education and technology networks"
        },
        "evidence_strength": 42,
        "name": "Freda Bediako / African education and technology networks",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Freda Bediako / African education and technology networks",
          "Ghana / Africa",
          "education_technology",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter real-actor profile requiring source import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "pan_african_institutional_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda / AU",
        "entity_id": "ACT-ACTIVE-MONIQUE-NSANZABAGANWA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-ACTIVE-MONIQUE-NSANZABAGANWA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Monique Nsanzabaganwa"
        },
        "evidence_strength": 58,
        "name": "Monique Nsanzabaganwa",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 58
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Monique Nsanzabaganwa",
          "Rwanda / AU",
          "pan_african_institutional_governance",
          "mixed"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Institutional governance actor; score depends on capability transfer and African accountability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "expanded_university_research_capability",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Aruba / Caribbean",
        "entity_id": "ACT-UNIV-ARUBA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ARUBA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "university",
            "research_institution",
            "education",
            "sovereign_knowledge_infrastructure",
            "public_interest_knowledge"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "African Research Universities Alliance member universities",
              "note": "ARUA member list used as a starting point for African research-university capability mapping.",
              "ref": "arua_members",
              "url": "https://arua.org/member-universities/"
            },
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Official university website",
              "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
              "ref": "university_official_site",
              "url": ""
            }
          ],
          "title": "University of Aruba"
        },
        "evidence_strength": 36,
        "facets": [
          "university",
          "research_institution",
          "education",
          "sovereign_knowledge_infrastructure",
          "public_interest_knowledge"
        ],
        "name": "University of Aruba",
        "positive_components": {
          "A1": 53,
          "A10": 48,
          "A2": 61,
          "A3": 53,
          "A4": 48,
          "A5": 53,
          "A6": 68,
          "A7": 53,
          "A8": 53,
          "A9": 36
        },
        "positive_score": 53,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Expanded V5.8 seed. Provisional sovereign-output score requiring backend evidence links, source review, translation where needed and reviewer approval before final public ranking.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Aruba / Caribbean",
          "University of Aruba",
          "contributor",
          "education",
          "expanded_university_research_capability",
          "public_interest_knowledge",
          "research_institution",
          "sovereign_knowledge_infrastructure",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "arua_members",
          "aau_members",
          "university_official_site"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Small Caribbean university. Provisional profile; sovereign output requires evidence of research, governance, law, economy or regional capability.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "african_researcher",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-RESEARCH-YUSUF-BALA-USMAN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-YUSUF-BALA-USMAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Yusuf Bala Usman"
        },
        "evidence_strength": 36,
        "facets": [
          "researcher",
          "historian",
          "west_africa"
        ],
        "name": "Yusuf Bala Usman",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 36
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Historian/political thinker. Needs evidence profile for historiography and public education contributions.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "african_tech_media",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-TECH-IROKO-JASON-NJOKU",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-TECH-IROKO-JASON-NJOKU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Jason Njoku / IROKOtv"
        },
        "evidence_strength": 38,
        "facets": [
          "tech_owner",
          "media",
          "founder",
          "west_africa"
        ],
        "name": "Jason Njoku / IROKOtv",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 38
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "African digital media entrepreneur profile. Evaluate content infrastructure, ownership, jobs and narrative sovereignty.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "development_finance_commentary",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia / diaspora",
        "entity_id": "ACT-V66-POLICY-DAMBISA-MOYO",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-DAMBISA-MOYO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Dambisa Moyo"
        },
        "evidence_strength": 46,
        "facets": [
          "economics",
          "finance",
          "Zambia"
        ],
        "name": "Dambisa Moyo",
        "observed_alignment": "market-oriented-development-commentary",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 46
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Dambisa Moyo",
          "Zambia / diaspora",
          "development_finance_commentary",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Economist/commentator. Evaluate aid critique, finance prescriptions, elite networks and African capability outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "sovereignty_security_statecraft",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-V66-POLICY-ASSIMI-GOITA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ASSIMI-GOITA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Assimi Goïta"
        },
        "evidence_strength": 44,
        "facets": [
          "statecraft",
          "Mali",
          "security"
        ],
        "name": "Assimi Goïta",
        "observed_alignment": "sovereignty-security/contested",
        "positive_components": {
          "A1": 54,
          "A10": 49,
          "A2": 62,
          "A3": 54,
          "A4": 49,
          "A5": 54,
          "A6": 69,
          "A7": 54,
          "A8": 54,
          "A9": 44
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 44,
          "R2": 44,
          "R3": 44,
          "R4": 44,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Assimi Goïta",
          "Mali",
          "sovereignty_security_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on security, sovereignty, rights, international alignments and civilian protection.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 24,
        "category": "mining_finance_philanthropy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-POLICY-PATRICE-MOTSEPE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-PATRICE-MOTSEPE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patrice Motsepe"
        },
        "evidence_strength": 52,
        "facets": [
          "business",
          "mining",
          "South Africa"
        ],
        "name": "Patrice Motsepe",
        "observed_alignment": "mining-capital/philanthropy",
        "positive_components": {
          "A1": 66,
          "A10": 48,
          "A2": 56,
          "A3": 52,
          "A4": 64,
          "A5": 56,
          "A6": 38,
          "A7": 46,
          "A8": 56,
          "A9": 52
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 46,
          "R2": 36,
          "R3": 36,
          "R4": 48,
          "R5": 32,
          "R8": 44
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Patrice Motsepe",
          "South Africa",
          "mining_finance_philanthropy",
          "business"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Mining/finance/philanthropy figure. Evaluate labor, resource sovereignty, philanthropy, sport power and capability transfer.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-012",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-012",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 012"
        },
        "evidence_strength": 42,
        "facets": [
          "regional_slot",
          "Kenya",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 012",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 012",
          "Kenya",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Kenya: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 10,
        "category": "regional_health_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-018",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-018",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 018"
        },
        "evidence_strength": 30,
        "facets": [
          "regional_slot",
          "Sudan",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 018",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 56,
          "A10": 51,
          "A2": 64,
          "A3": 56,
          "A4": 51,
          "A5": 56,
          "A6": 71,
          "A7": 56,
          "A8": 56,
          "A9": 30
        },
        "positive_score": 56,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 018",
          "Sudan",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Sudan: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-032",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-032",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 032"
        },
        "evidence_strength": 44,
        "facets": [
          "regional_slot",
          "Congo-Brazzaville",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 032",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 44
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 26,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 032",
          "Congo-Brazzaville",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Congo-Brazzaville: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 11,
        "category": "regional_health_scientist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-033",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-033",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 033"
        },
        "evidence_strength": 45,
        "facets": [
          "regional_slot",
          "Angola",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 033",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 45
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 27,
          "R2": 27,
          "R3": 27,
          "R4": 27,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 033",
          "Angola",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Angola: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 8,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-037",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-037",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 037"
        },
        "evidence_strength": 31,
        "facets": [
          "regional_slot",
          "Nigeria",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 037",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 55,
          "A10": 50,
          "A2": 63,
          "A3": 55,
          "A4": 50,
          "A5": 55,
          "A6": 70,
          "A7": 55,
          "A8": 55,
          "A9": 31
        },
        "positive_score": 55,
        "red_flags": [],
        "risk_components": {
          "R1": 19,
          "R2": 19,
          "R3": 19,
          "R4": 19,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 037",
          "Nigeria",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Nigeria: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 12,
        "category": "race_psychology_public_theory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-FRANCES-CRESS-WELSING",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-FRANCES-CRESS-WELSING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Frances Cress Welsing"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 54,
        "name": "Frances Cress Welsing",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 54
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 36,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Frances Cress Welsing",
          "United States / diaspora",
          "race_psychology_public_theory",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Psychiatrist and public theorist. Include with careful evidence-state and debate notation due to controversial interpretations.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 27,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / Afrique",
        "entity_id": "ACT-BIZ-MPESA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-MPESA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "M-Pesa mobile money ecosystem"
        },
        "evidence_strength": 58,
        "name": "M-Pesa mobile money ecosystem",
        "positive_components": {
          "A1": 65,
          "A10": 47,
          "A2": 55,
          "A3": 51,
          "A4": 63,
          "A5": 55,
          "A6": 37,
          "A7": 45,
          "A8": 55,
          "A9": 58
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 52,
          "R2": 42,
          "R3": 42,
          "R4": 54,
          "R5": 38,
          "R8": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "M-Pesa mobile money ecosystem",
          "Kenya / Afrique",
          "business_industry_dependency_review",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for M-Pesa mobile money ecosystem. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Rwanda",
        "entity_id": "ACT-CURRENT-KAGAME-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-KAGAME-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Paul Kagame / Rwanda apparatus"
        },
        "evidence_strength": 60,
        "name": "Paul Kagame / Rwanda apparatus",
        "positive_components": {
          "A1": 65,
          "A10": 47,
          "A2": 55,
          "A3": 51,
          "A4": 63,
          "A5": 55,
          "A6": 37,
          "A7": 45,
          "A8": 55,
          "A9": 60
        },
        "positive_score": 54,
        "red_flags": [],
        "risk_components": {
          "R1": 56,
          "R2": 46,
          "R3": 46,
          "R4": 58,
          "R5": 42,
          "R8": 54
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Paul Kagame / Rwanda apparatus",
          "Rwanda",
          "current_political_civic_patterns",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Paul Kagame / Rwanda apparatus. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_cyber_data_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-STARTER-AUTHOR-003",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-003",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 003 — cyber/data sovereignty"
        },
        "evidence_strength": 38,
        "name": "Starter African researcher/author 003 — cyber/data sovereignty",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 38
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 003 — cyber/data sovereignty",
          "Kenya",
          "starter_cyber_data_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-022",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-022",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 022 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 022 — Mandombe/cognition",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 37
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 022 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-040",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-040",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 040 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 040 — health sovereignty",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 35
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 14,
          "R4": 14,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 040 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-041",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-041",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 041 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 041 — food sovereignty",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 36
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 15,
          "R4": 15,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 041 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Maroc",
        "entity_id": "ACT-STARTER-AUTHOR-072",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-072",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 072 — Mandombe/cognition"
        },
        "evidence_strength": 47,
        "name": "Starter African researcher/author 072 — Mandombe/cognition",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 47
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 072 — Mandombe/cognition",
          "Maroc",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-STARTER-AUTHOR-090",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-090",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 090 — health sovereignty"
        },
        "evidence_strength": 45,
        "name": "Starter African researcher/author 090 — health sovereignty",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 45
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 090 — health sovereignty",
          "Burkina Faso",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_media_narrative",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali",
        "entity_id": "ACT-STARTER-AUTHOR-109",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-109",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 109 — media/narrative"
        },
        "evidence_strength": 44,
        "name": "Starter African researcher/author 109 — media/narrative",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 44
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 109 — media/narrative",
          "Mali",
          "starter_media_narrative",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_industrial_maintenance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Éthiopie",
        "entity_id": "ACT-STARTER-AUTHOR-127",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-127",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 127 — industrial maintenance"
        },
        "evidence_strength": 42,
        "name": "Starter African researcher/author 127 — industrial maintenance",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 42
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 127 — industrial maintenance",
          "Éthiopie",
          "starter_industrial_maintenance",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tunisia",
        "entity_id": "ACT-UNIV-TUNIS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-TUNIS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Tunis"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "University of Tunis",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 34
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Tunisian university institution. Needs field-specific output and public-benefit evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-UNIV-NIAMEY",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NIAMEY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Abdou Moumouni"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "sahel",
          "resource_sovereignty"
        ],
        "name": "Université Abdou Moumouni",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 34
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Nigerien public university. Needs linked outputs for energy, mining, food, water and security-relevant capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-JOS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-JOS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Jos"
        },
        "evidence_strength": 33,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of Jos",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 33
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Nigerian university. Needs field-specific output matrix and public-interest capability evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 10,
        "category": "african_tech_founder",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia / Diaspora",
        "entity_id": "ACT-TECH-SARA-MENKER",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-TECH-SARA-MENKER",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sara Menker / Gro Intelligence"
        },
        "evidence_strength": 38,
        "facets": [
          "tech_owner",
          "founder",
          "food_sovereignty",
          "data"
        ],
        "name": "Sara Menker / Gro Intelligence",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 38
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 18,
          "R4": 17,
          "R5": 16,
          "R9": 20
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 35,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Food-data and analytics founder. Sovereign score must test African data control, food sovereignty and business dependency context.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 10,
        "category": "global_african_pop_culture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-V66-CULTURE-BURNA-BOY",
        "entity_type": "artist",
        "evidence_profile": {
          "actor_id": "ACT-V66-CULTURE-BURNA-BOY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Burna Boy"
        },
        "evidence_strength": 42,
        "facets": [
          "artist",
          "music",
          "Nigeria"
        ],
        "name": "Burna Boy",
        "observed_alignment": "global-pop-culture",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 24,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 35,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Burna Boy",
          "Nigeria",
          "global_african_pop_culture",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Global cultural figure. Sovereign score depends on cultural visibility, ownership, message and capability transfer, not fame alone.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "industrial_capability_monopoly_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-BUSINESS-DANGOTE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-DANGOTE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Fort Bisalu industriel, mais la souveraineté exige tester monopole, relations État, prix, fiscalité, propriété locale élargie, maintenance et transfert de compétence.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Aliko Dangote / industrial conglomerate"
        },
        "evidence_strength": 60,
        "name": "Aliko Dangote / industrial conglomerate",
        "positive_components": {
          "A1": 78,
          "A2": 58,
          "A3": 66,
          "A4": 72,
          "A5": 62,
          "A6": 28,
          "A7": 42,
          "A8": 64,
          "A9": 60
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 35,
          "R2": 40,
          "R3": 24,
          "R4": 72,
          "R5": 30,
          "R6": 24,
          "R7": 35,
          "R8": 42,
          "R9": 16
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Fort Bisalu industriel, mais la souveraineté exige tester monopole, relations État, prix, fiscalité, propriété locale élargie, maintenance et transfert de compétence.",
        "search_keywords": [
          "Dangote",
          "industry",
          "cement",
          "refinery",
          "Nigeria",
          "monopoly",
          "industrial sovereignty"
        ],
        "source": "seed",
        "status": "prepublication_monopoly_and_state_dependency_review_needed",
        "summary": "Capacité industrielle majeure à évaluer par production, intégration locale, emplois, dépendance étatique, prix, concurrence, fiscalité, transfert de compétences et souveraineté de chaînes de valeur.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_Mandombe_cognition",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-STARTER-AUTHOR-002",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-002",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 002 — Mandombe/cognition"
        },
        "evidence_strength": 37,
        "name": "Starter African researcher/author 002 — Mandombe/cognition",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 37
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 002 — Mandombe/cognition",
          "Ghana",
          "starter_Mandombe_cognition",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-021",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-021",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 021 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 021 — food sovereignty",
        "positive_components": {
          "A1": 49,
          "A10": 44,
          "A2": 57,
          "A3": 49,
          "A4": 44,
          "A5": 49,
          "A6": 64,
          "A7": 49,
          "A8": 49,
          "A9": 36
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 13,
          "R4": 13,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 021 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_archives_history",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroun",
        "entity_id": "ACT-STARTER-AUTHOR-108",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-108",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 108 — archives/history"
        },
        "evidence_strength": 43,
        "name": "Starter African researcher/author 108 — archives/history",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 43
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 108 — archives/history",
          "Cameroun",
          "starter_archives_history",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_education_pedagogy",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-STARTER-AUTHOR-126",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-126",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 126 — education/pedagogy"
        },
        "evidence_strength": 41,
        "name": "Starter African researcher/author 126 — education/pedagogy",
        "positive_components": {
          "A1": 46,
          "A10": 41,
          "A2": 54,
          "A3": 46,
          "A4": 41,
          "A5": 46,
          "A6": 61,
          "A7": 46,
          "A8": 46,
          "A9": 41
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 10,
          "R4": 10,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 126 — education/pedagogy",
          "Afrique du Sud",
          "starter_education_pedagogy",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Tunisia",
        "entity_id": "ACT-UNIV-MANNOUBA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MANNOUBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Manouba"
        },
        "evidence_strength": 33,
        "facets": [
          "university",
          "north_africa"
        ],
        "name": "University of Manouba",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 33
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Tunisian higher-education institution. Needs source-linked contribution record.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Togo",
        "entity_id": "ACT-UNIV-LOME",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-LOME",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Lomé"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of Lomé",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 32
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Togolese public university. Needs sovereign-output evidence across research, training and community capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-UNIV-NANGUI-ABROGOUA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NANGUI-ABROGOUA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Nangui Abrogoua"
        },
        "evidence_strength": 31,
        "facets": [
          "university",
          "science",
          "west_africa"
        ],
        "name": "Université Nangui Abrogoua",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 31
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Ivorian university profile to be mapped for science, technology, environment and public-interest output.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sierra Leone",
        "entity_id": "ACT-UNIV-SIERRA-LEONE",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SIERRA-LEONE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Sierra Leone"
        },
        "evidence_strength": 31,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of Sierra Leone",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 31
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "National university with historic higher-education role. Needs current capability evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-RIVERS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-RIVERS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Port Harcourt"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "resource_sovereignty",
          "west_africa"
        ],
        "name": "University of Port Harcourt",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 32
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Nigerian university relevant to Niger Delta, energy and public capability mapping. Needs evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-UNIV-AGOSTINHO-NETO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-AGOSTINHO-NETO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Agostinho Neto University"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "southern_africa"
        ],
        "name": "Agostinho Neto University",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 32
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Angolan public university. Needs source-linked evidence on technical, health and governance capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 9,
        "category": "caribbean_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cuba / Caribbean",
        "entity_id": "ACT-UNIV-HAVANA-CARIBBEAN-LINK",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-HAVANA-CARIBBEAN-LINK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Havana / Caribbean knowledge link"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "caribbean",
          "health"
        ],
        "name": "University of Havana / Caribbean knowledge link",
        "positive_components": {
          "A1": 56,
          "A10": 54,
          "A2": 56,
          "A3": 48,
          "A4": 50,
          "A5": 52,
          "A6": 56,
          "A7": 46,
          "A8": 51,
          "A9": 34
        },
        "positive_score": 52,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 16,
          "R4": 15,
          "R5": 14,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Regional knowledge node relevant to health, medicine and education links. Needs careful country/context evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Antigua and Barbuda",
        "entity_id": "ACT-UNIV-FIVE-ISLANDS-CAMPUS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-FIVE-ISLANDS-CAMPUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The UWI Five Islands Campus"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "caribbean",
          "small_island"
        ],
        "name": "The UWI Five Islands Campus",
        "positive_components": {
          "A1": 55,
          "A10": 53,
          "A2": 55,
          "A3": 47,
          "A4": 49,
          "A5": 51,
          "A6": 55,
          "A7": 45,
          "A8": 50,
          "A9": 32
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Newer UWI campus node. Needs current evidence on local skills, public policy and regional capacity.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "caribbean_author",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haiti / Canada",
        "entity_id": "ACT-AUTHOR-DANY-LAFERRIERE",
        "entity_type": "author",
        "evidence_profile": {
          "actor_id": "ACT-AUTHOR-DANY-LAFERRIERE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Dany Laferrière"
        },
        "evidence_strength": 38,
        "facets": [
          "author",
          "caribbean",
          "diaspora"
        ],
        "name": "Dany Laferrière",
        "positive_components": {
          "A1": 52,
          "A10": 50,
          "A2": 52,
          "A3": 44,
          "A4": 46,
          "A5": 48,
          "A6": 52,
          "A7": 42,
          "A8": 47,
          "A9": 38
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Haitian-Canadian author. Cultural output profile provisional pending sovereignty relevance and public-impact evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "african_researcher",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Diaspora",
        "entity_id": "ACT-RESEARCH-ADELEKE-ADEKOYA",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-RESEARCH-ADELEKE-ADEKOYA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Adeleke Adeeko"
        },
        "evidence_strength": 34,
        "facets": [
          "researcher",
          "author",
          "literature"
        ],
        "name": "Adeleke Adeeko",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 34
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Scholar of African literature and cultural theory. Provisional until source-linked output and institutional contribution.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 21,
        "category": "investigative_journalism",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-JOURNALIST-ANAS",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ANAS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Anas Aremeyaw Anas"
        },
        "evidence_strength": 54,
        "facets": [
          "journalist",
          "investigative",
          "Ghana"
        ],
        "name": "Anas Aremeyaw Anas",
        "observed_alignment": "investigative/anti-corruption",
        "positive_components": {
          "A1": 43,
          "A10": 48,
          "A2": 53,
          "A3": 58,
          "A4": 38,
          "A5": 48,
          "A6": 58,
          "A7": 53,
          "A8": 58,
          "A9": 54
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 36,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R6": 34,
          "R7": 38,
          "R8": 36,
          "R9": 36
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Anas Aremeyaw Anas",
          "Ghana",
          "investigative_journalism",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Investigative journalist. Evaluate anti-corruption output, method, source protection, legal challenges and public-interest effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 15,
        "category": "statecraft_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-POLICY-NANA-ADDO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-NANA-ADDO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nana Akufo-Addo"
        },
        "evidence_strength": 44,
        "facets": [
          "statecraft",
          "Ghana",
          "politics"
        ],
        "name": "Nana Akufo-Addo",
        "observed_alignment": "statecraft/contested",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 44
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 36,
          "R2": 36,
          "R3": 36,
          "R4": 36,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nana Akufo-Addo",
          "Ghana",
          "statecraft_governance",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Current/recent political leadership profile. Requires score from verified public outcomes, debt, rights, institutions and capability transfer.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "sovereignty_security_statecraft",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger",
        "entity_id": "ACT-V66-POLICY-ABDOURAHAMANE-TCHIANI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-ABDOURAHAMANE-TCHIANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Abdourahamane Tchiani"
        },
        "evidence_strength": 42,
        "facets": [
          "statecraft",
          "Niger",
          "uranium"
        ],
        "name": "Abdourahamane Tchiani",
        "observed_alignment": "sovereignty-security/contested",
        "positive_components": {
          "A1": 52,
          "A10": 47,
          "A2": 60,
          "A3": 52,
          "A4": 47,
          "A5": 52,
          "A6": 67,
          "A7": 52,
          "A8": 52,
          "A9": 42
        },
        "positive_score": 53,
        "red_flags": [],
        "risk_components": {
          "R1": 44,
          "R2": 44,
          "R3": 44,
          "R4": 44,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Abdourahamane Tchiani",
          "Niger",
          "sovereignty_security_statecraft",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on uranium, security, rights, sovereignty and institutional outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 14,
        "category": "opposition_civic_mobilization",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-V66-POLICY-BOBI-WINE",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-BOBI-WINE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bobi Wine"
        },
        "evidence_strength": 42,
        "facets": [
          "politics",
          "Uganda",
          "civic"
        ],
        "name": "Bobi Wine",
        "observed_alignment": "civic-opposition",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 34,
          "R3": 34,
          "R4": 34,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bobi Wine",
          "Uganda",
          "opposition_civic_mobilization",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Opposition/cultural figure. Evaluate rights, mobilization, policy, evidence and institutional capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_health_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Angola",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-003",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-003",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 003"
        },
        "evidence_strength": 33,
        "facets": [
          "regional_slot",
          "Angola",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 003",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 33
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 21,
          "R2": 21,
          "R3": 21,
          "R4": 21,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 003",
          "Angola",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Angola: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 18,
        "category": "journalism_slavery_memory",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / diaspora",
        "entity_id": "ACT-V67-AA-NIKOLE-HANNAH-JONES",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-NIKOLE-HANNAH-JONES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nikole Hannah-Jones"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 70,
        "name": "Nikole Hannah-Jones",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 70
        },
        "positive_score": 45,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nikole Hannah-Jones",
          "United States / diaspora",
          "journalism_slavery_memory",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Journalist on slavery, democracy and public memory. Evaluate source quality, framing, debate and correction record.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "nanotech_materials",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-V67-SPEC-NANOTECH-AFRICA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-V67-SPEC-NANOTECH-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African nanotech and advanced materials cluster"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 34,
        "name": "African nanotech and advanced materials cluster",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 34
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 34,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African nanotech and advanced materials cluster",
          "Pan-African",
          "nanotech_materials",
          "starter_profile"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Track materials chemistry, sensors, nano-medicine, energy storage and local instrumentation.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "starter_food_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-STARTER-AUTHOR-001",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 001 — food sovereignty"
        },
        "evidence_strength": 36,
        "name": "Starter African researcher/author 001 — food sovereignty",
        "positive_components": {
          "A1": 47,
          "A10": 42,
          "A2": 55,
          "A3": 47,
          "A4": 42,
          "A5": 47,
          "A6": 62,
          "A7": 47,
          "A8": 47,
          "A9": 36
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 11,
          "R2": 11,
          "R3": 11,
          "R4": 11,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 001 — food sovereignty",
          "Nigeria",
          "starter_food_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "starter_health_sovereignty",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-STARTER-AUTHOR-020",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-STARTER-AUTHOR-020",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Starter African researcher/author 020 — health sovereignty"
        },
        "evidence_strength": 35,
        "name": "Starter African researcher/author 020 — health sovereignty",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 35
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 12,
          "R4": 12,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Starter African researcher/author 020 — health sovereignty",
          "RDC",
          "starter_health_sovereignty",
          "researcher_author"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter placeholder profile for DB breadth. Replace or merge with ORCID/OpenAlex/Scholar/institutional records during evidence import.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mauritania",
        "entity_id": "ACT-UNIV-NOUAKCHOTT",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-NOUAKCHOTT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Nouakchott Al Aasriya"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "sahel",
          "north_west_africa"
        ],
        "name": "University of Nouakchott Al Aasriya",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Mauritanian public university. Provisional profile pending public research and capability evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-UNIV-ZIGUINCHOR",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ZIGUINCHOR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Université Assane Seck de Ziguinchor"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "regional_capacity",
          "west_africa"
        ],
        "name": "Université Assane Seck de Ziguinchor",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 10,
          "R4": 9,
          "R5": 8,
          "R9": 12
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Regional Senegalese university. Useful for decentralization and local-capability mapping after evidence upload.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Gambia",
        "entity_id": "ACT-UNIV-GAMBIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-GAMBIA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of The Gambia"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of The Gambia",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 10,
          "R4": 9,
          "R5": 8,
          "R9": 12
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "National university profile. Needs evidence of local capability-building, governance, health and education outputs.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Liberia",
        "entity_id": "ACT-UNIV-LIBERIA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-LIBERIA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Liberia"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of Liberia",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 13,
          "R2": 13,
          "R3": 11,
          "R4": 10,
          "R5": 9,
          "R9": 13
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Liberian public university. Needs updated evidence for institutional rebuilding and sovereign capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-UNIV-CALABAR",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-CALABAR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Calabar"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "University of Calabar",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Nigerian university. Provisional profile pending public source-linked output.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-MASENO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MASENO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Maseno University"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "east_africa"
        ],
        "name": "Maseno University",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Kenyan public university. Needs source-linked education, science and regional capability evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-UNIV-MOI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MOI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Moi University"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "east_africa"
        ],
        "name": "Moi University",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Kenyan public university. Provisional until public source-linked outputs are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-UNIV-BUSITEMA",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BUSITEMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Busitema University"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "east_africa"
        ],
        "name": "Busitema University",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 30
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Ugandan public university. Needs applied science and local development evidence.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "caribbean_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Dominican Republic",
        "entity_id": "ACT-UNIV-SANTO-DOMINGO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-SANTO-DOMINGO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Universidad Autónoma de Santo Domingo"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "caribbean"
        ],
        "name": "Universidad Autónoma de Santo Domingo",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 32
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 15,
          "R2": 15,
          "R3": 13,
          "R4": 12,
          "R5": 11,
          "R9": 15
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Major Caribbean public university. Needs source-linked contribution to public-interest knowledge and regional cooperation.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 8,
        "category": "caribbean_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US Virgin Islands / Caribbean",
        "entity_id": "ACT-UNIV-US-VIRGIN-ISLANDS",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-US-VIRGIN-ISLANDS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of the Virgin Islands"
        },
        "evidence_strength": 32,
        "facets": [
          "university",
          "caribbean",
          "diaspora"
        ],
        "name": "University of the Virgin Islands",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 32
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 14,
          "R4": 13,
          "R5": 12,
          "R9": 16
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Caribbean HBCU-connected institution. Needs evidence on local capability and regional contribution.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "foundation_leadership",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / Pan-African",
        "entity_id": "ACT-TECH-MANDELA-RHODES-FOUNDATION",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-TECH-MANDELA-RHODES-FOUNDATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mandela Rhodes Foundation"
        },
        "evidence_strength": 38,
        "facets": [
          "foundation",
          "education",
          "elite_capture_review"
        ],
        "name": "Mandela Rhodes Foundation",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 38
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 20,
          "R4": 19,
          "R5": 18,
          "R9": 22
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Leadership scholarship ecosystem. Needs assessment of capability transfer, elite reproduction risk and public-interest output.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "investigative_international_reporting",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / international",
        "entity_id": "ACT-V66-JOURNALIST-NIMA-ELBAGIR",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-NIMA-ELBAGIR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nima Elbagir"
        },
        "evidence_strength": 52,
        "facets": [
          "journalist",
          "investigative",
          "Sudan"
        ],
        "name": "Nima Elbagir",
        "observed_alignment": "international-investigative",
        "positive_components": {
          "A1": 41,
          "A10": 46,
          "A2": 51,
          "A3": 56,
          "A4": 36,
          "A5": 46,
          "A6": 56,
          "A7": 51,
          "A8": 56,
          "A9": 52
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nima Elbagir",
          "Sudan / international",
          "investigative_international_reporting",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "International investigative journalist relevant to African conflict and rights reporting. Evaluate source protection and evidence quality.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "historical_broadcast_public_education",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sudan / UK",
        "entity_id": "ACT-V66-JOURNALIST-ZEINAB-BADAWI",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ZEINAB-BADAWI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Zeinab Badawi"
        },
        "evidence_strength": 50,
        "facets": [
          "journalist",
          "history",
          "broadcast"
        ],
        "name": "Zeinab Badawi",
        "observed_alignment": "public-education/broadcast",
        "positive_components": {
          "A1": 41,
          "A10": 46,
          "A2": 51,
          "A3": 56,
          "A4": 36,
          "A5": 46,
          "A6": 56,
          "A7": 51,
          "A8": 56,
          "A9": 50
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Zeinab Badawi",
          "Sudan / UK",
          "historical_broadcast_public_education",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcaster and public educator. Evaluate African history education and mainstream framing.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 9,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-002",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-002",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 002"
        },
        "evidence_strength": 32,
        "facets": [
          "regional_slot",
          "Congo-Brazzaville",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 002",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 32
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 20,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 002",
          "Congo-Brazzaville",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Congo-Brazzaville: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 12,
        "category": "regional_university_public_intellectual",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mozambique",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-022",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-022",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional University Public Intellectual Profile 022"
        },
        "evidence_strength": 34,
        "facets": [
          "regional_slot",
          "Mozambique",
          "regional university public intellectual"
        ],
        "name": "Regional Regional University Public Intellectual Profile 022",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 50,
          "A10": 45,
          "A2": 58,
          "A3": 50,
          "A4": 45,
          "A5": 50,
          "A6": 65,
          "A7": 50,
          "A8": 50,
          "A9": 34
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional University Public Intellectual Profile 022",
          "Mozambique",
          "regional_university_public_intellectual",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Mozambique: regional university public intellectual. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 12,
        "category": "regional_health_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Jamaica",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-023",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-023",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Health Scientist Profile 023"
        },
        "evidence_strength": 35,
        "facets": [
          "regional_slot",
          "Jamaica",
          "regional health scientist"
        ],
        "name": "Regional Regional Health Scientist Profile 023",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 51,
          "A10": 46,
          "A2": 59,
          "A3": 51,
          "A4": 46,
          "A5": 51,
          "A6": 66,
          "A7": 51,
          "A8": 51,
          "A9": 35
        },
        "positive_score": 51,
        "red_flags": [],
        "risk_components": {
          "R1": 29,
          "R2": 29,
          "R3": 29,
          "R4": 29,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Health Scientist Profile 023",
          "Jamaica",
          "regional_health_scientist",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Jamaica: regional health scientist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 7,
        "category": "quantum_cyber_research",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "diaspora",
        "entity_id": "ACT-V67-AA-OLUGBENGA-AJOSE-ADEOGUN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-V67-AA-OLUGBENGA-AJOSE-ADEOGUN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African-diaspora quantum/cyber researcher slot"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 36,
        "name": "African-diaspora quantum/cyber researcher slot",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 36
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 16,
          "R2": 16,
          "R3": 16,
          "R4": 16,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 33,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African-diaspora quantum/cyber researcher slot",
          "diaspora",
          "quantum_cyber_research",
          "researcher_author"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder slot for named African-diaspora quantum/cyber profiles after DOI/ORCID import and reviewer approval.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 11,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Morocco",
        "entity_id": "ACT-UNIV-AL-AKHAWAYN",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-AL-AKHAWAYN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Al Akhawayn University"
        },
        "evidence_strength": 34,
        "facets": [
          "university",
          "north_africa",
          "prestige_dependency_review"
        ],
        "name": "Al Akhawayn University",
        "positive_components": {
          "A1": 54,
          "A10": 52,
          "A2": 54,
          "A3": 46,
          "A4": 48,
          "A5": 50,
          "A6": 54,
          "A7": 44,
          "A8": 49,
          "A9": 34
        },
        "positive_score": 50,
        "red_flags": [],
        "risk_components": {
          "R1": 22,
          "R2": 22,
          "R3": 20,
          "R4": 19,
          "R5": 18,
          "R9": 22
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 32,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Moroccan university with internationalized model; sovereign-output score must distinguish capability transfer from prestige dependency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burundi",
        "entity_id": "ACT-UNIV-BURUNDI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BURUNDI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Burundi"
        },
        "evidence_strength": 30,
        "facets": [
          "university",
          "central_east_africa"
        ],
        "name": "University of Burundi",
        "positive_components": {
          "A1": 53,
          "A10": 51,
          "A2": 53,
          "A3": 45,
          "A4": 47,
          "A5": 49,
          "A6": 53,
          "A7": 43,
          "A8": 48,
          "A9": 30
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 32,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "National university profile. Needs source-linked capability and institutional rebuilding evidence.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "fact_checking",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-V66-JOURNALIST-AFRICA-CHECK",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-AFRICA-CHECK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Africa Check"
        },
        "evidence_strength": 50,
        "facets": [
          "media",
          "fact_checking",
          "Africa"
        ],
        "name": "Africa Check",
        "observed_alignment": "fact-checking/method-oriented",
        "positive_components": {
          "A1": 41,
          "A10": 46,
          "A2": 51,
          "A3": 56,
          "A4": 36,
          "A5": 46,
          "A6": 56,
          "A7": 51,
          "A8": 56,
          "A9": 50
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 32,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Africa Check",
          "Pan-African",
          "fact_checking",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Fact-checking organization. Evaluate method transparency, funding, correction behavior and African public-interest impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "redistribution_political_mobilization",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-POLICY-JULIUS-MALEMA",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-JULIUS-MALEMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Julius Malema"
        },
        "evidence_strength": 42,
        "facets": [
          "politics",
          "South Africa",
          "land"
        ],
        "name": "Julius Malema",
        "observed_alignment": "redistribution-populist/contested",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 42
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 42,
          "R3": 42,
          "R4": 42,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 32,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Julius Malema",
          "South Africa",
          "redistribution_political_mobilization",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political figure profile requiring evidence on land, redistribution, rights, rhetoric-action consistency and institutional delivery.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "statecraft_governance",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Senegal",
        "entity_id": "ACT-V66-POLICY-MAKI-SALL",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-MAKI-SALL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Macky Sall"
        },
        "evidence_strength": 44,
        "facets": [
          "statecraft",
          "Senegal",
          "governance"
        ],
        "name": "Macky Sall",
        "observed_alignment": "statecraft/contested",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 44
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 42,
          "R3": 42,
          "R4": 42,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 32,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Macky Sall",
          "Senegal",
          "statecraft_governance",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on development, debt, rights, repression allegations and institution strength.",
        "visibility": "public"
      },
      {
        "alignment_note": "Included for Pan-African capability mapping. Assessment concerns public work, institutional output and documented influence, not private identity or PASO participation.",
        "capture_risk_score": 8,
        "category": "quantum_science",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Pan-African",
        "entity_id": "ACT-V67-SPEC-QUANTUM-AFRICA",
        "entity_type": "research_center",
        "evidence_profile": {
          "actor_id": "ACT-V67-SPEC-QUANTUM-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African quantum science and post-quantum security cluster"
        },
        "evidence_state": "starter_profile_sources_needed",
        "evidence_strength": 32,
        "name": "African quantum science and post-quantum security cluster",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 32
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 18,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 32,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "African quantum science and post-quantum security cluster",
          "Pan-African",
          "quantum_science",
          "starter_profile"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL/ORCID or official profile",
          "representative works/actions",
          "institutional output or public impact evidence",
          "correction/right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Track quantum optics, cryptography, post-quantum readiness, mathematical training and compute access.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Eswatini",
        "entity_id": "ACT-UNIV-ESWATINI",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ESWATINI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "University of Eswatini"
        },
        "evidence_strength": 28,
        "facets": [
          "university",
          "southern_africa"
        ],
        "name": "University of Eswatini",
        "positive_components": {
          "A1": 52,
          "A10": 50,
          "A2": 52,
          "A3": 44,
          "A4": 46,
          "A5": 48,
          "A6": 52,
          "A7": 42,
          "A8": 47,
          "A9": 28
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 31,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "National university profile. Needs capability evidence and governance context.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Lesotho",
        "entity_id": "ACT-UNIV-LESOTHO",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-LESOTHO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "National University of Lesotho"
        },
        "evidence_strength": 28,
        "facets": [
          "university",
          "southern_africa"
        ],
        "name": "National University of Lesotho",
        "positive_components": {
          "A1": 52,
          "A10": 50,
          "A2": 52,
          "A3": 44,
          "A4": 46,
          "A5": 48,
          "A6": 52,
          "A7": 42,
          "A8": 47,
          "A9": 28
        },
        "positive_score": 48,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 31,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "National university profile. Needs evidence on public-interest research, teacher training and local capability.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "africa_narrative_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / South Africa",
        "entity_id": "ACT-V66-JOURNALIST-MOKY-MAKURA",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-MOKY-MAKURA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Moky Makura"
        },
        "evidence_strength": 46,
        "facets": [
          "media",
          "narrative",
          "Africa"
        ],
        "name": "Moky Makura",
        "observed_alignment": "Africa-positive-narrative",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 46
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 31,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Moky Makura",
          "Nigeria / South Africa",
          "africa_narrative_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Media/narrative figure focused on Africa storytelling. Evaluate narrative sovereignty and institutional outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 19,
        "category": "statecraft_health_security",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-V66-POLICY-WILLIAM-RUTO",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-WILLIAM-RUTO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "William Ruto"
        },
        "evidence_strength": 42,
        "facets": [
          "statecraft",
          "Kenya",
          "public_health"
        ],
        "name": "William Ruto",
        "observed_alignment": "statecraft/contested",
        "positive_components": {
          "A1": 48,
          "A10": 43,
          "A2": 56,
          "A3": 48,
          "A4": 43,
          "A5": 48,
          "A6": 63,
          "A7": 48,
          "A8": 48,
          "A9": 42
        },
        "positive_score": 49,
        "red_flags": [],
        "risk_components": {
          "R1": 46,
          "R2": 46,
          "R3": 46,
          "R4": 46,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 31,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "William Ruto",
          "Kenya",
          "statecraft_health_security",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on debt, health-security choices, foreign military arrangements, rights, taxes and local capability.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 7,
        "category": "african_university",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Liberia",
        "entity_id": "ACT-UNIV-MONROVIA-CUTTINGTON",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-MONROVIA-CUTTINGTON",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Cuttington University"
        },
        "evidence_strength": 28,
        "facets": [
          "university",
          "west_africa"
        ],
        "name": "Cuttington University",
        "positive_components": {
          "A1": 50,
          "A10": 48,
          "A2": 50,
          "A3": 42,
          "A4": 44,
          "A5": 46,
          "A6": 50,
          "A7": 40,
          "A8": 45,
          "A9": 28
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 14,
          "R2": 14,
          "R3": 12,
          "R4": 11,
          "R5": 10,
          "R9": 14
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 30,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Liberian private/historic university. Provisional until verified outputs are linked.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "editorial_public_interest",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-JOURNALIST-FERIAL",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-FERIAL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ferial Haffajee"
        },
        "evidence_strength": 48,
        "facets": [
          "journalist",
          "South Africa",
          "editor"
        ],
        "name": "Ferial Haffajee",
        "observed_alignment": "mainstream-public-interest",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 48
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 30,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ferial Haffajee",
          "South Africa",
          "editorial_public_interest",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "South African journalist/editor. Evaluate public-interest reporting, editorial role and evidence quality.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 20,
        "category": "independent_public_interest_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-JOURNALIST-MAIL-GUARDIAN",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-MAIL-GUARDIAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mail & Guardian editorial ecosystem"
        },
        "evidence_strength": 48,
        "facets": [
          "media",
          "South Africa",
          "public_interest"
        ],
        "name": "Mail & Guardian editorial ecosystem",
        "observed_alignment": "independent-mainstream-public-interest",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 48
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R6": 32,
          "R7": 36,
          "R8": 34,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 30,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Mail & Guardian editorial ecosystem",
          "South Africa",
          "independent_public_interest_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "South African public-interest media ecosystem. Evaluate ownership, editorial independence, labor, correction and Africa framing.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 20,
        "category": "investigative_public_interest_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-JOURNALIST-DAILY-MAVERICK",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-DAILY-MAVERICK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Daily Maverick editorial ecosystem"
        },
        "evidence_strength": 48,
        "facets": [
          "media",
          "South Africa",
          "investigative"
        ],
        "name": "Daily Maverick editorial ecosystem",
        "observed_alignment": "independent-investigative",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 48
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R6": 32,
          "R7": 36,
          "R8": 34,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 30,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Daily Maverick editorial ecosystem",
          "South Africa",
          "investigative_public_interest_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "South African investigative/public-interest media. Evaluate ownership, funding, correction behavior and sovereign-risk framing.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ethiopia",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-016",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-016",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 016"
        },
        "evidence_strength": 46,
        "facets": [
          "regional_slot",
          "Ethiopia",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 016",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 46
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 30,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 016",
          "Ethiopia",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Ethiopia: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 27,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-CURRENT-TINUBU-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-TINUBU-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bola Tinubu / Nigerian federal apparatus"
        },
        "evidence_strength": 56,
        "name": "Bola Tinubu / Nigerian federal apparatus",
        "positive_components": {
          "A1": 58,
          "A10": 40,
          "A2": 48,
          "A3": 44,
          "A4": 56,
          "A5": 48,
          "A6": 30,
          "A7": 38,
          "A8": 48,
          "A9": 56
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 52,
          "R2": 42,
          "R3": 42,
          "R4": 54,
          "R5": 38,
          "R8": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Bola Tinubu / Nigerian federal apparatus",
          "Nigeria",
          "current_political_civic_patterns",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Bola Tinubu / Nigerian federal apparatus. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 6,
        "category": "caribbean_institution",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Barbados",
        "entity_id": "ACT-UNIV-BARBADOS-COMMUNITY",
        "entity_type": "university",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-BARBADOS-COMMUNITY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Barbados Community College"
        },
        "evidence_strength": 26,
        "facets": [
          "education",
          "caribbean"
        ],
        "name": "Barbados Community College",
        "positive_components": {
          "A1": 50,
          "A10": 48,
          "A2": 50,
          "A3": 42,
          "A4": 44,
          "A5": 46,
          "A6": 50,
          "A7": 40,
          "A8": 45,
          "A9": 26
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 12,
          "R2": 12,
          "R3": 10,
          "R4": 9,
          "R5": 8,
          "R9": 12
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 29,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Training institution relevant to workforce capability. Needs source-linked outputs.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 22,
        "category": "investigative_civic_journalism",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zimbabwe",
        "entity_id": "ACT-V66-JOURNALIST-HOPEWELL",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-HOPEWELL",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Hopewell Chin'ono"
        },
        "evidence_strength": 48,
        "facets": [
          "journalist",
          "Zimbabwe",
          "civic"
        ],
        "name": "Hopewell Chin'ono",
        "observed_alignment": "anti-corruption/civic",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 48
        },
        "positive_score": 46,
        "red_flags": [],
        "risk_components": {
          "R1": 38,
          "R2": 28,
          "R3": 28,
          "R4": 28,
          "R6": 36,
          "R7": 40,
          "R8": 38,
          "R9": 38
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Hopewell Chin'ono",
          "Zimbabwe",
          "investigative_civic_journalism",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Investigative/civic journalist. Profile should track public-interest reporting, legal pressure and source-linked claims.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "broadcast_africa_reporting",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sierra Leone / international",
        "entity_id": "ACT-V66-JOURNALIST-ISHA-SESAY",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ISHA-SESAY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Isha Sesay"
        },
        "evidence_strength": 46,
        "facets": [
          "journalist",
          "broadcast",
          "Sierra Leone"
        ],
        "name": "Isha Sesay",
        "observed_alignment": "international-broadcast",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 46
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Isha Sesay",
          "Sierra Leone / international",
          "broadcast_africa_reporting",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcast journalist and author. Starter profile for African public narratives and rights reporting.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "international_africa_reporting",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / international",
        "entity_id": "ACT-V66-JOURNALIST-LARRY-MADOWO",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-LARRY-MADOWO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Larry Madowo"
        },
        "evidence_strength": 46,
        "facets": [
          "journalist",
          "Kenya",
          "international"
        ],
        "name": "Larry Madowo",
        "observed_alignment": "international-mainstream",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 46
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Larry Madowo",
          "Kenya / international",
          "international_africa_reporting",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "International correspondent. Evaluate Africa coverage, framing, source diversity and correction behavior.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "broadcast_media_entrepreneurship",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / diaspora",
        "entity_id": "ACT-V66-JOURNALIST-ZAIN-VERJEE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ZAIN-VERJEE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Zain Verjee"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "media_entrepreneur",
          "Kenya"
        ],
        "name": "Zain Verjee",
        "observed_alignment": "media-entrepreneurial",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Zain Verjee",
          "Kenya / diaspora",
          "broadcast_media_entrepreneurship",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Journalist/media entrepreneur. Evaluate African narrative infrastructure and media ownership effects.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "broadcast_global_south",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / UK / US",
        "entity_id": "ACT-V66-JOURNALIST-FEMI-OKE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-FEMI-OKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Femi Oke"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "broadcast",
          "global_south"
        ],
        "name": "Femi Oke",
        "observed_alignment": "international-broadcast",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Femi Oke",
          "Nigeria / UK / US",
          "broadcast_global_south",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcaster/moderator. Evaluate global-south issue framing, platform role and source diversity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "business_broadcast_africa",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-JOURNALIST-LERATO-MBELE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-LERATO-MBELE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Lerato Mbele"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "business",
          "South Africa"
        ],
        "name": "Lerato Mbele",
        "observed_alignment": "business-broadcast",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Lerato Mbele",
          "South Africa",
          "business_broadcast_africa",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Business broadcaster. Evaluate economic framing, African business capability and source diversity.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "press_freedom_reference",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Philippines / global",
        "entity_id": "ACT-V66-JOURNALIST-MARIA-RESSA-AFRICA-REFERENCE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-MARIA-RESSA-AFRICA-REFERENCE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Maria Ressa (global press-freedom reference)"
        },
        "evidence_strength": 48,
        "facets": [
          "journalist",
          "press_freedom",
          "methodology"
        ],
        "name": "Maria Ressa (global press-freedom reference)",
        "observed_alignment": "press-freedom-reference",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 48
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 29,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Maria Ressa (global press-freedom reference)",
          "Philippines / global",
          "press_freedom_reference",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Global press-freedom reference useful for methodology comparison. Not Africa-specific but relevant to platform safety and disinformation analysis.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "finance_philanthropy_capability_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / Afrique",
        "entity_id": "ACT-BUSINESS-TONY-ELUMELU",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-TONY-ELUMELU",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Contribution potentielle à l'entrepreneuriat, mais la philanthropie ne compte fortement que si elle produit des entreprises survivantes, localement possédées et capables de réduire la dépendance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Tony Elumelu / entrepreneurship philanthropy ecosystem"
        },
        "evidence_strength": 56,
        "name": "Tony Elumelu / entrepreneurship philanthropy ecosystem",
        "positive_components": {
          "A1": 58,
          "A2": 52,
          "A3": 62,
          "A4": 56,
          "A5": 55,
          "A6": 38,
          "A7": 48,
          "A8": 68,
          "A9": 55
        },
        "positive_score": 47,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 55,
          "R3": 34,
          "R4": 46,
          "R5": 24,
          "R6": 38,
          "R7": 48,
          "R8": 58,
          "R9": 18
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 28,
        "score_explanation": "Contribution potentielle à l'entrepreneuriat, mais la philanthropie ne compte fortement que si elle produit des entreprises survivantes, localement possédées et capables de réduire la dépendance.",
        "search_keywords": [
          "Tony Elumelu",
          "entrepreneurship",
          "philanthropy",
          "Nigeria",
          "capability",
          "dependency"
        ],
        "source": "seed",
        "status": "prepublication_philanthropy_multiplier_needed",
        "summary": "Finance, entrepreneuriat et philanthropie panafricaine à scorer par survie des entreprises financées, propriété, emplois, chaînes de valeur, dépendances créées et transparence de l'impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "broadcast_public_commentary",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa",
        "entity_id": "ACT-V66-JOURNALIST-REDI-TLHABI",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-REDI-TLHABI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Redi Tlhabi"
        },
        "evidence_strength": 46,
        "facets": [
          "journalist",
          "broadcast",
          "South Africa"
        ],
        "name": "Redi Tlhabi",
        "observed_alignment": "rights/public-commentary",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 46
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 28,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Redi Tlhabi",
          "South Africa",
          "broadcast_public_commentary",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcaster/commentator. Evaluate rights discourse, evidence discipline and public impact.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "business_africa_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / diaspora",
        "entity_id": "ACT-V66-JOURNALIST-YINKA-ADEGOKE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-YINKA-ADEGOKE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Yinka Adegoke"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "business",
          "Nigeria"
        ],
        "name": "Yinka Adegoke",
        "observed_alignment": "business/tech-media",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 28,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Yinka Adegoke",
          "Nigeria / diaspora",
          "business_africa_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Africa business/media journalist. Evaluate technology/economy framing and source base.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 18,
        "category": "regional_political_commentary",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda / East Africa",
        "entity_id": "ACT-V66-JOURNALIST-CHARLES-ONYANGO-OBBO",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-CHARLES-ONYANGO-OBBO",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Charles Onyango-Obbo"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "East Africa",
          "commentary"
        ],
        "name": "Charles Onyango-Obbo",
        "observed_alignment": "regional-commentary",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 32,
          "R2": 22,
          "R3": 22,
          "R4": 22,
          "R6": 30,
          "R7": 34,
          "R8": 32,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 28,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Charles Onyango-Obbo",
          "Uganda / East Africa",
          "regional_political_commentary",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Regional journalist/commentator. Evaluate evidence discipline and Pan-African policy framing.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "documentary_conflict_reporting",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Eritrea / international",
        "entity_id": "ACT-V66-JOURNALIST-FATMA-NAIB",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-FATMA-NAIB",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fatma Naib"
        },
        "evidence_strength": 44,
        "facets": [
          "journalist",
          "documentary",
          "Horn of Africa"
        ],
        "name": "Fatma Naib",
        "observed_alignment": "documentary/international",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 44
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 28,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fatma Naib",
          "Eritrea / international",
          "documentary_conflict_reporting",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Journalist/documentary reporter. Starter profile for conflict/human-rights framing review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guyana",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-026",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-026",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 026"
        },
        "evidence_strength": 38,
        "facets": [
          "regional_slot",
          "Guyana",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 026",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 38
        },
        "positive_score": 45,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 28,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 026",
          "Guyana",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Guyana: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Côte d’Ivoire",
        "entity_id": "ACT-CURRENT-OUATTARA-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-OUATTARA-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Alassane Ouattara / Côte d’Ivoire apparatus"
        },
        "evidence_strength": 54,
        "name": "Alassane Ouattara / Côte d’Ivoire apparatus",
        "positive_components": {
          "A1": 56,
          "A10": 38,
          "A2": 46,
          "A3": 42,
          "A4": 54,
          "A5": 46,
          "A6": 28,
          "A7": 36,
          "A8": 46,
          "A9": 54
        },
        "positive_score": 45,
        "red_flags": [],
        "risk_components": {
          "R1": 54,
          "R2": 44,
          "R3": 44,
          "R4": 56,
          "R5": 40,
          "R8": 52
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Alassane Ouattara / Côte d’Ivoire apparatus",
          "Côte d’Ivoire",
          "current_political_civic_patterns",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Alassane Ouattara / Côte d’Ivoire apparatus. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 27,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-CURRENT-RAMAPHOSA-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-RAMAPHOSA-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Cyril Ramaphosa / South Africa apparatus"
        },
        "evidence_strength": 60,
        "name": "Cyril Ramaphosa / South Africa apparatus",
        "positive_components": {
          "A1": 54,
          "A10": 36,
          "A2": 44,
          "A3": 40,
          "A4": 52,
          "A5": 44,
          "A6": 26,
          "A7": 34,
          "A8": 44,
          "A9": 60
        },
        "positive_score": 43,
        "red_flags": [],
        "risk_components": {
          "R1": 52,
          "R2": 42,
          "R3": 42,
          "R4": 54,
          "R5": 38,
          "R8": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Cyril Ramaphosa / South Africa apparatus",
          "Afrique du Sud",
          "current_political_civic_patterns",
          "business"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Cyril Ramaphosa / South Africa apparatus. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "technology_cluster",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-TECH-CHARLETTE-NGOMA",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-TECH-CHARLETTE-NGOMA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "African women tech-owner cluster"
        },
        "evidence_strength": 20,
        "facets": [
          "tech_owner",
          "women_in_tech",
          "cluster"
        ],
        "name": "African women tech-owner cluster",
        "positive_components": {
          "A1": 48,
          "A10": 46,
          "A2": 48,
          "A3": 40,
          "A4": 42,
          "A5": 44,
          "A6": 48,
          "A7": 38,
          "A8": 43,
          "A9": 20
        },
        "positive_score": 43,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 27,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Cluster placeholder for verified women-led African technology companies. Not an individual claim.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "broadcast_africa",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / international",
        "entity_id": "ACT-V66-JOURNALIST-SOPHIE-IKENYE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-SOPHIE-IKENYE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sophie Ikenye"
        },
        "evidence_strength": 42,
        "facets": [
          "journalist",
          "broadcast",
          "Kenya"
        ],
        "name": "Sophie Ikenye",
        "observed_alignment": "mainstream-broadcast",
        "positive_components": {
          "A1": 35,
          "A10": 40,
          "A2": 45,
          "A3": 50,
          "A4": 30,
          "A5": 40,
          "A6": 50,
          "A7": 45,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 42,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Sophie Ikenye",
          "Kenya / international",
          "broadcast_africa",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcast journalist covering Africa. Starter profile for source diversity and framing review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "broadcast_africa",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda / international",
        "entity_id": "ACT-V66-JOURNALIST-NANCY-KACUNGIRA",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-NANCY-KACUNGIRA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Nancy Kacungira"
        },
        "evidence_strength": 42,
        "facets": [
          "journalist",
          "Uganda",
          "broadcast"
        ],
        "name": "Nancy Kacungira",
        "observed_alignment": "international-broadcast",
        "positive_components": {
          "A1": 35,
          "A10": 40,
          "A2": 45,
          "A3": 50,
          "A4": 30,
          "A5": 40,
          "A6": 50,
          "A7": 45,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 42,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Nancy Kacungira",
          "Uganda / international",
          "broadcast_africa",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Broadcast journalist. Starter Africa-media profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 25,
        "category": "investigative_africa_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "UK / Africa",
        "entity_id": "ACT-V66-JOURNALIST-BBC-AFRICA-EYE",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-BBC-AFRICA-EYE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "BBC Africa Eye editorial unit"
        },
        "evidence_strength": 50,
        "facets": [
          "media",
          "investigative",
          "Africa"
        ],
        "name": "BBC Africa Eye editorial unit",
        "observed_alignment": "western-public-broadcaster-investigative",
        "positive_components": {
          "A1": 37,
          "A10": 42,
          "A2": 47,
          "A3": 52,
          "A4": 32,
          "A5": 42,
          "A6": 52,
          "A7": 47,
          "A8": 52,
          "A9": 50
        },
        "positive_score": 44,
        "red_flags": [],
        "risk_components": {
          "R1": 42,
          "R2": 32,
          "R3": 32,
          "R4": 32,
          "R6": 40,
          "R7": 44,
          "R8": 42,
          "R9": 42
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "BBC Africa Eye editorial unit",
          "UK / Africa",
          "investigative_africa_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Investigative unit covering African issues. Evaluate evidence quality, colonial-media asymmetry, editorial ownership and source protection.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 20,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-006",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-006",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 006"
        },
        "evidence_strength": 36,
        "facets": [
          "regional_slot",
          "Ghana",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 006",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 36
        },
        "positive_score": 45,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R6": 32,
          "R7": 36,
          "R8": 34,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 006",
          "Ghana",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Ghana: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-036",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-036",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 036"
        },
        "evidence_strength": 30,
        "facets": [
          "regional_slot",
          "Ghana",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 036",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 39,
          "A10": 44,
          "A2": 49,
          "A3": 54,
          "A4": 34,
          "A5": 44,
          "A6": 54,
          "A7": 49,
          "A8": 54,
          "A9": 30
        },
        "positive_score": 45,
        "red_flags": [],
        "risk_components": {
          "R1": 28,
          "R2": 18,
          "R3": 18,
          "R4": 18,
          "R6": 26,
          "R7": 30,
          "R8": 28,
          "R9": 28
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 27,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 036",
          "Ghana",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Ghana: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "africa_current_affairs",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda / diaspora",
        "entity_id": "ACT-V66-JOURNALIST-SAMIRA-SAWLANI",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-SAMIRA-SAWLANI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Samira Sawlani"
        },
        "evidence_strength": 42,
        "facets": [
          "journalist",
          "Africa",
          "current_affairs"
        ],
        "name": "Samira Sawlani",
        "observed_alignment": "Africa-current-affairs",
        "positive_components": {
          "A1": 35,
          "A10": 40,
          "A2": 45,
          "A3": 50,
          "A4": 30,
          "A5": 40,
          "A6": 50,
          "A7": 45,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 42,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 26,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Samira Sawlani",
          "Uganda / diaspora",
          "africa_current_affairs",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Commentator/reporter on African current affairs. Starter alignment and evidence review profile.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 17,
        "category": "conflict_reporting",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya / international",
        "entity_id": "ACT-V66-JOURNALIST-YVONNE-NDEGE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-YVONNE-NDEGE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Yvonne Ndege"
        },
        "evidence_strength": 42,
        "facets": [
          "journalist",
          "Kenya",
          "conflict_reporting"
        ],
        "name": "Yvonne Ndege",
        "observed_alignment": "international-current-affairs",
        "positive_components": {
          "A1": 35,
          "A10": 40,
          "A2": 45,
          "A3": 50,
          "A4": 30,
          "A5": 40,
          "A6": 50,
          "A7": 45,
          "A8": 50,
          "A9": 42
        },
        "positive_score": 42,
        "red_flags": [],
        "risk_components": {
          "R1": 30,
          "R2": 20,
          "R3": 20,
          "R4": 20,
          "R6": 28,
          "R7": 32,
          "R8": 30,
          "R9": 30
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 26,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Yvonne Ndege",
          "Kenya / international",
          "conflict_reporting",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Journalist known for conflict/current-affairs reporting. Requires source-linked framing review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 23,
        "category": "statecraft_security_resources",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "DRC",
        "entity_id": "ACT-V66-POLICY-FELIX-TSHISEKEDI",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-FELIX-TSHISEKEDI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Félix Tshisekedi"
        },
        "evidence_strength": 44,
        "facets": [
          "statecraft",
          "DRC",
          "security"
        ],
        "name": "Félix Tshisekedi",
        "observed_alignment": "statecraft/high-risk-contested",
        "positive_components": {
          "A1": 42,
          "A10": 37,
          "A2": 50,
          "A3": 42,
          "A4": 37,
          "A5": 42,
          "A6": 57,
          "A7": 42,
          "A8": 42,
          "A9": 44
        },
        "positive_score": 43,
        "red_flags": [],
        "risk_components": {
          "R1": 58,
          "R2": 58,
          "R3": 58,
          "R4": 58,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 26,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Félix Tshisekedi",
          "DRC",
          "statecraft_security_resources",
          "mixed"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political leadership profile requiring evidence on security, mining, public funds, constitutional safeguards, health sovereignty and human-rights outcomes.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 20,
        "category": "satirical_political_media",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria / diaspora",
        "entity_id": "ACT-V66-JOURNALIST-ADEOLA-FAYEHUN",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ADEOLA-FAYEHUN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Adeola Fayehun"
        },
        "evidence_strength": 40,
        "facets": [
          "journalist",
          "satire",
          "Nigeria"
        ],
        "name": "Adeola Fayehun",
        "observed_alignment": "satirical-accountability",
        "positive_components": {
          "A1": 35,
          "A10": 40,
          "A2": 45,
          "A3": 50,
          "A4": 30,
          "A5": 40,
          "A6": 50,
          "A7": 45,
          "A8": 50,
          "A9": 40
        },
        "positive_score": 42,
        "red_flags": [],
        "risk_components": {
          "R1": 34,
          "R2": 24,
          "R3": 24,
          "R4": 24,
          "R6": 32,
          "R7": 36,
          "R8": 34,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 25,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Adeola Fayehun",
          "Nigeria / diaspora",
          "satirical_political_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political media personality. Evaluate satire, public accountability and evidence discipline.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 20,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "DRC",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-031",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-031",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 031"
        },
        "evidence_strength": 43,
        "facets": [
          "regional_slot",
          "DRC",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 031",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 34,
          "A10": 39,
          "A2": 44,
          "A3": 49,
          "A4": 29,
          "A5": 39,
          "A6": 49,
          "A7": 44,
          "A8": 49,
          "A9": 43
        },
        "positive_score": 41,
        "red_flags": [],
        "risk_components": {
          "R1": 35,
          "R2": 25,
          "R3": 25,
          "R4": 25,
          "R6": 33,
          "R7": 37,
          "R8": 35,
          "R9": 35
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 25,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 031",
          "DRC",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for DRC: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "african_scientist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Nigeria",
        "entity_id": "ACT-SCIENTIST-ADEDOYIN-ADELEGAN",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-SCIENTIST-ADEDOYIN-ADELEGAN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Adedoyin Adelegan"
        },
        "evidence_strength": 18,
        "facets": [
          "scientist",
          "requires_verification"
        ],
        "name": "Adedoyin Adelegan",
        "positive_components": {
          "A1": 44,
          "A10": 42,
          "A2": 44,
          "A3": 36,
          "A4": 38,
          "A5": 40,
          "A6": 44,
          "A7": 34,
          "A8": 39,
          "A9": 18
        },
        "positive_score": 39,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 24,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Science/engineering profile placeholder pending exact evidence. Keep provisional until verified.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "present_governance_mixed_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-LEADER-KENYA-SECURITY-HEALTH",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-KENYA-SECURITY-HEALTH",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil mixte à risque: le score reconnaît innovation et institutions, mais pénalise les clauses d'immunité, dépendance sécuritaire, dette/data et risques sanitaires si sourcés.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Leadership kényan: sécurité extérieure et santé publique"
        },
        "evidence_strength": 58,
        "name": "Leadership kényan: sécurité extérieure et santé publique",
        "positive_components": {
          "A1": 54,
          "A2": 42,
          "A3": 46,
          "A4": 44,
          "A5": 50,
          "A6": 40,
          "A7": 38,
          "A8": 46,
          "A9": 58
        },
        "positive_score": 40,
        "red_flags": [
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 62,
          "R2": 54,
          "R3": 56,
          "R4": 58,
          "R5": 60
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 23,
        "score_explanation": "Profil mixte à risque: le score reconnaît innovation et institutions, mais pénalise les clauses d'immunité, dépendance sécuritaire, dette/data et risques sanitaires si sourcés.",
        "search_keywords": [
          "Kenya",
          "troupes étrangères",
          "immunité",
          "Ebola",
          "santé",
          "dette",
          "données"
        ],
        "source": "seed",
        "status": "legal_review_required_right_of_reply_required",
        "summary": "Profil institutionnel: innovation et capacités numériques réelles, mais risques de dette, immunités militaires étrangères, priorisation externe et protection sanitaire populaire à documenter.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 21,
        "category": "africa_longform_media",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Netherlands / Africa",
        "entity_id": "ACT-V66-JOURNALIST-ZAM-MAGAZINE",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ZAM-MAGAZINE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "ZAM Magazine"
        },
        "evidence_strength": 38,
        "facets": [
          "media",
          "Europe",
          "Africa"
        ],
        "name": "ZAM Magazine",
        "observed_alignment": "Africa-focused-European-platform",
        "positive_components": {
          "A1": 33,
          "A10": 38,
          "A2": 43,
          "A3": 48,
          "A4": 28,
          "A5": 38,
          "A6": 48,
          "A7": 43,
          "A8": 48,
          "A9": 38
        },
        "positive_score": 40,
        "red_flags": [],
        "risk_components": {
          "R1": 36,
          "R2": 26,
          "R3": 26,
          "R4": 26,
          "R6": 34,
          "R7": 38,
          "R8": 36,
          "R9": 36
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 23,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "ZAM Magazine",
          "Netherlands / Africa",
          "africa_longform_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Africa-focused media platform. Starter profile for editorial orientation, funding and source diversity review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 16,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "DRC",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-001",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 001"
        },
        "evidence_strength": 31,
        "facets": [
          "regional_slot",
          "DRC",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 001",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 34,
          "A10": 39,
          "A2": 44,
          "A3": 49,
          "A4": 29,
          "A5": 39,
          "A6": 49,
          "A7": 44,
          "A8": 49,
          "A9": 31
        },
        "positive_score": 40,
        "red_flags": [],
        "risk_components": {
          "R1": 29,
          "R2": 19,
          "R3": 19,
          "R4": 19,
          "R6": 27,
          "R7": 31,
          "R8": 29,
          "R9": 29
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 23,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 001",
          "DRC",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for DRC: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 23,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Burkina Faso",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-011",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-011",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 011"
        },
        "evidence_strength": 41,
        "facets": [
          "regional_slot",
          "Burkina Faso",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 011",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 34,
          "A10": 39,
          "A2": 44,
          "A3": 49,
          "A4": 29,
          "A5": 39,
          "A6": 49,
          "A7": 44,
          "A8": 49,
          "A9": 41
        },
        "positive_score": 41,
        "red_flags": [],
        "risk_components": {
          "R1": 39,
          "R2": 29,
          "R3": 29,
          "R4": 29,
          "R6": 37,
          "R7": 41,
          "R8": 39,
          "R9": 39
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 23,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 011",
          "Burkina Faso",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Burkina Faso: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 5,
        "category": "african_ai_research",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa",
        "entity_id": "ACT-TECH-HILINA-ABEBE",
        "entity_type": "researcher",
        "evidence_profile": {
          "actor_id": "ACT-TECH-HILINA-ABEBE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Hilina Abebe / African AI ecosystem placeholder"
        },
        "evidence_strength": 18,
        "facets": [
          "ai",
          "requires_verification"
        ],
        "name": "Hilina Abebe / African AI ecosystem placeholder",
        "positive_components": {
          "A1": 40,
          "A10": 38,
          "A2": 40,
          "A3": 35,
          "A4": 34,
          "A5": 36,
          "A6": 40,
          "A7": 30,
          "A8": 35,
          "A9": 18
        },
        "positive_score": 36,
        "red_flags": [],
        "risk_components": {
          "R1": 10,
          "R2": 10,
          "R3": 8,
          "R4": 7,
          "R5": 6,
          "R9": 10
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 22,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "starter_profile_sources_needed",
        "summary": "Placeholder for African AI builders where evidence is still being collected; keep capped until verified.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 22,
        "category": "regional_public-interest_journalist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia",
        "entity_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-021",
        "entity_type": "public_personality",
        "evidence_profile": {
          "actor_id": "ACT-V66-REGIONAL-PUBLIC-PERSONALITY-021",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Regional Regional Public-Interest Journalist Profile 021"
        },
        "evidence_strength": 33,
        "facets": [
          "regional_slot",
          "Zambia",
          "regional public-interest journalist"
        ],
        "name": "Regional Regional Public-Interest Journalist Profile 021",
        "observed_alignment": "placeholder/requires-named-source-pack",
        "positive_components": {
          "A1": 34,
          "A10": 39,
          "A2": 44,
          "A3": 49,
          "A4": 29,
          "A5": 39,
          "A6": 49,
          "A7": 44,
          "A8": 49,
          "A9": 33
        },
        "positive_score": 40,
        "red_flags": [],
        "risk_components": {
          "R1": 37,
          "R2": 27,
          "R3": 27,
          "R4": 27,
          "R6": 35,
          "R7": 39,
          "R8": 37,
          "R9": 37
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 22,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Regional Regional Public-Interest Journalist Profile 021",
          "Zambia",
          "regional_public-interest_journalist",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Placeholder public-interest personality slot for Zambia: regional public-interest journalist. Replace with a named person only after source-linked profile creation, DOI/URL anchors and review.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 27,
        "category": "political_commentary",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Uganda",
        "entity_id": "ACT-V66-JOURNALIST-ANDREW-MWENDA",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-ANDREW-MWENDA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Andrew Mwenda"
        },
        "evidence_strength": 38,
        "facets": [
          "journalist",
          "Uganda",
          "commentary"
        ],
        "name": "Andrew Mwenda",
        "observed_alignment": "political-commentary/contested",
        "positive_components": {
          "A1": 33,
          "A10": 38,
          "A2": 43,
          "A3": 48,
          "A4": 28,
          "A5": 38,
          "A6": 48,
          "A7": 43,
          "A8": 48,
          "A9": 38
        },
        "positive_score": 40,
        "red_flags": [],
        "risk_components": {
          "R1": 45,
          "R2": 35,
          "R3": 35,
          "R4": 35,
          "R6": 43,
          "R7": 47,
          "R8": 45,
          "R9": 45
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 21,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Andrew Mwenda",
          "Uganda",
          "political_commentary",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Political commentator. Profile needs source-linked review of regime, foreign-policy and public-interest alignment claims.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 26,
        "category": "media_politics",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Zambia",
        "entity_id": "ACT-V66-POLICY-FREEMAN-MBEWE",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-POLICY-FREEMAN-MBEWE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Fred M'membe"
        },
        "evidence_strength": 40,
        "facets": [
          "journalist",
          "Zambia",
          "politics"
        ],
        "name": "Fred M'membe",
        "observed_alignment": "media-politics/contested",
        "positive_components": {
          "A1": 33,
          "A10": 38,
          "A2": 43,
          "A3": 48,
          "A4": 28,
          "A5": 38,
          "A6": 48,
          "A7": 43,
          "A8": 48,
          "A9": 40
        },
        "positive_score": 40,
        "red_flags": [],
        "risk_components": {
          "R1": 44,
          "R2": 34,
          "R3": 34,
          "R4": 34,
          "R6": 42,
          "R7": 46,
          "R8": 44,
          "R9": 44
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 21,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Fred M'membe",
          "Zambia",
          "media_politics",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Journalist/political figure. Requires careful separation of media record, political role, evidence and claims.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 35,
        "category": "media_platform_epistemic_filter_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / global editorial network",
        "entity_id": "ACT-MEDIA-THE-CONVERSATION-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-MEDIA-THE-CONVERSATION-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score mixte: utile pour visibilité académique, mais le test CSSP exige financement, contrôle éditorial, représentativité, cadres africains et effet réel sur capacités souveraines.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The Conversation Africa / academic media platform"
        },
        "evidence_strength": 50,
        "name": "The Conversation Africa / academic media platform",
        "positive_components": {
          "A1": 45,
          "A2": 35,
          "A3": 50,
          "A4": 28,
          "A5": 44,
          "A6": 36,
          "A7": 46,
          "A8": 52,
          "A9": 65
        },
        "positive_score": 37,
        "red_flags": [],
        "risk_components": {
          "R1": 58,
          "R2": 48,
          "R3": 35,
          "R4": 35,
          "R5": 30,
          "R6": 56,
          "R7": 60,
          "R8": 42,
          "R9": 38
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 18,
        "score_explanation": "Score mixte: utile pour visibilité académique, mais le test CSSP exige financement, contrôle éditorial, représentativité, cadres africains et effet réel sur capacités souveraines.",
        "search_keywords": [
          "The Conversation Africa",
          "journal",
          "media",
          "academic",
          "funding",
          "epistemic filter",
          "Africa"
        ],
        "source": "seed",
        "status": "media_funding_editorial_method_review_needed",
        "summary": "Plateforme de vulgarisation académique à évaluer par ouverture aux cadres africains, indépendance éditoriale, financement, sélection des voix, utilité publique et risque de filtrage externe de l'épistémologie africaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Qatar / Afrique",
        "entity_id": "ACT-RISK-ALJAZEERA-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-ALJAZEERA-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Al Jazeera Africa footprint"
        },
        "evidence_strength": 50,
        "name": "Al Jazeera Africa footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 46,
          "R2": 36,
          "R3": 36,
          "R4": 36,
          "R6": 44,
          "R7": 48,
          "R8": 46,
          "R9": 46
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 18,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Al Jazeera Africa footprint",
          "Qatar / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Al Jazeera Africa footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Germany / Afrique",
        "entity_id": "ACT-RISK-DW-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-DW-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Deutsche Welle Africa footprint"
        },
        "evidence_strength": 50,
        "name": "Deutsche Welle Africa footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 48,
          "R2": 38,
          "R3": 38,
          "R4": 38,
          "R6": 46,
          "R7": 50,
          "R8": 48,
          "R9": 48
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 18,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Deutsche Welle Africa footprint",
          "Germany / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Deutsche Welle Africa footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-OPEN-SOCIETY-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-OPEN-SOCIETY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Open Society Africa footprint"
        },
        "evidence_strength": 50,
        "name": "Open Society Africa footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 48,
          "R2": 38,
          "R3": 38,
          "R4": 38,
          "R6": 46,
          "R7": 50,
          "R8": 48,
          "R9": 48
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 18,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Open Society Africa footprint",
          "Global / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Open Society Africa footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "alignment_note": "Starter public-orientation label for discovery and review. It is not a claim of secret affiliation, guilt, endorsement or PASO membership.",
        "capture_risk_score": 27,
        "category": "diaspora_political_media",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Cameroon / US",
        "entity_id": "ACT-V66-JOURNALIST-SIMON-ATEBA",
        "entity_type": "journalist",
        "evidence_profile": {
          "actor_id": "ACT-V66-JOURNALIST-SIMON-ATEBA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Simon Ateba"
        },
        "evidence_strength": 34,
        "facets": [
          "journalist",
          "diaspora",
          "Cameroon"
        ],
        "name": "Simon Ateba",
        "observed_alignment": "diaspora-political/contested",
        "positive_components": {
          "A1": 30,
          "A10": 35,
          "A2": 40,
          "A3": 45,
          "A4": 25,
          "A5": 35,
          "A6": 45,
          "A7": 40,
          "A8": 45,
          "A9": 34
        },
        "positive_score": 37,
        "red_flags": [],
        "risk_components": {
          "R1": 45,
          "R2": 35,
          "R3": 35,
          "R4": 35,
          "R6": 43,
          "R7": 47,
          "R8": 45,
          "R9": 45
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 18,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Simon Ateba",
          "Cameroon / US",
          "diaspora_political_media",
          "media"
        ],
        "source": "seed",
        "source_needs": [
          "DOI/ISBN/URL or stable profile",
          "public actions or representative works",
          "funding/ownership/affiliation context where relevant",
          "correction or right-of-response record where relevant"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Diaspora political journalist/commentator. Needs careful source-linked review of reporting, access disputes and framing.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 33,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-RISK-FRANCE24-RFI",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FRANCE24-RFI",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "France 24 / RFI Africa narrative footprint"
        },
        "evidence_strength": 50,
        "name": "France 24 / RFI Africa narrative footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 54,
          "R2": 44,
          "R3": 44,
          "R4": 44,
          "R6": 52,
          "R7": 56,
          "R8": 54,
          "R9": 54
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 17,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "France 24 / RFI Africa narrative footprint",
          "France / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for France 24 / RFI Africa narrative footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "UK / Afrique",
        "entity_id": "ACT-RISK-BBC-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-BBC-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "BBC Africa narrative footprint"
        },
        "evidence_strength": 50,
        "name": "BBC Africa narrative footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 50,
          "R2": 40,
          "R3": 40,
          "R4": 40,
          "R6": 48,
          "R7": 52,
          "R8": 50,
          "R9": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 17,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "BBC Africa narrative footprint",
          "UK / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for BBC Africa narrative footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 33,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Afrique",
        "entity_id": "ACT-RISK-CNN-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-CNN-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CNN Africa narrative footprint"
        },
        "evidence_strength": 50,
        "name": "CNN Africa narrative footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 54,
          "R2": 44,
          "R3": 44,
          "R4": 44,
          "R6": 52,
          "R7": 56,
          "R8": 54,
          "R9": 54
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 17,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CNN Africa narrative footprint",
          "US / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for CNN Africa narrative footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 36,
        "category": "media_foundation_threats",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Afrique",
        "entity_id": "ACT-RISK-VOA-AFRICA",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-RISK-VOA-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Voice of America Africa footprint"
        },
        "evidence_strength": 50,
        "name": "Voice of America Africa footprint",
        "positive_components": {
          "A1": 27,
          "A10": 32,
          "A2": 37,
          "A3": 42,
          "A4": 22,
          "A5": 32,
          "A6": 42,
          "A7": 37,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 35,
        "red_flags": [],
        "risk_components": {
          "R1": 58,
          "R2": 48,
          "R3": 48,
          "R4": 48,
          "R6": 56,
          "R7": 60,
          "R8": 58,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 16,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Voice of America Africa footprint",
          "US / Afrique",
          "media_foundation_threats",
          "media"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Voice of America Africa footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "media_platform_sovereignty_discourse_watchlist",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / diaspora / online media",
        "entity_id": "ACT-MEDIA-THE-SPEAR",
        "entity_type": "journal_or_platform",
        "evidence_profile": {
          "actor_id": "ACT-MEDIA-THE-SPEAR",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil conservé comme objet de veille, non comme verdict. Score provisoire bas surtout par manque de documentation structurée: financement, ownership, sources, corrections et impact mesurable.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "The Spear / African politics media platform"
        },
        "evidence_strength": 38,
        "name": "The Spear / African politics media platform",
        "positive_components": {
          "A1": 38,
          "A2": 42,
          "A3": 44,
          "A4": 20,
          "A5": 34,
          "A6": 46,
          "A7": 36,
          "A8": 48,
          "A9": 42
        },
        "positive_score": 33,
        "red_flags": [],
        "risk_components": {
          "R1": 44,
          "R2": 42,
          "R3": 40,
          "R4": 34,
          "R5": 28,
          "R6": 38,
          "R7": 52,
          "R8": 35,
          "R9": 50
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 15,
        "score_explanation": "Profil conservé comme objet de veille, non comme verdict. Score provisoire bas surtout par manque de documentation structurée: financement, ownership, sources, corrections et impact mesurable.",
        "search_keywords": [
          "The Spear",
          "media",
          "journal",
          "Africa",
          "sovereignty",
          "influence"
        ],
        "source": "seed",
        "status": "insufficient_documentation_media_profile",
        "summary": "Plateforme média à documenter: orientation éditoriale, financement, exactitude, contribution à clarté souveraine, risque de fracture ou amplification non vérifiable.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "food_seed_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean",
        "entity_id": "ACT-CASE-FOOD-SOVEREIGNTY-SEED",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-FOOD-SOVEREIGNTY-SEED",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "food_sovereignty",
            "seeds",
            "agriculture",
            "land",
            "dependency"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Food sovereignty and seed dependency dossier"
        },
        "evidence_strength": 46,
        "facets": [
          "case",
          "food_sovereignty",
          "seeds",
          "agriculture",
          "land",
          "dependency"
        ],
        "name": "Food sovereignty and seed dependency dossier",
        "positive_components": {
          "A1": 24,
          "A10": 19,
          "A2": 32,
          "A3": 24,
          "A4": 19,
          "A5": 24,
          "A6": 39,
          "A7": 24,
          "A8": 24,
          "A9": 46
        },
        "positive_score": 26,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 70,
          "R2": 70,
          "R3": 70,
          "R4": 70,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 11,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean",
          "Food sovereignty and seed dependency dossier",
          "agriculture",
          "case",
          "dependency",
          "dependency_vector",
          "food_seed_sovereignty",
          "food_sovereignty",
          "land",
          "seeds"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier on seeds, fertilizer, land, agronomy, food imports, farmer capability and external dependency. Needs local datasets and policy evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-MOTHER-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-NARC-MOTHER-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Maternal narcissistic domination pattern"
        },
        "evidence_strength": 30,
        "facets": [
          "family_field",
          "narcissism",
          "psychology",
          "pattern_level"
        ],
        "name": "Maternal narcissistic domination pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 30
        },
        "positive_score": 28,
        "red_flags": [],
        "risk_components": {
          "R1": 58,
          "R2": 58,
          "R3": 56,
          "R4": 55,
          "R5": 54,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 11,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for chronic maternal domination, scapegoating and identity control. Not a diagnosis of any individual; requires clinical/cultural evidence and case safeguards.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-STEPMOTHER-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-NARC-STEPMOTHER-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Stepmother scapegoating and inheritance-displacement pattern"
        },
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "stepmother",
          "narcissism",
          "pattern_level"
        ],
        "name": "Stepmother scapegoating and inheritance-displacement pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "positive_score": 28,
        "red_flags": [],
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 11,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for stepfamily cruelty, exclusion or inheritance-linked control where evidence supports it. Avoid stereotypes; require case-specific review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-MOTHER-IN-LAW-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-NARC-MOTHER-IN-LAW-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Mother-in-law coercive control pattern"
        },
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "mother_in_law",
          "narcissism",
          "pattern_level"
        ],
        "name": "Mother-in-law coercive control pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "positive_score": 28,
        "red_flags": [],
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 11,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for in-law control, couple destabilization, humiliation, economic pressure or social isolation. Not a general attack on elders or women.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / African diaspora",
        "entity_id": "THREAT-FAMILY-NARC-SISTER-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-NARC-SISTER-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Sister/sibling scapegoating and reputation attack pattern"
        },
        "evidence_strength": 28,
        "facets": [
          "family_field",
          "sibling",
          "narcissism",
          "pattern_level"
        ],
        "name": "Sister/sibling scapegoating and reputation attack pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 28
        },
        "positive_score": 28,
        "red_flags": [],
        "risk_components": {
          "R1": 55,
          "R2": 55,
          "R3": 53,
          "R4": 52,
          "R5": 51,
          "R9": 55
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 11,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for sibling coalitions, envy, isolation, triangulation and reputation attack. Needs careful evidence and non-stereotyping safeguards.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / colonized mind",
        "entity_id": "THREAT-FAMILY-COLORISM-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-COLORISM-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Source-linked profile still incomplete."
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Intra-family colorism as colonized-field symptom"
        },
        "evidence_strength": 32,
        "facets": [
          "family_field",
          "colorism",
          "colonized_mind",
          "pattern_level"
        ],
        "name": "Intra-family colorism as colonized-field symptom",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 32
        },
        "positive_score": 28,
        "red_flags": [],
        "risk_components": {
          "R1": 58,
          "R2": 58,
          "R3": 56,
          "R4": 55,
          "R5": 54,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 11,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for colorism inside families as visible symptom of colonial status hierarchy. Requires careful cultural and psychiatric framing.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 53,
        "category": "foreign_philanthropy_health_agriculture_dependency_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / active in Africa",
        "entity_id": "ACT-FOREIGN-GATES-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-GATES-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Impact matériel possible, mais très fort risque de dépendance et agenda-setting externe. Le score doit distinguer service rendu et souveraineté transférée: qui décide, qui possède, qui maintient, qui contrôle les données?",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bill Gates / Gates Foundation Africa footprint"
        },
        "evidence_strength": 62,
        "name": "Bill Gates / Gates Foundation Africa footprint",
        "positive_components": {
          "A1": 52,
          "A2": 28,
          "A3": 46,
          "A4": 32,
          "A5": 48,
          "A6": 12,
          "A7": 30,
          "A8": 44,
          "A9": 60
        },
        "positive_score": 33,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance"
        ],
        "risk_components": {
          "R1": 86,
          "R2": 70,
          "R3": 48,
          "R4": 62,
          "R5": 54,
          "R6": 82,
          "R7": 74,
          "R8": 82,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 10,
        "score_explanation": "Impact matériel possible, mais très fort risque de dépendance et agenda-setting externe. Le score doit distinguer service rendu et souveraineté transférée: qui décide, qui possède, qui maintient, qui contrôle les données?",
        "search_keywords": [
          "Bill Gates",
          "Gates Foundation",
          "Africa",
          "health",
          "agriculture",
          "philanthropy laundering",
          "dependency"
        ],
        "source": "seed",
        "status": "foreign_actor_high_dependency_review_required",
        "summary": "Acteur non africain très actif en santé, agriculture, vaccins et politiques publiques africaines; à évaluer par transfert de capacités ou dépendance technocratique, influence de priorités et contrôle des données/systèmes.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 47,
        "category": "present_leadership_dependency_and_security_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-LEADER-WILLIAM-RUTO-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-WILLIAM-RUTO-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil sensible: les scores doivent être documentés par budgets, accords militaires, clauses d'immunité, santé publique, dette et données. Critique des patterns, non jugement personnel privé.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "William Ruto / Kenya governance apparatus"
        },
        "evidence_strength": 58,
        "name": "William Ruto / Kenya governance apparatus",
        "positive_components": {
          "A1": 44,
          "A2": 32,
          "A3": 42,
          "A4": 34,
          "A5": 38,
          "A6": 24,
          "A7": 30,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 32,
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 76,
          "R2": 58,
          "R3": 60,
          "R4": 62,
          "R5": 56,
          "R6": 68,
          "R7": 54,
          "R8": 48,
          "R9": 42
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 10,
        "score_explanation": "Profil sensible: les scores doivent être documentés par budgets, accords militaires, clauses d'immunité, santé publique, dette et données. Critique des patterns, non jugement personnel privé.",
        "search_keywords": [
          "William Ruto",
          "Kenya",
          "debt",
          "French troops",
          "foreign immunity",
          "health",
          "data"
        ],
        "source": "seed",
        "status": "present_governance_right_of_reply_required",
        "summary": "Profil de gouvernance à évaluer sur dette, sécurité, troupes étrangères, santé publique, data/digitalisation, impôts et protection effective du peuple.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "health_lab_biobank_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean",
        "entity_id": "ACT-CASE-HEALTH-LAB-SOVEREIGNTY",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-HEALTH-LAB-SOVEREIGNTY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "health",
            "labs",
            "biobank",
            "public_health",
            "data_sovereignty"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Health, laboratory and biobank sovereignty dossier"
        },
        "evidence_strength": 48,
        "facets": [
          "case",
          "health",
          "labs",
          "biobank",
          "public_health",
          "data_sovereignty"
        ],
        "name": "Health, laboratory and biobank sovereignty dossier",
        "positive_components": {
          "A1": 22,
          "A10": 17,
          "A2": 30,
          "A3": 22,
          "A4": 17,
          "A5": 22,
          "A6": 37,
          "A7": 22,
          "A8": 22,
          "A9": 48
        },
        "positive_score": 24,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 74,
          "R2": 74,
          "R3": 74,
          "R4": 74,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 10,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean",
          "Health, laboratory and biobank sovereignty dossier",
          "biobank",
          "case",
          "data_sovereignty",
          "dependency_vector",
          "health",
          "health_lab_biobank_sovereignty",
          "labs",
          "public_health"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier on diagnostic capacity, biobanks, sample export, clinical trials, public-health data and local manufacturing of critical supplies.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 33,
        "category": "family_field_pathology",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Family-field / institutions",
        "entity_id": "THREAT-FAMILY-PATRIARCHAL-NARC-001",
        "entity_type": "threat_pattern",
        "evidence_profile": {
          "actor_id": "THREAT-FAMILY-PATRIARCHAL-NARC-001",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Patriarchal-coded narcissistic cruelty pattern"
        },
        "evidence_strength": 34,
        "facets": [
          "family_field",
          "patriarchy",
          "narcissism",
          "authoritarianism",
          "pattern_level"
        ],
        "name": "Patriarchal-coded narcissistic cruelty pattern",
        "positive_components": {
          "A1": 20,
          "A10": 35,
          "A2": 20,
          "A3": 35,
          "A4": 30,
          "A5": 35,
          "A6": 20,
          "A7": 30,
          "A8": 30,
          "A9": 34
        },
        "positive_score": 28,
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 62,
          "R2": 62,
          "R3": 60,
          "R4": 59,
          "R5": 58,
          "R9": 62
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 10,
        "score_explanation": "Provisional seed profile. Score is capped until source-linked claims, publications, public actions, funding context and reviewer approval are attached.",
        "search_keywords": [],
        "source": "seed",
        "source_needs": [
          "official institutional profile or biography",
          "publication/output record",
          "public actions or products",
          "funding/ownership context where relevant",
          "right-of-reply where adverse or contested"
        ],
        "status": "pattern_template_sources_needed",
        "summary": "Pattern-level entry for authoritarian father/elder/political-family logic where power, gender, silence and reputation replace accountability and protection.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 34,
        "category": "mineral_integrity_supply_chain",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / Global",
        "entity_id": "ACT-CASE-DRC-COBALT-SUPPLY-CHAIN",
        "entity_type": "deal_or_agreement",
        "evidence_profile": {
          "actor_id": "ACT-CASE-DRC-COBALT-SUPPLY-CHAIN",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "case",
            "mining",
            "cobalt",
            "supply_chain",
            "human_rights",
            "tech",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High public-interest risk vector. Red does not equal final guilt for any company; it triggers due diligence, traceability and right-of-reply workflow.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "Amnesty cobalt report",
              "note": "Documents hazardous artisanal cobalt mining and supply-chain risks in DRC.",
              "ref": "amnesty_cobalt",
              "url": "https://www.amnesty.org/en/documents/afr62/3183/2016/en/"
            },
            {
              "label": "IEA Global Critical Minerals Outlook 2024",
              "note": "Outlook for critical minerals including cobalt, lithium, nickel and rare earths.",
              "ref": "iea_critical_minerals",
              "url": "https://www.iea.org/reports/global-critical-minerals-outlook-2024"
            }
          ],
          "title": "DRC cobalt supply-chain integrity risk"
        },
        "evidence_strength": 80,
        "facets": [
          "case",
          "mining",
          "cobalt",
          "supply_chain",
          "human_rights",
          "tech",
          "threat_vector"
        ],
        "name": "DRC cobalt supply-chain integrity risk",
        "positive_components": {
          "A1": 18,
          "A10": 13,
          "A2": 26,
          "A3": 18,
          "A4": 13,
          "A5": 18,
          "A6": 33,
          "A7": 18,
          "A8": 18,
          "A9": 80
        },
        "positive_score": 22,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 86,
          "R2": 86,
          "R3": 86,
          "R4": 86,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 8,
        "score_explanation": "High public-interest risk vector. Red does not equal final guilt for any company; it triggers due diligence, traceability and right-of-reply workflow.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "DRC cobalt supply-chain integrity risk",
          "RDC / Global",
          "case",
          "cobalt",
          "dependency_vector",
          "human_rights",
          "mineral_integrity_supply_chain",
          "mining",
          "supply_chain",
          "tech",
          "threat_vector"
        ],
        "source": "seed",
        "source_refs": [
          "amnesty_cobalt",
          "iea_critical_minerals"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated mineral integrity case: cobalt demand and global technology supply chains require child-labour, safety, traceability, community benefit and corporate due-diligence review.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "bauxite_supply_chain_integrity",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Guinea / Global",
        "entity_id": "ACT-CASE-GUINEA-BAUXITE-CHAIN",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-GUINEA-BAUXITE-CHAIN",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "bauxite",
            "guinea",
            "mining",
            "supply_chain",
            "resource_integrity"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Guinea bauxite/aluminium chain integrity dossier"
        },
        "evidence_strength": 52,
        "facets": [
          "case",
          "bauxite",
          "guinea",
          "mining",
          "supply_chain",
          "resource_integrity"
        ],
        "name": "Guinea bauxite/aluminium chain integrity dossier",
        "positive_components": {
          "A1": 20,
          "A10": 15,
          "A2": 28,
          "A3": 20,
          "A4": 15,
          "A5": 20,
          "A6": 35,
          "A7": 20,
          "A8": 20,
          "A9": 52
        },
        "positive_score": 23,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 74,
          "R2": 74,
          "R3": 74,
          "R4": 74,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 8,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Guinea / Global",
          "Guinea bauxite/aluminium chain integrity dossier",
          "bauxite",
          "bauxite_supply_chain_integrity",
          "case",
          "dependency_vector",
          "guinea",
          "mining",
          "resource_integrity",
          "supply_chain"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Mining dossier requiring concession texts, environmental/community impact, tax receipts, beneficiation and corporate due diligence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "digital_dependency_data_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean / Global tech",
        "entity_id": "ACT-CASE-DIGITAL-SOVEREIGNTY-CLOUD",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-DIGITAL-SOVEREIGNTY-CLOUD",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "cloud",
            "data",
            "cybersecurity",
            "ai",
            "digital_sovereignty",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Digital sovereignty, cloud and data dependency dossier"
        },
        "evidence_strength": 50,
        "facets": [
          "case",
          "cloud",
          "data",
          "cybersecurity",
          "ai",
          "digital_sovereignty",
          "threat_vector"
        ],
        "name": "Digital sovereignty, cloud and data dependency dossier",
        "positive_components": {
          "A1": 20,
          "A10": 15,
          "A2": 28,
          "A3": 20,
          "A4": 15,
          "A5": 20,
          "A6": 35,
          "A7": 20,
          "A8": 20,
          "A9": 50
        },
        "positive_score": 23,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 78,
          "R3": 78,
          "R4": 78,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 8,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean / Global tech",
          "Digital sovereignty, cloud and data dependency dossier",
          "ai",
          "case",
          "cloud",
          "cybersecurity",
          "data",
          "dependency_vector",
          "digital_dependency_data_sovereignty",
          "digital_sovereignty",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier on data hosting, cloud contracts, cybersecurity, AI dependency, procurement clauses and local capability transfer.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 30,
        "category": "land_cadastral_integrity",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean",
        "entity_id": "ACT-CASE-LAND-CADASTRE-CAPTURE",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-LAND-CADASTRE-CAPTURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "land",
            "cadastre",
            "fraud",
            "property",
            "population_protection"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Land/cadastre capture and double-sale risk dossier"
        },
        "evidence_strength": 46,
        "facets": [
          "case",
          "land",
          "cadastre",
          "fraud",
          "property",
          "population_protection"
        ],
        "name": "Land/cadastre capture and double-sale risk dossier",
        "positive_components": {
          "A1": 20,
          "A10": 15,
          "A2": 28,
          "A3": 20,
          "A4": 15,
          "A5": 20,
          "A6": 35,
          "A7": 20,
          "A8": 20,
          "A9": 46
        },
        "positive_score": 22,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 76,
          "R2": 76,
          "R3": 76,
          "R4": 76,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 8,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean",
          "Land/cadastre capture and double-sale risk dossier",
          "cadastre",
          "case",
          "dependency_vector",
          "fraud",
          "land",
          "land_cadastral_integrity",
          "population_protection",
          "property"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier on land title fraud, double sales, coercive dispossession, elite capture and digital cadastral security.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 51,
        "category": "foreign_tech_platform_dependency_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / United States / Africa footprint",
        "entity_id": "ACT-FOREIGN-MUSK-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-MUSK-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "La connectivité peut être utile, mais la souveraineté exige contrôle africain des données, infrastructures, standards, modération, taxation, maintenance et sortie. Forte amplification/personnalisation = risque à suivre.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Elon Musk / platform, satellite and tech influence in Africa"
        },
        "evidence_strength": 54,
        "name": "Elon Musk / platform, satellite and tech influence in Africa",
        "positive_components": {
          "A1": 48,
          "A2": 22,
          "A3": 44,
          "A4": 26,
          "A5": 42,
          "A6": 8,
          "A7": 24,
          "A8": 36,
          "A9": 52
        },
        "positive_score": 29,
        "red_flags": [
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 72,
          "R3": 60,
          "R4": 64,
          "R5": 46,
          "R6": 60,
          "R7": 86,
          "R8": 66,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 6,
        "score_explanation": "La connectivité peut être utile, mais la souveraineté exige contrôle africain des données, infrastructures, standards, modération, taxation, maintenance et sortie. Forte amplification/personnalisation = risque à suivre.",
        "search_keywords": [
          "Elon Musk",
          "Starlink",
          "X",
          "Africa",
          "platform",
          "satellite",
          "data sovereignty",
          "dependency"
        ],
        "source": "seed",
        "status": "foreign_tech_dependency_and_information_risk_review",
        "summary": "Acteur tech global à évaluer par connectivité, plateformes, données, dépendance infrastructurelle, discours public, influence informationnelle et contrôle non africain des couches critiques.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "resource_sovereignty_uranium",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Niger / Global nuclear supply chain",
        "entity_id": "ACT-CASE-NIGER-URANIUM-SOVEREIGNTY",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-NIGER-URANIUM-SOVEREIGNTY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "uranium",
            "niger",
            "mining",
            "resource_sovereignty",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Niger uranium sovereignty and extraction-risk dossier"
        },
        "evidence_strength": 56,
        "facets": [
          "case",
          "uranium",
          "niger",
          "mining",
          "resource_sovereignty",
          "threat_vector"
        ],
        "name": "Niger uranium sovereignty and extraction-risk dossier",
        "positive_components": {
          "A1": 18,
          "A10": 13,
          "A2": 26,
          "A3": 18,
          "A4": 13,
          "A5": 18,
          "A6": 33,
          "A7": 18,
          "A8": 18,
          "A9": 56
        },
        "positive_score": 21,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 80,
          "R2": 80,
          "R3": 80,
          "R4": 80,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 6,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Niger / Global nuclear supply chain",
          "Niger uranium sovereignty and extraction-risk dossier",
          "case",
          "dependency_vector",
          "mining",
          "niger",
          "resource_sovereignty",
          "resource_sovereignty_uranium",
          "threat_vector",
          "uranium"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Resource-sovereignty dossier requiring contracts, corporate ownership, taxation, local benefit, environmental impact and geopolitical pressure evidence.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "sovereign_pressure_civilian_protection",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Mali / Sahel / International",
        "entity_id": "ACT-CASE-MALI-FOREIGN-PRESSURE",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-MALI-FOREIGN-PRESSURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "mali",
            "sahel",
            "military_pressure",
            "diplomatic_pressure",
            "civilian_protection",
            "right_of_reply"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "United Nations official documents",
              "note": "Official treaty, resolution and communication source location for action dossiers.",
              "ref": "un_official",
              "url": "https://documents.un.org/"
            },
            {
              "label": "African Union official resources",
              "note": "AU decisions, communiques, policy resources and institutional reference material.",
              "ref": "au_official",
              "url": "https://au.int/"
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Mali foreign military/diplomatic/informational/economic pressure dossier"
        },
        "evidence_strength": 56,
        "facets": [
          "case",
          "mali",
          "sahel",
          "military_pressure",
          "diplomatic_pressure",
          "civilian_protection",
          "right_of_reply"
        ],
        "name": "Mali foreign military/diplomatic/informational/economic pressure dossier",
        "positive_components": {
          "A1": 16,
          "A10": 11,
          "A2": 24,
          "A3": 16,
          "A4": 11,
          "A5": 16,
          "A6": 31,
          "A7": 16,
          "A8": 16,
          "A9": 56
        },
        "positive_score": 19,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 78,
          "R3": 78,
          "R4": 78,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 5,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Mali / Sahel / International",
          "Mali foreign military/diplomatic/informational/economic pressure dossier",
          "case",
          "civilian_protection",
          "dependency_vector",
          "diplomatic_pressure",
          "mali",
          "military_pressure",
          "right_of_reply",
          "sahel",
          "sovereign_pressure_civilian_protection"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "un_official",
          "au_official",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Evidence-gated action dossier for alleged foreign military, diplomatic, informational or economic pressure patterns affecting Mali's sovereign capability and civilian protection.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "education_epistemic_capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean",
        "entity_id": "ACT-CASE-EDUCATION-DEPENDENCY",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-EDUCATION-DEPENDENCY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "education",
            "curriculum",
            "epistemic_sovereignty",
            "language",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Association of African Universities",
              "note": "AAU continental higher-education network used as context for institutional coverage.",
              "ref": "aau_members",
              "url": "https://aau.org/"
            },
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            }
          ],
          "title": "Education dependency and curriculum capture dossier"
        },
        "evidence_strength": 48,
        "facets": [
          "case",
          "education",
          "curriculum",
          "epistemic_sovereignty",
          "language",
          "threat_vector"
        ],
        "name": "Education dependency and curriculum capture dossier",
        "positive_components": {
          "A1": 16,
          "A10": 11,
          "A2": 24,
          "A3": 16,
          "A4": 11,
          "A5": 16,
          "A6": 31,
          "A7": 16,
          "A8": 16,
          "A9": 48
        },
        "positive_score": 19,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 72,
          "R2": 72,
          "R3": 72,
          "R4": 72,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 5,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean",
          "Education dependency and curriculum capture dossier",
          "case",
          "curriculum",
          "dependency_vector",
          "education",
          "education_epistemic_capture",
          "epistemic_sovereignty",
          "language",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "aau_members",
          "public_bibliography_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier on imported curricula, language exclusion, ranking dependency and loss of local epistemic production. Evidence must include curricula, textbooks, budgets and graduate outcomes.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 39,
        "category": "present_governance_rent_capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Congo-Brazzaville",
        "entity_id": "ACT-LEADER-SASSOU-NGUESSO-APPARATUS",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-SASSOU-NGUESSO-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score bas par opacité de rente et faible transformation sociale. Les corrections exigent contrats, audits, budget, dette et droit de réponse.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Appareil présidentiel Congo-Brazzaville / rente pétrolière"
        },
        "evidence_strength": 56,
        "name": "Appareil présidentiel Congo-Brazzaville / rente pétrolière",
        "positive_components": {
          "A1": 28,
          "A2": 20,
          "A3": 24,
          "A4": 18,
          "A5": 24,
          "A6": 20,
          "A7": 14,
          "A8": 18,
          "A9": 50
        },
        "positive_score": 20,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 76,
          "R2": 78,
          "R3": 76,
          "R4": 86,
          "R5": 72
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 3,
        "score_explanation": "Score bas par opacité de rente et faible transformation sociale. Les corrections exigent contrats, audits, budget, dette et droit de réponse.",
        "search_keywords": [
          "Congo-Brazzaville",
          "Sassou",
          "pétrole",
          "rente",
          "dette",
          "audit"
        ],
        "source": "seed",
        "status": "legal_review_required_right_of_reply_required",
        "summary": "Profil institutionnel de rente: longévité du pouvoir, dépendance pétrolière, dette/opacité et faible conversion de ressources en capacités populaires productives.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 35,
        "category": "cobalt_human_rights_industrial_sovereignty",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC / Global tech supply chain",
        "entity_id": "ACT-CASE-DRC-COBALT-CHILD-LABOUR",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-DRC-COBALT-CHILD-LABOUR",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "cobalt",
            "child_labor",
            "supply_chain",
            "mining",
            "tech"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Amnesty cobalt report",
              "note": "Documents hazardous artisanal cobalt mining and supply-chain risks in DRC.",
              "ref": "amnesty_cobalt",
              "url": "https://www.amnesty.org/en/documents/afr62/3183/2016/en/"
            },
            {
              "label": "IEA Global Critical Minerals Outlook 2024",
              "note": "Outlook for critical minerals including cobalt, lithium, nickel and rare earths.",
              "ref": "iea_critical_minerals",
              "url": "https://www.iea.org/reports/global-critical-minerals-outlook-2024"
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "DRC cobalt child-labour and industrial-benefit dossier"
        },
        "evidence_strength": 72,
        "facets": [
          "case",
          "cobalt",
          "child_labor",
          "supply_chain",
          "mining",
          "tech"
        ],
        "name": "DRC cobalt child-labour and industrial-benefit dossier",
        "positive_components": {
          "A1": 14,
          "A10": 9,
          "A2": 22,
          "A3": 14,
          "A4": 9,
          "A5": 14,
          "A6": 29,
          "A7": 14,
          "A8": 14,
          "A9": 72
        },
        "positive_score": 18,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 88,
          "R2": 88,
          "R3": 88,
          "R4": 88,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 3,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "DRC cobalt child-labour and industrial-benefit dossier",
          "RDC / Global tech supply chain",
          "case",
          "child_labor",
          "cobalt",
          "cobalt_human_rights_industrial_sovereignty",
          "dependency_vector",
          "mining",
          "supply_chain",
          "tech"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "amnesty_cobalt",
          "iea_critical_minerals",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Evidence-gated dossier on child labor, artisanal mining safety, corporate traceability, industrialization and local benefit in cobalt supply chains.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 27,
        "category": "education_measurement_capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean / Global",
        "entity_id": "ACT-THREAT-RANKING-DEPENDENCY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-RANKING-DEPENDENCY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "university",
            "prestige",
            "ranking",
            "education"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "University ranking dependency without sovereign output"
        },
        "evidence_strength": 42,
        "facets": [
          "threat_vector",
          "university",
          "prestige",
          "ranking",
          "education"
        ],
        "name": "University ranking dependency without sovereign output",
        "positive_components": {
          "A1": 12,
          "A10": 7,
          "A2": 20,
          "A3": 12,
          "A4": 7,
          "A5": 12,
          "A6": 27,
          "A7": 12,
          "A8": 12,
          "A9": 42
        },
        "positive_score": 15,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 68,
          "R2": 68,
          "R3": 68,
          "R4": 68,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 3,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean / Global",
          "University ranking dependency without sovereign output",
          "dependency_vector",
          "education",
          "education_measurement_capture",
          "prestige",
          "ranking",
          "threat_vector",
          "university"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where ranking visibility becomes a substitute for local-language knowledge, useful science, patents, public-health output, jobs and national capability.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 34,
        "category": "reparations_sovereign_repair",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haiti / France / Caribbean",
        "entity_id": "ACT-CASE-HAITI-REPARATIONS",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-HAITI-REPARATIONS",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "haiti",
            "reparations",
            "colonial_debt",
            "caribbean"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "BNF Haiti independence debt",
              "note": "Historical source on Haiti’s indemnity and renegotiation.",
              "ref": "haiti_debt_bnf",
              "url": "https://heritage.bnf.fr/france-ameriques/en/haitis-independence-debt-slave-unit-account-1794-1922"
            }
          ],
          "title": "Haiti reparations and sovereign repair dossier"
        },
        "evidence_strength": 74,
        "facets": [
          "case",
          "haiti",
          "reparations",
          "colonial_debt",
          "caribbean"
        ],
        "name": "Haiti reparations and sovereign repair dossier",
        "positive_components": {
          "A1": 12,
          "A10": 7,
          "A2": 20,
          "A3": 12,
          "A4": 7,
          "A5": 12,
          "A6": 27,
          "A7": 12,
          "A8": 12,
          "A9": 74
        },
        "positive_score": 16,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 86,
          "R2": 86,
          "R3": 86,
          "R4": 86,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 2,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Haiti / France / Caribbean",
          "Haiti reparations and sovereign repair dossier",
          "caribbean",
          "case",
          "colonial_debt",
          "dependency_vector",
          "haiti",
          "reparations",
          "reparations_sovereign_repair"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "haiti_debt_bnf"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Action dossier connecting historical indemnity extraction to present development constraints, reparations, archives and public finance repair.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "diaspora_capture",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Diaspora / Africa / Caribbean",
        "entity_id": "ACT-THREAT-DIASPORA-COOPTATION",
        "entity_type": "professional_network",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-DIASPORA-COOPTATION",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "diaspora",
            "prestige",
            "brokerage",
            "capture"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Diaspora cooptation and prestige brokerage pattern"
        },
        "evidence_strength": 38,
        "facets": [
          "threat_vector",
          "diaspora",
          "prestige",
          "brokerage",
          "capture"
        ],
        "name": "Diaspora cooptation and prestige brokerage pattern",
        "positive_components": {
          "A1": 12,
          "A10": 7,
          "A2": 20,
          "A3": 12,
          "A4": 7,
          "A5": 12,
          "A6": 27,
          "A7": 12,
          "A8": 12,
          "A9": 38
        },
        "positive_score": 14,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 70,
          "R2": 70,
          "R3": 70,
          "R4": 70,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 2,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Diaspora / Africa / Caribbean",
          "Diaspora cooptation and prestige brokerage pattern",
          "brokerage",
          "capture",
          "dependency_vector",
          "diaspora",
          "diaspora_capture",
          "prestige",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where diaspora prestige is used to legitimate external agendas without measurable local capacity transfer or accountability.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 28,
        "category": "philanthropy_dependency",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-PHILANTHROPIC-CAPTURE",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-PHILANTHROPIC-CAPTURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "philanthropy",
            "donor_dependency",
            "capture"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Philanthropic capture without capacity transfer"
        },
        "evidence_strength": 40,
        "facets": [
          "threat_vector",
          "philanthropy",
          "donor_dependency",
          "capture"
        ],
        "name": "Philanthropic capture without capacity transfer",
        "positive_components": {
          "A1": 10,
          "A10": 5,
          "A2": 18,
          "A3": 10,
          "A4": 5,
          "A5": 10,
          "A6": 25,
          "A7": 10,
          "A8": 10,
          "A9": 40
        },
        "positive_score": 13,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 70,
          "R2": 70,
          "R3": 70,
          "R4": 70,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 1,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Global / Africa / Caribbean",
          "Philanthropic capture without capacity transfer",
          "capture",
          "dependency_vector",
          "donor_dependency",
          "philanthropy",
          "philanthropy_dependency",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where grants, prizes or charity replace ownership, maintenance, manufacturing, data control and sovereign decision-making.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 44,
        "category": "present_governance_capture_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "RDC",
        "entity_id": "ACT-LEADER-DRC-PRESIDENCY",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-DRC-PRESIDENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Score faible et risque élevé parce que le profil évalue des patterns documentables de gouvernance et de contrats, pas une opinion personnelle. Toute correction doit passer par preuves: budgets, contrats, audits, résultats de santé, dépenses et droit de réponse.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Présidence / appareil de gouvernance RDC actuel"
        },
        "evidence_strength": 64,
        "name": "Présidence / appareil de gouvernance RDC actuel",
        "positive_components": {
          "A1": 22,
          "A2": 18,
          "A3": 20,
          "A4": 16,
          "A5": 18,
          "A6": 14,
          "A7": 10,
          "A8": 18,
          "A9": 52
        },
        "positive_score": 17,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 88,
          "R3": 84,
          "R4": 90,
          "R5": 86
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Score faible et risque élevé parce que le profil évalue des patterns documentables de gouvernance et de contrats, pas une opinion personnelle. Toute correction doit passer par preuves: budgets, contrats, audits, résultats de santé, dépenses et droit de réponse.",
        "search_keywords": [
          "RDC",
          "présidence",
          "Tshisekedi",
          "contrats",
          "Ebola",
          "biobanques",
          "victimes",
          "prestige",
          "capture"
        ],
        "source": "seed",
        "status": "legal_review_required_right_of_reply_required",
        "summary": "Profil institutionnel, non privé: contrats majeurs étrangers, sous-financement des capacités critiques, prestige politique, santé/labs négligés et faible conversion des ressources en souveraineté populaire.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 70,
        "category": "dependency_watchlist_affiliation_local_footprint_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / diaspora / plateformes externes",
        "entity_id": "ACT-BUSINESS-MAGATTE-WADE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-MAGATTE-WADE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Very low contribution score until verifiable local footprint, capability transfer and funding/amplification structure are documented. Red flags are not guilt; they are evidence requirements.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Magatte Wade / prosperity-media business profile"
        },
        "evidence_strength": 48,
        "name": "Magatte Wade / prosperity-media business profile",
        "positive_components": {
          "A1": 25,
          "A10": 10,
          "A2": 22,
          "A3": 18,
          "A4": 20,
          "A5": 18,
          "A6": 20,
          "A7": 15,
          "A8": 20,
          "A9": 48
        },
        "positive_score": 20,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R10": 44,
          "R11": 66,
          "R2": 84,
          "R3": 76,
          "R4": 62,
          "R5": 54,
          "R6": 88,
          "R7": 92,
          "R8": 84,
          "R9": 50
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Very low contribution score until verifiable local footprint, capability transfer and funding/amplification structure are documented. Red flags are not guilt; they are evidence requirements.",
        "search_keywords": [
          "Magatte Wade",
          "Heritage",
          "NED",
          "prosperity",
          "business footprint",
          "Senegal",
          "amplification",
          "think tank"
        ],
        "source": "seed",
        "status": "evidence_gated_watchlist_affiliation_and_local_footprint_required",
        "summary": "Evidence-gated profile: high external amplification and prosperity-media positioning must be tested against verifiable local business footprint, jobs, productive assets, ownership transfer and funding/think-tank adjacency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 54,
        "category": "extractive_capital_philanthropy_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / global extractive networks",
        "entity_id": "ACT-FOREIGN-OPPENHEIMER-NETWORKS",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-OPPENHEIMER-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "philanthropie/visibilité peut masquer dépendance",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil de risque élevé si les preuves confirment extraction, rente et influence sans transfert de propriété/capacités. Toute philanthropie doit être évaluée contre extraction, réparation et contrôle local.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Oppenheimer-linked extractive and philanthropy networks"
        },
        "evidence_strength": 55,
        "name": "Oppenheimer-linked extractive and philanthropy networks",
        "positive_components": {
          "A1": 30,
          "A2": 18,
          "A3": 28,
          "A4": 22,
          "A5": 26,
          "A6": 12,
          "A7": 20,
          "A8": 24,
          "A9": 40
        },
        "positive_score": 21,
        "red_flags": [
          "philanthropie/visibilité peut masquer dépendance",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 66,
          "R3": 55,
          "R4": 88,
          "R5": 70,
          "R6": 65,
          "R7": 50,
          "R8": 78,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Profil de risque élevé si les preuves confirment extraction, rente et influence sans transfert de propriété/capacités. Toute philanthropie doit être évaluée contre extraction, réparation et contrôle local.",
        "search_keywords": [
          "Oppenheimer",
          "mining",
          "extractive",
          "philanthropy",
          "South Africa",
          "diamond",
          "dependency risk"
        ],
        "source": "seed",
        "status": "extractive_network_evidence_needed",
        "summary": "Réseaux de capital extractif et philanthropie à évaluer par extraction historique, propriété, influence politique, restitution, transparence, réparation et contribution réelle à capacités africaines.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 61,
        "category": "foreign_policy_thinktank_dependency_pattern",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / global Africa influence",
        "entity_id": "ACT-THINKTANK-HERITAGE-NED-ADJACENCY",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THINKTANK-HERITAGE-NED-ADJACENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Très haut risque comme pattern si les preuves montrent agenda externalisé, dépendance, fragmentation ou capture narrative. L'adjacence seule déclenche enquête; elle ne suffit pas comme verdict final.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Heritage / NED-adjacent influence pattern"
        },
        "evidence_strength": 52,
        "name": "Heritage / NED-adjacent influence pattern",
        "positive_components": {
          "A1": 12,
          "A2": 8,
          "A3": 20,
          "A4": 8,
          "A5": 12,
          "A6": 4,
          "A7": 18,
          "A8": 12,
          "A9": 60
        },
        "positive_score": 13,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 90,
          "R2": 72,
          "R3": 56,
          "R4": 70,
          "R5": 72,
          "R6": 95,
          "R7": 82,
          "R8": 76,
          "R9": 80
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Très haut risque comme pattern si les preuves montrent agenda externalisé, dépendance, fragmentation ou capture narrative. L'adjacence seule déclenche enquête; elle ne suffit pas comme verdict final.",
        "search_keywords": [
          "Heritage",
          "NED",
          "think tank",
          "foundation",
          "dependency",
          "foreign influence",
          "amplification",
          "fracture"
        ],
        "source": "seed",
        "status": "pattern_module_evidence_required_not_personal_verdict",
        "summary": "Module-type pour scorer les acteurs, auteurs, fondations ou médias reliés à réseaux d'influence externes. Il ne condamne pas par association; il exige preuves de financement, co-publication, agenda, amplification et effets sur dépendance/fracture.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 51,
        "category": "fracture_threat_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-ZA-OPERATION-DUDULA-PATTERN",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ZA-OPERATION-DUDULA-PATTERN",
          "bisalu": {
            "proofs": [
              {
                "status": "source required",
                "title": "community protection or harm evidence",
                "type": "impact"
              }
            ],
            "summary": "Score requires evidence of constructive capacity-building; mere disruption or scapegoating scores low."
          },
          "critical_flags_uncertainties": [
            "Right of reply remains available; profile evaluates pattern effects, not private identity."
          ],
          "nsiku": {
            "claims": [
              "Vigilante or exclusionary action triggers high anti-Nsiku risk."
            ],
            "summary": "Test whether action respects rule, due process and equal protection or replaces law with intimidation."
          },
          "nzola": {
            "claims": [
              "Anti-migrant mobilization can redirect legitimate economic anger toward vulnerable groups."
            ],
            "summary": "Measures harm to migrants, vulnerable people, families and pan-African social cohesion."
          },
          "profile_type": "threat_pattern",
          "references": [],
          "score_note": "Fracture risk is severe because it weakens Nzola, Kintuadi and pan-African protection.",
          "source_needs": [
            "public statements",
            "incident reports",
            "court or police records",
            "community testimony",
            "media reports"
          ],
          "title": "Operation Dudula / anti-migrant fracture pattern"
        },
        "evidence_strength": 55,
        "name": "Operation Dudula / anti-migrant fracture pattern",
        "positive_components": {
          "A1": 5,
          "A10": 0,
          "A2": 4,
          "A3": 8,
          "A4": 4,
          "A5": 4,
          "A6": 2,
          "A7": 6,
          "A8": 2,
          "A9": 40
        },
        "positive_score": 6,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires"
        ],
        "risk_components": {
          "R1": 20,
          "R10": 95,
          "R11": 30,
          "R2": 30,
          "R3": 60,
          "R4": 46,
          "R5": 92,
          "R6": 20,
          "R7": 48,
          "R8": 30,
          "R9": 98
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Très haut risque de fracture: le score porte sur le pattern et ses effets mesurables sur protection, cohésion et souveraineté panafricaine, non sur une appartenance personnelle.",
        "search_keywords": [
          "Operation Dudula",
          "Afrique du Sud",
          "migrants",
          "fracture",
          "xénophobie",
          "Nzola"
        ],
        "source": "seed",
        "status": "fracture_risk_evidence_gated",
        "summary": "Pattern de mobilisation anti-migrants à haut risque de fracture sociale, affaiblissement de Nzola, diversion de la colère populaire et destruction de solidarité panafricaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 74,
        "category": "foreign_military_immunity_abuse_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-FOREIGN-FRENCH-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-FRENCH-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [
              {
                "status": "country-specific source required",
                "title": "SOFA/immunity clauses",
                "type": "agreement"
              },
              {
                "status": "source-gated",
                "title": "abuse or misconduct dossier",
                "type": "case"
              }
            ],
            "summary": "Measure whether training and operations build autonomous African command, intelligence, maintenance and doctrine or deepen dependency."
          },
          "critical_flags_uncertainties": [
            "Do not generalize a specific case to all troops without linked evidence.",
            "Every country agreement needs its own clause extraction."
          ],
          "nsiku": {
            "claims": [
              "Assess jurisdiction clauses, immunity scope, evidence access, parliamentary scrutiny and termination rights."
            ],
            "summary": "Risk to sovereign jurisdiction when foreign troops receive broad immunity or local courts lack effective recourse."
          },
          "nzola": {
            "claims": [
              "Assess abuse allegations, victim redress, complaint mechanisms, gender/child protection and independent investigation access."
            ],
            "summary": "Risk to civilian protection when foreign deployments operate with weak remedy channels for communities."
          },
          "profile_type": "threat_pattern",
          "references": [],
          "score_note": "Threat score rises when immunity, lack of local recourse, dependency and abuse allegations are documented in specific agreements or cases.",
          "source_needs": [
            "SOFA agreement",
            "parliamentary record",
            "court files",
            "human-rights reports",
            "victim-safe testimony"
          ],
          "title": "French military footprint in Africa / immunity and abuse-risk pattern"
        },
        "evidence_strength": 60,
        "name": "French military footprint in Africa / immunity and abuse-risk pattern",
        "positive_components": {
          "A1": 8,
          "A10": 0,
          "A2": 4,
          "A3": 12,
          "A4": 4,
          "A5": 10,
          "A6": 2,
          "A7": 8,
          "A8": 4,
          "A9": 60
        },
        "positive_score": 9,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 95,
          "R10": 88,
          "R11": 94,
          "R2": 50,
          "R3": 62,
          "R4": 76,
          "R5": 78,
          "R6": 70,
          "R7": 60,
          "R8": 52,
          "R9": 70
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Risque sévère quand des clauses d'immunité, opérations opaques ou dépendances militaires limitent le recours des populations et l'autonomie sécuritaire. Les accusations spécifiques exigent pièces et droit de réponse.",
        "search_keywords": [
          "French army",
          "France",
          "military immunity",
          "Africa",
          "foreign troops",
          "abuse risk",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour accords militaires, immunités, absence de recours local, opérations antiterroristes, abus documentés/allégués et dépendance sécuritaire.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 71,
        "category": "foreign_military_counterterror_dependency_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / Afrique",
        "entity_id": "ACT-FOREIGN-US-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-US-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Toute assistance sécuritaire doit être testée contre autonomie réelle: commandement, renseignement, maintenance, données, sortie, recours civil et transfert de capacités.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "US military / AFRICOM footprint in Africa"
        },
        "evidence_strength": 62,
        "name": "US military / AFRICOM footprint in Africa",
        "positive_components": {
          "A1": 14,
          "A10": 0,
          "A2": 8,
          "A3": 18,
          "A4": 10,
          "A5": 14,
          "A6": 2,
          "A7": 12,
          "A8": 8,
          "A9": 62
        },
        "positive_score": 12,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 90,
          "R10": 72,
          "R11": 92,
          "R2": 55,
          "R3": 58,
          "R4": 72,
          "R5": 62,
          "R6": 78,
          "R7": 66,
          "R8": 60,
          "R9": 62
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Toute assistance sécuritaire doit être testée contre autonomie réelle: commandement, renseignement, maintenance, données, sortie, recours civil et transfert de capacités.",
        "search_keywords": [
          "AFRICOM",
          "US military",
          "Africa",
          "counterterrorism",
          "drone",
          "base",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour bases, opérations antiterroristes, drone/data dependency, immunités, formation conditionnée et externalisation de sécurité africaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 65,
        "category": "foreign_military_training_abuse_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United Kingdom / Afrique",
        "entity_id": "ACT-FOREIGN-BRITISH-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-BRITISH-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Le risque vient des immunités, de l'opacité, de l'impossibilité de recours local et du remplacement de capacités africaines par des dépendances extérieures.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "British military / training footprint in Africa"
        },
        "evidence_strength": 58,
        "name": "British military / training footprint in Africa",
        "positive_components": {
          "A1": 10,
          "A10": 0,
          "A2": 6,
          "A3": 12,
          "A4": 8,
          "A5": 12,
          "A6": 2,
          "A7": 10,
          "A8": 6,
          "A9": 58
        },
        "positive_score": 10,
        "red_flags": [
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 82,
          "R10": 80,
          "R11": 82,
          "R2": 46,
          "R3": 52,
          "R4": 68,
          "R5": 70,
          "R6": 58,
          "R7": 52,
          "R8": 48,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Le risque vient des immunités, de l'opacité, de l'impossibilité de recours local et du remplacement de capacités africaines par des dépendances extérieures.",
        "search_keywords": [
          "British military",
          "UK",
          "Africa",
          "training",
          "immunity",
          "abuse risk",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour entraînement militaire, immunités, abus allégués/documentés, recours local et externalisation des capacités de défense.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 77,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-BIZ-ORANGE-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-ORANGE-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Orange Africa telecom/data footprint"
        },
        "evidence_strength": 70,
        "name": "Orange Africa telecom/data footprint",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 70
        },
        "positive_score": 4,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 82,
          "R10": 77,
          "R11": 82,
          "R2": 72,
          "R3": 72,
          "R4": 82,
          "R5": 82,
          "R6": 77,
          "R7": 67,
          "R8": 72,
          "R9": 77
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Orange Africa telecom/data footprint",
          "France / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Orange Africa telecom/data footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 81,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-BIZ-TOTALENERGIES-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-TOTALENERGIES-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "TotalEnergies Africa energy footprint"
        },
        "evidence_strength": 74,
        "name": "TotalEnergies Africa energy footprint",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 74
        },
        "positive_score": 4,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 86,
          "R10": 81,
          "R11": 86,
          "R2": 76,
          "R3": 76,
          "R4": 86,
          "R5": 86,
          "R6": 81,
          "R7": 71,
          "R8": 76,
          "R9": 81
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "TotalEnergies Africa energy footprint",
          "France / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for TotalEnergies Africa energy footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 65,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-BIZ-GLENCORE-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-GLENCORE-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Glencore extractive footprint in Africa"
        },
        "evidence_strength": 78,
        "name": "Glencore extractive footprint in Africa",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 78
        },
        "positive_score": 4,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 70,
          "R10": 65,
          "R11": 70,
          "R2": 60,
          "R3": 60,
          "R4": 70,
          "R5": 70,
          "R6": 65,
          "R7": 55,
          "R8": 60,
          "R9": 65
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Glencore extractive footprint in Africa",
          "Global / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Glencore extractive footprint in Africa. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 69,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-BIZ-RIO-TINTO-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-RIO-TINTO-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rio Tinto extractive footprint in Africa"
        },
        "evidence_strength": 50,
        "name": "Rio Tinto extractive footprint in Africa",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 74,
          "R10": 69,
          "R11": 74,
          "R2": 64,
          "R3": 64,
          "R4": 74,
          "R5": 74,
          "R6": 69,
          "R7": 59,
          "R8": 64,
          "R9": 69
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Rio Tinto extractive footprint in Africa",
          "Global / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Rio Tinto extractive footprint in Africa. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 78,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / global",
        "entity_id": "ACT-RISK-NED-ADJACENT",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-NED-ADJACENT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "NED-adjacent influence/funding pattern"
        },
        "evidence_strength": 50,
        "name": "NED-adjacent influence/funding pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 83,
          "R10": 78,
          "R11": 83,
          "R2": 73,
          "R3": 73,
          "R4": 83,
          "R5": 83,
          "R6": 78,
          "R7": 68,
          "R8": 73,
          "R9": 78
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "NED-adjacent influence/funding pattern",
          "US / global",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for NED-adjacent influence/funding pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 80,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / global",
        "entity_id": "ACT-RISK-HERITAGE-ADJACENT",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-HERITAGE-ADJACENT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Heritage-adjacent policy influence pattern"
        },
        "evidence_strength": 50,
        "name": "Heritage-adjacent policy influence pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 85,
          "R10": 80,
          "R11": 85,
          "R2": 75,
          "R3": 75,
          "R4": 85,
          "R5": 85,
          "R6": 80,
          "R7": 70,
          "R8": 75,
          "R9": 80
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Heritage-adjacent policy influence pattern",
          "US / global",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Heritage-adjacent policy influence pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-NGO-DEPENDENCY",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-NGO-DEPENDENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign NGO dependency pattern"
        },
        "evidence_strength": 50,
        "name": "Foreign NGO dependency pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign NGO dependency pattern",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign NGO dependency pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 88,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-ARBITRATION",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-ARBITRATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign arbitration/legal capture networks"
        },
        "evidence_strength": 50,
        "name": "Foreign arbitration/legal capture networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 93,
          "R10": 88,
          "R11": 93,
          "R2": 83,
          "R3": 83,
          "R4": 93,
          "R5": 93,
          "R6": 88,
          "R7": 78,
          "R8": 83,
          "R9": 88
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign arbitration/legal capture networks",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign arbitration/legal capture networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 85,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-CLOUD-LOCKIN",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-CLOUD-LOCKIN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign cloud/data lock-in networks"
        },
        "evidence_strength": 50,
        "name": "Foreign cloud/data lock-in networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 90,
          "R10": 85,
          "R11": 90,
          "R2": 80,
          "R3": 80,
          "R4": 90,
          "R5": 90,
          "R6": 85,
          "R7": 75,
          "R8": 80,
          "R9": 85
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign cloud/data lock-in networks",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign cloud/data lock-in networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 90,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-RISK-CFA-NETWORKS",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-CFA-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CFA/francophone monetary dependency networks"
        },
        "evidence_strength": 50,
        "name": "CFA/francophone monetary dependency networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 95,
          "R10": 90,
          "R11": 95,
          "R2": 85,
          "R3": 85,
          "R4": 95,
          "R5": 95,
          "R6": 90,
          "R7": 80,
          "R8": 85,
          "R9": 90
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CFA/francophone monetary dependency networks",
          "France / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for CFA/francophone monetary dependency networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-CURRENT-OPERATION-DUDULA",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-OPERATION-DUDULA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Operation Dudula / anti-migrant fracture pattern"
        },
        "evidence_strength": 55,
        "name": "Operation Dudula / anti-migrant fracture pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 55
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Operation Dudula / anti-migrant fracture pattern",
          "Afrique du Sud",
          "current_political_civic_patterns",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Operation Dudula / anti-migrant fracture pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 92,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-WORLD-BANK-IMF-CONDITIONALITY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-WORLD-BANK-IMF-CONDITIONALITY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "World Bank / IMF conditionality and fiscal dependency pattern"
        },
        "evidence_strength": 60,
        "name": "World Bank / IMF conditionality and fiscal dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 60
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 97,
          "R10": 92,
          "R11": 97,
          "R2": 87,
          "R3": 87,
          "R4": 97,
          "R5": 97,
          "R6": 92,
          "R7": 82,
          "R8": 87,
          "R9": 92
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "World Bank / IMF conditionality and fiscal dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-PAYMENT-RAILS",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-PAYMENT-RAILS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Visa/Mastercard and foreign payment rail dependency"
        },
        "evidence_strength": 52,
        "name": "Visa/Mastercard and foreign payment rail dependency",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 52
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Visa/Mastercard and foreign payment rail dependency",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 88,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Global / Afrique",
        "entity_id": "ACT-THREAT-BIG-TECH-CLOUD-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-BIG-TECH-CLOUD-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Big Tech cloud/data lock-in in African public systems"
        },
        "evidence_strength": 52,
        "name": "Big Tech cloud/data lock-in in African public systems",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 52
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 93,
          "R10": 88,
          "R11": 93,
          "R2": 83,
          "R3": 83,
          "R4": 93,
          "R5": 93,
          "R6": 88,
          "R7": 78,
          "R8": 83,
          "R9": 88
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Big Tech cloud/data lock-in in African public systems",
          "US / Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 76,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Afrique",
        "entity_id": "ACT-THREAT-STARLINK-SATELLITE-DEPENDENCY",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-STARLINK-SATELLITE-DEPENDENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Satellite internet dependency and spectrum/data-sovereignty risk"
        },
        "evidence_strength": 48,
        "name": "Satellite internet dependency and spectrum/data-sovereignty risk",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 48
        },
        "positive_score": 2,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 81,
          "R10": 76,
          "R11": 81,
          "R2": 71,
          "R3": 71,
          "R4": 81,
          "R5": 81,
          "R6": 76,
          "R7": 66,
          "R8": 71,
          "R9": 76
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Satellite internet dependency and spectrum/data-sovereignty risk",
          "US / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 97,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-PRIVATE-MILITARY-COMPANIES",
        "entity_type": "military_or_security_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-PRIVATE-MILITARY-COMPANIES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign private military companies and resource-security capture"
        },
        "evidence_strength": 56,
        "name": "Foreign private military companies and resource-security capture",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 56
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 100,
          "R10": 98,
          "R11": 100,
          "R2": 93,
          "R3": 93,
          "R4": 100,
          "R5": 100,
          "R6": 98,
          "R7": 88,
          "R8": 93,
          "R9": 98
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign private military companies and resource-security capture",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 86,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-NGO-EMERGENCY-INDUSTRY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-NGO-EMERGENCY-INDUSTRY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign NGO emergency industry and aid dependency pattern"
        },
        "evidence_strength": 54,
        "name": "Foreign NGO emergency industry and aid dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 54
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 91,
          "R10": 86,
          "R11": 91,
          "R2": 81,
          "R3": 81,
          "R4": 91,
          "R5": 91,
          "R6": 86,
          "R7": 76,
          "R8": 81,
          "R9": 86
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign NGO emergency industry and aid dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 84,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-SOCIAL-MEDIA-ALGORITHMIC-CAPTURE",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-SOCIAL-MEDIA-ALGORITHMIC-CAPTURE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Social media algorithmic capture and political manipulation"
        },
        "evidence_strength": 50,
        "name": "Social media algorithmic capture and political manipulation",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 89,
          "R10": 84,
          "R11": 89,
          "R2": 79,
          "R3": 79,
          "R4": 89,
          "R5": 89,
          "R6": 84,
          "R7": 74,
          "R8": 79,
          "R9": 84
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Social media algorithmic capture and political manipulation",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 96,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-MINING-OFFTAKE-LOCKS",
        "entity_type": "deal_or_agreement",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-MINING-OFFTAKE-LOCKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign mining offtake and pre-export lock-in clauses"
        },
        "evidence_strength": 55,
        "name": "Foreign mining offtake and pre-export lock-in clauses",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 55
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 100,
          "R10": 96,
          "R11": 100,
          "R2": 91,
          "R3": 91,
          "R4": 100,
          "R5": 100,
          "R6": 96,
          "R7": 86,
          "R8": 91,
          "R9": 96
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign mining offtake and pre-export lock-in clauses",
          "Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 78,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-EXTERNAL-ACADEMIC-GATEKEEPING",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-EXTERNAL-ACADEMIC-GATEKEEPING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "External academic gatekeeping and prestige-dependency pattern"
        },
        "evidence_strength": 50,
        "name": "External academic gatekeeping and prestige-dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 83,
          "R10": 78,
          "R11": 83,
          "R2": 73,
          "R3": 73,
          "R4": 83,
          "R5": 83,
          "R6": 78,
          "R7": 68,
          "R8": 73,
          "R9": 78
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "External academic gatekeeping and prestige-dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 80,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-MEDIA-CONFLICT-FRAMING",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-MEDIA-CONFLICT-FRAMING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign media conflict framing and fracture amplification"
        },
        "evidence_strength": 48,
        "name": "Foreign media conflict framing and fracture amplification",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 48
        },
        "positive_score": 2,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 85,
          "R10": 80,
          "R11": 85,
          "R2": 75,
          "R3": 75,
          "R4": 85,
          "R5": 85,
          "R6": 80,
          "R7": 70,
          "R8": 75,
          "R9": 80
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign media conflict framing and fracture amplification",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 36,
        "category": "historical_extraction_reparations_case",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Haïti / France / Caribbean",
        "entity_id": "ACT-CASE-HAITI-INDEPENDENCE-DEBT",
        "entity_type": "deal_or_agreement",
        "evidence_profile": {
          "actor_id": "ACT-CASE-HAITI-INDEPENDENCE-DEBT",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "case",
            "caribbean",
            "reparations",
            "colonial_extraction",
            "historical_debt",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "High threat score as structural extraction case, not a living-person accusation. Use for reparations, debt justice and historical risk modeling.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [
            {
              "label": "BNF Haiti independence debt",
              "note": "Historical source on Haiti’s indemnity and renegotiation.",
              "ref": "haiti_debt_bnf",
              "url": "https://heritage.bnf.fr/france-ameriques/en/haitis-independence-debt-slave-unit-account-1794-1922"
            }
          ],
          "title": "Haiti independence debt / colonial indemnity extraction"
        },
        "evidence_strength": 82,
        "facets": [
          "case",
          "caribbean",
          "reparations",
          "colonial_extraction",
          "historical_debt",
          "threat_vector"
        ],
        "name": "Haiti independence debt / colonial indemnity extraction",
        "positive_components": {
          "A1": 4,
          "A10": 0,
          "A2": 12,
          "A3": 4,
          "A4": 0,
          "A5": 4,
          "A6": 19,
          "A7": 4,
          "A8": 4,
          "A9": 82
        },
        "positive_score": 9,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 92,
          "R2": 92,
          "R3": 92,
          "R4": 92,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "High threat score as structural extraction case, not a living-person accusation. Use for reparations, debt justice and historical risk modeling.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Haiti independence debt / colonial indemnity extraction",
          "Haïti / France / Caribbean",
          "caribbean",
          "case",
          "colonial_extraction",
          "dependency_vector",
          "historical_debt",
          "historical_extraction_reparations_case",
          "reparations",
          "threat_vector"
        ],
        "source": "seed",
        "source_refs": [
          "haiti_debt_bnf"
        ],
        "status": "prepublication_sources_needed",
        "summary": "Historical extraction case where Haiti’s recognition was tied to indemnity payments to former colonists; used as a reparatory-justice and sovereign-risk teaching case.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 35,
        "category": "narrative_capture_threat",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-COLONIAL-APOLOGETICS",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-COLONIAL-APOLOGETICS",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "threat_vector",
            "narrative",
            "colonial_apologetics",
            "imperialism",
            "media",
            "academia",
            "psychological_operations"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Pattern object, not a person. Any named application requires quotes, context, right-of-reply and legal review.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [],
          "title": "Colonial apologetics and imperial harm-normalization pattern"
        },
        "evidence_strength": 58,
        "facets": [
          "threat_vector",
          "narrative",
          "colonial_apologetics",
          "imperialism",
          "media",
          "academia",
          "psychological_operations"
        ],
        "name": "Colonial apologetics and imperial harm-normalization pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 10,
          "A3": 2,
          "A4": 0,
          "A5": 2,
          "A6": 17,
          "A7": 2,
          "A8": 2,
          "A9": 58
        },
        "positive_score": 7,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 88,
          "R2": 88,
          "R3": 88,
          "R4": 88,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern object, not a person. Any named application requires quotes, context, right-of-reply and legal review.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Colonial apologetics and imperial harm-normalization pattern",
          "Global / Africa / Caribbean",
          "academia",
          "capture_threat",
          "colonial_apologetics",
          "imperialism",
          "media",
          "narrative",
          "narrative_capture_threat",
          "psychological_operations",
          "threat_vector"
        ],
        "source": "seed",
        "source_refs": [],
        "status": "prepublication_sources_needed",
        "summary": "Threat vector for discourse that excuses, minimizes, sanitizes or normalizes colonial/imperial harm, redirects structural grievance inward, or frames victims as the primary cause of externally engineered injury.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "psychopolitical_threat_pattern",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-GRIEVANCE-INVERSION",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-GRIEVANCE-INVERSION",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "threat_vector",
            "narrative",
            "psychology",
            "media",
            "identity",
            "colonized_mind"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Pattern requires careful evidence. It should classify documents/speeches after review, not label people casually.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [],
          "title": "Grievance inversion / inward blame-redirection pattern"
        },
        "evidence_strength": 54,
        "facets": [
          "threat_vector",
          "narrative",
          "psychology",
          "media",
          "identity",
          "colonized_mind"
        ],
        "name": "Grievance inversion / inward blame-redirection pattern",
        "positive_components": {
          "A1": 4,
          "A10": 0,
          "A2": 12,
          "A3": 4,
          "A4": 0,
          "A5": 4,
          "A6": 19,
          "A7": 4,
          "A8": 4,
          "A9": 54
        },
        "positive_score": 8,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 82,
          "R3": 82,
          "R4": 82,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern requires careful evidence. It should classify documents/speeches after review, not label people casually.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Global / Africa / Caribbean",
          "Grievance inversion / inward blame-redirection pattern",
          "capture_threat",
          "colonized_mind",
          "identity",
          "media",
          "narrative",
          "psychology",
          "psychopolitical_threat_pattern",
          "threat_vector"
        ],
        "source": "seed",
        "source_refs": [],
        "status": "prepublication_sources_needed",
        "summary": "Threat vector for narratives that convert legitimate anti-colonial grievance into internalized shame, ethnic diversion, elite self-blame, or attacks on sovereign repair efforts.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 29,
        "category": "elite_capture_measurement_threat",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-PRESTIGE-WITHOUT-CAPABILITY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-PRESTIGE-WITHOUT-CAPABILITY",
          "bisalu": {
            "summary": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence."
          },
          "critical_flags_uncertainties": [
            "Seed profile requires claim-level evidence before final publication.",
            "No living person should be labeled a threat without quoted evidence, context, reviewer approval, legal review and right of reply.",
            "Universities with no verified sovereign output beyond generic teaching should be scored as provisional and capped until evidence is linked."
          ],
          "facets": [
            "threat_vector",
            "prestige",
            "donor_dependency",
            "university",
            "governance",
            "measurement"
          ],
          "nsiku": {
            "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone."
          },
          "nzola": {
            "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure."
          },
          "profile_type": "v56_real_life_seed",
          "score_note": "Use to audit institutions and celebrities fairly: visibility is not condemned, but cannot substitute for capability output.",
          "source_needs": [
            "official profile",
            "publication/output list",
            "institutional reports",
            "local adoption evidence",
            "right-of-reply when risk score is high"
          ],
          "source_register": [],
          "title": "Prestige without sovereign capability pattern"
        },
        "evidence_strength": 56,
        "facets": [
          "threat_vector",
          "prestige",
          "donor_dependency",
          "university",
          "governance",
          "measurement"
        ],
        "name": "Prestige without sovereign capability pattern",
        "positive_components": {
          "A1": 8,
          "A10": 3,
          "A2": 16,
          "A3": 8,
          "A4": 3,
          "A5": 8,
          "A6": 23,
          "A7": 8,
          "A8": 8,
          "A9": 56
        },
        "positive_score": 12,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 74,
          "R2": 74,
          "R3": 74,
          "R4": 74,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Use to audit institutions and celebrities fairly: visibility is not condemned, but cannot substitute for capability output.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Global / Africa / Caribbean",
          "Prestige without sovereign capability pattern",
          "dependency_vector",
          "donor_dependency",
          "elite_capture_measurement_threat",
          "governance",
          "measurement",
          "prestige",
          "threat_vector",
          "university"
        ],
        "source": "seed",
        "source_refs": [],
        "status": "prepublication_sources_needed",
        "summary": "Threat vector for prizes, rankings, panels, publications or donor visibility that do not transfer ownership, skills, maintenance, data control, production capacity or popular protection.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "monetary_sovereignty_dependency",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "West/Central Africa / France",
        "entity_id": "ACT-CASE-CFA-FRANC-ZONE",
        "entity_type": "deal_or_agreement",
        "evidence_profile": {
          "actor_id": "ACT-CASE-CFA-FRANC-ZONE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "monetary_sovereignty",
            "franc_zone",
            "colonial_legacy",
            "economic_pressure",
            "threat_vector"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "United Nations official documents",
              "note": "Official treaty, resolution and communication source location for action dossiers.",
              "ref": "un_official",
              "url": "https://documents.un.org/"
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "CFA franc zone monetary sovereignty dossier"
        },
        "evidence_strength": 62,
        "facets": [
          "case",
          "monetary_sovereignty",
          "franc_zone",
          "colonial_legacy",
          "economic_pressure",
          "threat_vector"
        ],
        "name": "CFA franc zone monetary sovereignty dossier",
        "positive_components": {
          "A1": 8,
          "A10": 3,
          "A2": 16,
          "A3": 8,
          "A4": 3,
          "A5": 8,
          "A6": 23,
          "A7": 8,
          "A8": 8,
          "A9": 62
        },
        "positive_score": 12,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 82,
          "R3": 82,
          "R4": 82,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "CFA franc zone monetary sovereignty dossier",
          "West/Central Africa / France",
          "case",
          "colonial_legacy",
          "dependency_vector",
          "economic_pressure",
          "franc_zone",
          "monetary_sovereignty",
          "monetary_sovereignty_dependency",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "un_official",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Evidence-gated dossier on monetary architecture, reserves, convertibility, policy autonomy and political leverage. Requires treaty texts, central-bank documents and right-of-reply.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "narrative_capture_information_integrity",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean / Global",
        "entity_id": "ACT-CASE-MEDIA-NARRATIVE-CAPTURE",
        "entity_type": "action_dossier",
        "evidence_profile": {
          "actor_id": "ACT-CASE-MEDIA-NARRATIVE-CAPTURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "case",
            "media",
            "narrative",
            "psychology",
            "colonial_apologetics",
            "information_integrity"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [
            {
              "label": "Public bibliography required",
              "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
              "ref": "public_bibliography_needed",
              "url": ""
            },
            {
              "label": "Right-of-reply or correction record",
              "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
              "ref": "right_of_reply_needed",
              "url": ""
            }
          ],
          "title": "Media narrative capture and grievance-redirection dossier"
        },
        "evidence_strength": 44,
        "facets": [
          "case",
          "media",
          "narrative",
          "psychology",
          "colonial_apologetics",
          "information_integrity"
        ],
        "name": "Media narrative capture and grievance-redirection dossier",
        "positive_components": {
          "A1": 10,
          "A10": 5,
          "A2": 18,
          "A3": 10,
          "A4": 5,
          "A5": 10,
          "A6": 25,
          "A7": 10,
          "A8": 10,
          "A9": 44
        },
        "positive_score": 13,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 82,
          "R3": 82,
          "R4": 82,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Action dossier seed. Treat as evidence-gated public-interest case architecture; final findings require official documents, chronology, claims, reviewers, right-of-reply and source-protection clearance.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean / Global",
          "Media narrative capture and grievance-redirection dossier",
          "capture_threat",
          "case",
          "colonial_apologetics",
          "information_integrity",
          "media",
          "narrative",
          "narrative_capture_information_integrity",
          "psychology"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [
          "public_bibliography_needed",
          "right_of_reply_needed"
        ],
        "status": "starter_profile_source_linking_needed",
        "summary": "Dossier for discourse patterns that minimize colonial harm, redirect grievance inward, normalize imperial pressure or shame sovereign repair efforts.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "colonial_harm_normalization",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-COLONIAL-NOSTALGIA",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-COLONIAL-NOSTALGIA",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "colonial_apologetics",
            "policy_risk",
            "narrative_capture"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Colonial nostalgia as policy-risk pattern"
        },
        "evidence_strength": 40,
        "facets": [
          "threat_vector",
          "colonial_apologetics",
          "policy_risk",
          "narrative_capture"
        ],
        "name": "Colonial nostalgia as policy-risk pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 10,
          "A3": 2,
          "A4": 0,
          "A5": 2,
          "A6": 17,
          "A7": 2,
          "A8": 2,
          "A9": 40
        },
        "positive_score": 6,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 80,
          "R2": 80,
          "R3": 80,
          "R4": 80,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Colonial nostalgia as policy-risk pattern",
          "Global / Africa / Caribbean",
          "capture_threat",
          "colonial_apologetics",
          "colonial_harm_normalization",
          "narrative_capture",
          "policy_risk",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where colonial domination is framed as order, development or discipline while victims' structural losses are minimized.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 33,
        "category": "grievance_redirection",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Africa / Caribbean",
        "entity_id": "ACT-THREAT-AFRICA-BLAME-ONLY",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-AFRICA-BLAME-ONLY",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "grievance_inversion",
            "media",
            "psychology",
            "imperialism"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Africa-blame-only grievance inversion pattern"
        },
        "evidence_strength": 42,
        "facets": [
          "threat_vector",
          "grievance_inversion",
          "media",
          "psychology",
          "imperialism"
        ],
        "name": "Africa-blame-only grievance inversion pattern",
        "positive_components": {
          "A1": 4,
          "A10": 0,
          "A2": 12,
          "A3": 4,
          "A4": 0,
          "A5": 4,
          "A6": 19,
          "A7": 4,
          "A8": 4,
          "A9": 42
        },
        "positive_score": 7,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 84,
          "R2": 84,
          "R3": 84,
          "R4": 84,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa-blame-only grievance inversion pattern",
          "Global / Africa / Caribbean",
          "capture_threat",
          "grievance_inversion",
          "grievance_redirection",
          "imperialism",
          "media",
          "psychology",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern that treats African suffering as mainly internal failure while erasing coercion, extraction, sanctions, debt, assassinations, proxy war or externally designed dependency.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "resource_capture_reputation_washing",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Global supply chains",
        "entity_id": "ACT-THREAT-EXTRACTIVE-ESG-WASH",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-EXTRACTIVE-ESG-WASH",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "mining",
            "ESG",
            "supply_chain",
            "resource_capture"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Extractive ESG-washing pattern"
        },
        "evidence_strength": 42,
        "facets": [
          "threat_vector",
          "mining",
          "ESG",
          "supply_chain",
          "resource_capture"
        ],
        "name": "Extractive ESG-washing pattern",
        "positive_components": {
          "A1": 8,
          "A10": 3,
          "A2": 16,
          "A3": 8,
          "A4": 3,
          "A5": 8,
          "A6": 23,
          "A7": 8,
          "A8": 8,
          "A9": 42
        },
        "positive_score": 11,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 82,
          "R3": 82,
          "R4": 82,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Global supply chains",
          "ESG",
          "Extractive ESG-washing pattern",
          "capture_threat",
          "mining",
          "resource_capture",
          "resource_capture_reputation_washing",
          "supply_chain",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where sustainability language shields extraction, weak due diligence, community harm, tax minimization or lack of beneficiation.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 33,
        "category": "security_dependency_capture",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Global",
        "entity_id": "ACT-THREAT-SECURITY-COOPERATION-CAPTURE",
        "entity_type": "military_or_security_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-SECURITY-COOPERATION-CAPTURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "military",
            "security",
            "bases",
            "civilian_protection"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Security cooperation capture pattern"
        },
        "evidence_strength": 44,
        "facets": [
          "threat_vector",
          "military",
          "security",
          "bases",
          "civilian_protection"
        ],
        "name": "Security cooperation capture pattern",
        "positive_components": {
          "A1": 8,
          "A10": 3,
          "A2": 16,
          "A3": 8,
          "A4": 3,
          "A5": 8,
          "A6": 23,
          "A7": 8,
          "A8": 8,
          "A9": 44
        },
        "positive_score": 11,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 84,
          "R2": 84,
          "R3": 84,
          "R4": 84,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Global",
          "Security cooperation capture pattern",
          "bases",
          "capture_threat",
          "civilian_protection",
          "military",
          "security",
          "security_dependency_capture",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where training, bases, intelligence sharing or equipment dependency reduces sovereign command, civilian protection or accountability.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "speech_suppression_retaliation",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean / Global",
        "entity_id": "ACT-THREAT-LAWFARE-DEFAMATION-PRESSURE",
        "entity_type": "public_institution",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-LAWFARE-DEFAMATION-PRESSURE",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "lawfare",
            "defamation",
            "retaliation",
            "source_protection"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Lawfare and defamation-pressure suppression pattern"
        },
        "evidence_strength": 40,
        "facets": [
          "threat_vector",
          "lawfare",
          "defamation",
          "retaliation",
          "source_protection"
        ],
        "name": "Lawfare and defamation-pressure suppression pattern",
        "positive_components": {
          "A1": 6,
          "A10": 1,
          "A2": 14,
          "A3": 6,
          "A4": 1,
          "A5": 6,
          "A6": 21,
          "A7": 6,
          "A8": 6,
          "A9": 40
        },
        "positive_score": 9,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 78,
          "R3": 78,
          "R4": 78,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Africa / Caribbean / Global",
          "Lawfare and defamation-pressure suppression pattern",
          "capture_threat",
          "defamation",
          "lawfare",
          "retaliation",
          "source_protection",
          "speech_suppression_retaliation",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where legal threats, reputation attacks or procedural intimidation suppress public-interest investigation and right-to-know work.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 32,
        "category": "ai_data_colonialism",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Africa / Caribbean / Global tech",
        "entity_id": "ACT-THREAT-AI-DATA-EXTRACTION",
        "entity_type": "business_or_industry",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-AI-DATA-EXTRACTION",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "ai",
            "data",
            "digital_sovereignty",
            "technology"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "AI/data extraction from African knowledge without reciprocity"
        },
        "evidence_strength": 42,
        "facets": [
          "threat_vector",
          "ai",
          "data",
          "digital_sovereignty",
          "technology"
        ],
        "name": "AI/data extraction from African knowledge without reciprocity",
        "positive_components": {
          "A1": 8,
          "A10": 3,
          "A2": 16,
          "A3": 8,
          "A4": 3,
          "A5": 8,
          "A6": 23,
          "A7": 8,
          "A8": 8,
          "A9": 42
        },
        "positive_score": 11,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 82,
          "R3": 82,
          "R4": 82,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "AI/data extraction from African knowledge without reciprocity",
          "Africa / Caribbean / Global tech",
          "ai",
          "ai_data_colonialism",
          "capture_threat",
          "data",
          "digital_sovereignty",
          "technology",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where language, culture, biometric, health or social data are extracted for AI systems without local governance, consent, revenue or capability transfer.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 31,
        "category": "aid_intelligence_overlap",
        "class": {
          "label": "profil insuffisamment documenté",
          "tone": "slate"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Fragile states / Africa / Caribbean",
        "entity_id": "ACT-THREAT-HUMANITARIAN-INTELLIGENCE-OVERLAP",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-HUMANITARIAN-INTELLIGENCE-OVERLAP",
          "bisalu": {
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies, laboratories, standards and local capabilities."
          },
          "critical_flags_uncertainties": [
            "Starter profile. Ranking must move through evidence upload, imported records, verified public actions and reviewer approval, not popularity or pressure.",
            "Source-linked profile still incomplete unless backend claim registry contains documents, page/section references and reviewer notes.",
            "If sovereign output is not verified, public text must say so and keep the score provisional or capped.",
            "Risk/threat labels for living people or active institutions require right of reply where relevant."
          ],
          "facets": [
            "threat_vector",
            "ngo",
            "intelligence",
            "humanitarian",
            "source_protection"
          ],
          "nsiku": {
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed."
          },
          "nzola": {
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture. Harm-normalizing, grievance-inverting or capture-enabling patterns require evidence and context."
          },
          "profile_type": "v58_expanded_public_launch_seed",
          "score_note": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "ownership/governance context",
            "right-of-reply where relevant"
          ],
          "source_register": [],
          "title": "Humanitarian-intelligence overlap risk pattern"
        },
        "evidence_strength": 38,
        "facets": [
          "threat_vector",
          "ngo",
          "intelligence",
          "humanitarian",
          "source_protection"
        ],
        "name": "Humanitarian-intelligence overlap risk pattern",
        "positive_components": {
          "A1": 10,
          "A10": 5,
          "A2": 18,
          "A3": 10,
          "A4": 5,
          "A5": 10,
          "A6": 25,
          "A7": 10,
          "A8": 10,
          "A9": 38
        },
        "positive_score": 12,
        "publication_boundary": "Seeded for research/navigation. Do not treat as final ranking, legal finding, endorsement, affiliation, or accusation. Update only through evidence chain, review and right of reply where applicable.",
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 78,
          "R3": 78,
          "R4": 78,
          "R5": 8
        },
        "role_label": {
          "code": "mixed",
          "label": "Profil à documenter"
        },
        "score": 0,
        "score_explanation": "Pattern-level threat object. It may guide analysis of documents or systems, but must not be converted into a named-person finding without evidence, legal/source-protection review and right of reply.",
        "score_status": "provisional_public_seed",
        "search_keywords": [
          "Fragile states / Africa / Caribbean",
          "Humanitarian-intelligence overlap risk pattern",
          "aid_intelligence_overlap",
          "capture_threat",
          "humanitarian",
          "intelligence",
          "ngo",
          "source_protection",
          "threat_vector"
        ],
        "source": "seed",
        "source_needs": [
          "official profile",
          "public outputs",
          "publication/action record",
          "funding/ownership context where relevant",
          "right-of-reply where risk is material"
        ],
        "source_refs": [],
        "status": "starter_profile_source_linking_needed",
        "summary": "Pattern where aid, research, security and political intelligence boundaries blur, creating risk for communities and protected sources.",
        "v58_tier": "expanded_launch_dataset",
        "visibility": "public"
      },
      {
        "capture_risk_score": 68,
        "category": "education_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / transnational",
        "entity_id": "ACT-UNIV-ASHESI-MASTERCARD-RISK",
        "entity_type": "case_pattern",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ASHESI-MASTERCARD-RISK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ashesi / external scholarship-finance dependency review"
        },
        "evidence_strength": 45,
        "name": "Ashesi / external scholarship-finance dependency review",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 45
        },
        "positive_score": 3,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 73,
          "R10": 68,
          "R11": 73,
          "R2": 63,
          "R3": 63,
          "R4": 73,
          "R5": 73,
          "R6": 68,
          "R7": 58,
          "R8": 63,
          "R9": 68
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ashesi / external scholarship-finance dependency review",
          "Ghana / transnational",
          "education_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Pattern profile to ensure external scholarship/foundation models are assessed for capability transfer rather than prestige alone.",
        "visibility": "public"
      }
    ],
    "method": {
      "anti_gaming": [
        "Les discours sans actions ne suffisent pas.",
        "Les dons, partenariats et entreprises qui retirent compétences/propriété du continent sont pénalisés.",
        "Les profils négatifs graves restent evidence-gated avec droit de réponse avant publication nominative.",
        "Les affiliations Heritage/NED-adjacent, donneurs, fondations, think tanks ou médias externes déclenchent une enquête de dépendance; elles ne suffisent pas seules comme verdict final.",
        "La philanthropie compte seulement si elle transfère propriété, compétences, maintenance, gouvernance et autonomie; sinon elle est plafonnée ou pénalisée."
      ],
      "formula": "Score final = contribution positive pondérée - risque de capture pondéré, ajusté par la force probatoire.",
      "principle": "Le score mesure la contribution réelle à la capacité souveraine africaine, pas la célébrité, le titre, la rhétorique ou la proximité du pouvoir.",
      "transparent_dispute_rule": "Les scores ne changent pas par pression, argument d'autorité, proximité politique ou réputation. Ils changent seulement par chaîne de preuve: document, source, page, témoin protégé, audit, droit de réponse et revue humaine."
    },
    "red_flag_tests": [
      "Amplification externe forte mais empreinte locale faible ou difficile à vérifier.",
      "Affiliation, financement ou proximité avec fondations, think tanks ou réseaux dont les agendas favorisent dépendance, privatisation, fragmentation ou alignement externe.",
      "Philanthropie ou visibilité médiatique sans transfert de propriété, compétence, maintenance, données ou pouvoir de décision aux communautés africaines.",
      "Discours souverainiste ou panafricain contredit par des partenariats, clauses, financements ou actions qui retirent des capacités au continent.",
      "Succès business principalement raconté par médias, réseaux sociaux ou prix externes, mais peu vérifiable localement par emplois, usines, fiscalité, supply chain ou adoption réelle.",
      "Plateforme médiatique qui parle d’Afrique mais filtre les voix, méthodes, priorités et cadres analytiques à travers dépendance éditoriale externe."
    ],
    "risk_dimensions": [
      {
        "code": "R1",
        "label": "Dépendance étrangère ou donneur-driven",
        "weight": 12
      },
      {
        "code": "R2",
        "label": "Prestige sans capacité",
        "weight": 10
      },
      {
        "code": "R3",
        "label": "Contradiction discours-actions",
        "weight": 12
      },
      {
        "code": "R4",
        "label": "Capture, rente ou conflit d’intérêts",
        "weight": 14
      },
      {
        "code": "R5",
        "label": "Actions contre capacités populaires",
        "weight": 16
      },
      {
        "code": "R6",
        "label": "Adjacence fondations/think tanks de dépendance",
        "weight": 12
      },
      {
        "code": "R7",
        "label": "Amplification externe disproportionnée",
        "weight": 8
      },
      {
        "code": "R8",
        "label": "Philanthropie, média ou visibilité comme blanchiment d’influence",
        "weight": 10
      },
      {
        "code": "R9",
        "label": "Fracture sociale, narrative ou géopolitique",
        "weight": 6
      },
      {
        "code": "R10",
        "label": "Affaiblissement des protections populaires",
        "weight": 12
      },
      {
        "code": "R11",
        "label": "Dépendance stratégique imposée ou renforcée",
        "weight": 14
      }
    ],
    "role_taxonomy": [
      {
        "code": "architect",
        "description": "Construit doctrine, institutions, méthodes ou infrastructures durables et transmissibles.",
        "label": "Architecte de souveraineté"
      },
      {
        "code": "builder",
        "description": "Produit entreprises, outils, emplois, compétences, laboratoires, normes ou systèmes utiles.",
        "label": "Bâtisseur de capacités"
      },
      {
        "code": "contributor",
        "description": "Apporte une contribution vérifiable mais limitée, sectorielle ou encore peu institutionnalisée.",
        "label": "Contributeur utile"
      },
      {
        "code": "mixed",
        "description": "Combine contribution réelle et risques de dépendance, capture, prestige ou contradiction.",
        "label": "Acteur mixte / à surveiller"
      },
      {
        "code": "dependency_vector",
        "description": "Diffuse ou finance des cadres qui accroissent dépendance, fragmentation ou alignement externe.",
        "label": "Vecteur de dépendance"
      },
      {
        "code": "capture_threat",
        "description": "Pattern documenté d’action contre les capacités populaires ou la souveraineté mesurable.",
        "label": "Risque de capture / menace souveraine"
      }
    ],
    "schema": "cssp-sovereign-actor-index-v1",
    "source_register": {
      "aau_members": {
        "label": "Association of African Universities",
        "note": "AAU continental higher-education network used as context for institutional coverage.",
        "ref": "aau_members",
        "url": "https://aau.org/"
      },
      "abeba_profile": {
        "label": "Abeba Birhane official profile",
        "note": "Cognitive scientist researching AI accountability, audits and power asymmetries.",
        "ref": "abeba_profile",
        "url": "https://abebabirhane.com/"
      },
      "aims_network": {
        "label": "AIMS network",
        "note": "AIMS describes itself as Africa’s first and largest network of centres of excellence for innovative postgraduate mathematical sciences training.",
        "ref": "aims_network",
        "url": "https://aims-network.org/"
      },
      "ammi": {
        "label": "African Master’s in Machine Intelligence",
        "note": "AMMI is a fully funded intensive graduate programme for African machine intelligence researchers.",
        "ref": "ammi",
        "url": "https://aimsammi.org/"
      },
      "ammi_cisse": {
        "label": "AMMI leadership / Moustapha Cisse",
        "note": "Moustapha Cisse is listed as founder/director of AMMI and linked to Google AI Accra/AIMS.",
        "ref": "ammi_cisse",
        "url": "https://aimsammi.org/about-ammi-2/"
      },
      "amnesty_cobalt": {
        "label": "Amnesty cobalt report",
        "note": "Documents hazardous artisanal cobalt mining and supply-chain risks in DRC.",
        "ref": "amnesty_cobalt",
        "url": "https://www.amnesty.org/en/documents/afr62/3183/2016/en/"
      },
      "arua_members": {
        "label": "African Research Universities Alliance member universities",
        "note": "ARUA member list used as a starting point for African research-university capability mapping.",
        "ref": "arua_members",
        "url": "https://arua.org/member-universities/"
      },
      "ashifi_official": {
        "label": "Ashifi Gogo official profile",
        "note": "Founder/CEO of Sproxil, brand protection and anti-counterfeit technology.",
        "ref": "ashifi_official",
        "url": "https://ashifigogo.com/"
      },
      "au_official": {
        "label": "African Union official resources",
        "note": "AU decisions, communiques, policy resources and institutional reference material.",
        "ref": "au_official",
        "url": "https://au.int/"
      },
      "codesria": {
        "label": "CODESRIA about",
        "note": "CODESRIA supports African and diaspora social science/humanities research communities.",
        "ref": "codesria",
        "url": "https://codesria.org/fr/about-us/"
      },
      "haiti_debt_bnf": {
        "label": "BNF Haiti independence debt",
        "note": "Historical source on Haiti’s indemnity and renegotiation.",
        "ref": "haiti_debt_bnf",
        "url": "https://heritage.bnf.fr/france-ameriques/en/haitis-independence-debt-slave-unit-account-1794-1922"
      },
      "hilary_uwi": {
        "label": "Hilary Beckles reparatory justice",
        "note": "UWI page on Beckles and reparatory justice at UN Security Council.",
        "ref": "hilary_uwi",
        "url": "https://global.uwi.edu/news/professor-sir-hilary-beckles-addresses-urgent-call-economic-development-through-reparatory"
      },
      "iea_critical_minerals": {
        "label": "IEA Global Critical Minerals Outlook 2024",
        "note": "Outlook for critical minerals including cobalt, lithium, nickel and rare earths.",
        "ref": "iea_critical_minerals",
        "url": "https://www.iea.org/reports/global-critical-minerals-outlook-2024"
      },
      "iyin_future_africa": {
        "label": "Iyinoluwa Aboyeji profile",
        "note": "Co-founder/general partner of Future Africa and ecosystem builder.",
        "ref": "iyin_future_africa",
        "url": "https://teachforall.org/africa-leadership/iyinoluwa-aboyeji"
      },
      "juliana_princeton": {
        "label": "Juliana Rotich profile",
        "note": "Profile notes Ushahidi/BRCK and technology for social impact and connectivity.",
        "ref": "juliana_princeton",
        "url": "https://piirs.princeton.edu/events/2025/juliana-rotich-information-technologist-and-entrepreneur-kenya-africa-impact-lectures"
      },
      "makerere_research": {
        "label": "Makerere University research",
        "note": "Makerere describes research generation across technology, medicine, agriculture, business and sciences for livelihoods.",
        "ref": "makerere_research",
        "url": "https://mak.ac.ug/research"
      },
      "ngugi_obit": {
        "label": "Ngũgĩ wa Thiong’o obituary/context",
        "note": "Summarizes his role in African literature and indigenous language advocacy.",
        "ref": "ngugi_obit",
        "url": "https://www.theguardian.com/books/2025/may/28/a-life-in-quotes-ngugi-wa-thiongo"
      },
      "openalex": {
        "label": "OpenAlex",
        "note": "Open scholarly metadata source for publication and institutional-output verification.",
        "ref": "openalex",
        "url": "https://openalex.org/"
      },
      "orcid": {
        "label": "ORCID public registry",
        "note": "Author/researcher identity and publication linking source where available.",
        "ref": "orcid",
        "url": "https://orcid.org/"
      },
      "public_bibliography_needed": {
        "label": "Public bibliography required",
        "note": "Placeholder: add books, articles, official profiles, speeches, datasets and reviews before publication-ready scoring.",
        "ref": "public_bibliography_needed",
        "url": ""
      },
      "rediet_profile": {
        "label": "Rediet Abebe profile",
        "note": "Computer scientist working on AI, algorithms, inequality and distributive justice.",
        "ref": "rediet_profile",
        "url": "https://cega.berkeley.edu/person/rediet-abebe/"
      },
      "right_of_reply_needed": {
        "label": "Right-of-reply or correction record",
        "note": "Placeholder for affected actors, institutions or companies where a risk assessment is public.",
        "ref": "right_of_reply_needed",
        "url": ""
      },
      "sylvia_stanford": {
        "label": "Sylvia Wynter Stanford profile",
        "note": "Caribbean scholar, playwright and intellectual in Black Studies/postcolonial thought.",
        "ref": "sylvia_stanford",
        "url": "https://dlcl.stanford.edu/people/sylvia-wynter"
      },
      "timnit_dair": {
        "label": "DAIR / Timnit Gebru public profile",
        "note": "Independent AI research and accountability institution associated with Timnit Gebru.",
        "ref": "timnit_dair",
        "url": "https://www.dair-institute.org/"
      },
      "ucad_research": {
        "label": "UCAD research structure",
        "note": "UCAD official page lists faculties, institutes, doctoral schools and research.",
        "ref": "ucad_research",
        "url": "https://www.ucad.sn/"
      },
      "ueh_official": {
        "label": "Université d'État d'Haïti",
        "note": "Official programme range including sciences, medicine, law, agronomy and humanities.",
        "ref": "ueh_official",
        "url": "https://ueh.edu.ht/"
      },
      "ug_ghana_ranking": {
        "label": "University of Ghana interdisciplinary science ranking",
        "note": "UG reports Ghana-leading and West Africa-leading interdisciplinary science performance.",
        "ref": "ug_ghana_ranking",
        "url": "https://www.ug.edu.gh/news/ug-leads-ghana-thes-first-global-interdisciplinary-science-rankings"
      },
      "un_official": {
        "label": "United Nations official documents",
        "note": "Official treaty, resolution and communication source location for action dossiers.",
        "ref": "un_official",
        "url": "https://documents.un.org/"
      },
      "university_official_site": {
        "label": "Official university website",
        "note": "Placeholder requiring each institution's official page to be linked in the backend before final scoring.",
        "ref": "university_official_site",
        "url": ""
      },
      "uog_research": {
        "label": "University of Guyana Research and Innovation",
        "note": "Official research, innovation, institutes, graduate research and ethics structure.",
        "ref": "uog_research",
        "url": "https://uog.edu.gy/ug-research-and-innovation"
      },
      "uon_research": {
        "label": "University of Nairobi Research, Innovation and Enterprise",
        "note": "UoN presents itself as research intensive with discovery, application and dissemination mission.",
        "ref": "uon_research",
        "url": "https://uonresearch.uonbi.ac.ke/feature/about-us"
      },
      "utech_research": {
        "label": "UTech Jamaica Research",
        "note": "Official research page highlighting development through discoveries, innovation and sustainable solutions.",
        "ref": "utech_research",
        "url": "https://www.utech.edu.jm/research/"
      },
      "uwi_official": {
        "label": "The University of the West Indies",
        "note": "UWI official public site for Caribbean university infrastructure.",
        "ref": "uwi_official",
        "url": "https://www.uwi.edu/"
      },
      "uwi_rankings": {
        "label": "The UWI rankings page",
        "note": "UWI presents itself as the leading ranked English-speaking Caribbean university and notes THE ranking qualification/publication criteria.",
        "ref": "uwi_rankings",
        "url": "https://uwi.edu/rankings/"
      },
      "uwi_research": {
        "label": "UWI Triple A strategy",
        "note": "UWI strategic plan links university capability to Caribbean development and access/alignment/agility.",
        "ref": "uwi_strategy",
        "url": "https://www.uwi.edu/uop/strategic-plan-uwi-triple-strategy"
      },
      "uwi_strategy": {
        "label": "UWI Triple A strategy",
        "note": "UWI strategic plan links university capability to Caribbean development and access/alignment/agility.",
        "ref": "uwi_strategy",
        "url": "https://www.uwi.edu/uop/strategic-plan-uwi-triple-strategy"
      },
      "worldcat": {
        "label": "WorldCat",
        "note": "Bibliographic discovery source for books, monographs and author output.",
        "ref": "worldcat",
        "url": "https://search.worldcat.org/"
      }
    },
    "standard": "CSSP-ACTOR-1"
  },
  "sovereign_capability_standards": {
    "CSSP-DATA-1": {
      "description": "Measures whether data, keys, infrastructure and cyber capability are under sovereign control.",
      "name": "Data, Cloud and Cyber Sovereignty Index",
      "unit": "country | ministry | institution | platform",
      "weights": {
        "critical_logs_retention": 5,
        "cyber_workforce": 11,
        "data_center_control": 13,
        "data_law_enforcement": 7,
        "government_cloud_ownership": 13,
        "identity_system_sovereignty": 12,
        "incident_response_capacity": 10,
        "key_custody_encryption": 12,
        "open_source_control": 8,
        "vendor_lockin_exit": 9
      }
    },
    "CSSP-ENERGY-1": {
      "description": "Measures energy as productive capacity for labs, hospitals, factories, schools and homes.",
      "name": "Productive Energy Sovereignty Index",
      "unit": "country | grid | province | industrial zone",
      "weights": {
        "energy_import_dependency": 10,
        "grid_stability_losses": 12,
        "hospital_lab_energy_security": 8,
        "industrial_tariff_stability": 8,
        "local_generation_ownership": 14,
        "maintenance_capability": 12,
        "productive_power_availability": 15,
        "reliable_access": 16,
        "renewable_local_value_chain": 5
      }
    },
    "CSSP-EPI-1": {
      "description": "Measures ability to produce knowledge from African languages, histories, methods, archives and symbols.",
      "name": "Epistemic and Civilizational Sovereignty Index",
      "unit": "country | institution | community | university",
      "weights": {
        "african_languages_in_science": 14,
        "archives_digitized": 12,
        "community_knowledge_networks": 9,
        "indigenous_knowledge_documented": 11,
        "intergenerational_transmission": 6,
        "local_curricula": 12,
        "local_textbook_production": 10,
        "open_access_african_repositories": 8,
        "research_method_autonomy": 8,
        "script_symbolic_systems": 10
      }
    },
    "CSSP-FIN-1": {
      "description": "Measures whether financial flows, debt and banking serve local sovereignty or external extraction.",
      "name": "Financial and Debt Sovereignty Index",
      "unit": "country | treasury | central bank | sector",
      "weights": {
        "beneficial_ownership_transparency": 7,
        "capital_flight_control": 11,
        "debt_autonomy": 14,
        "diaspora_finance_channel": 6,
        "foreign_currency_exposure": 10,
        "local_banking_ownership": 12,
        "payment_system_sovereignty": 12,
        "public_procurement_integrity": 8,
        "sovereign_investment_capacity": 9,
        "tax_collection_capacity": 11
      }
    },
    "CSSP-FOOD-1": {
      "description": "Measures whether a population can be fed under stress, blockade, sanctions, conflict or import shock.",
      "name": "Food and Caloric Sovereignty Index",
      "unit": "country | province | district | food corridor",
      "weights": {
        "caloric_sufficiency": 18,
        "climate_resilience": 5,
        "input_sovereignty": 11,
        "local_processing": 12,
        "nutrition_quality": 7,
        "price_stability": 8,
        "rural_logistics": 10,
        "staple_self_reliance": 16,
        "strategic_food_reserves": 13
      }
    },
    "CSSP-HEALTH-1": {
      "description": "Measures readiness to detect, treat and contain health crises without external dependency.",
      "name": "Health, Lab and Biobank Sovereignty Index",
      "unit": "country | health system | province | research network",
      "weights": {
        "biobanks": 12,
        "cold_chain": 8,
        "community_health_networks": 7,
        "epidemic_readiness": 14,
        "genomic_surveillance": 13,
        "health_data_sovereignty": 8,
        "hospital_capacity": 12,
        "local_medicine_production": 10,
        "national_labs": 16
      }
    },
    "CSSP-IND-1": {
      "description": "Measures capacity to maintain, repair, extend and audit critical systems locally.",
      "name": "Industrial Maintenance Capability Index",
      "unit": "country | sector | infrastructure network",
      "weights": {
        "industrial_tooling": 9,
        "knowledge_transfer": 7,
        "local_engineering_firms": 14,
        "local_quality_certification": 7,
        "maintenance_budgeting": 10,
        "procurement_independence": 10,
        "repair_turnaround": 10,
        "spare_parts_ecosystem": 12,
        "standardization_capacity": 9,
        "technical_training": 12
      }
    },
    "CSSP-INFRA-1": {
      "description": "Measures whether infrastructure creates capabilities, not just modernization images.",
      "name": "Infrastructure Capability, Maintenance and Distribution Index",
      "unit": "country | city | corridor | public works program",
      "weights": {
        "community_capability_outcomes": 10,
        "data_for_operations": 7,
        "environmental_safety": 7,
        "health_education_access": 10,
        "local_firm_participation": 11,
        "maintenance_local_capacity": 13,
        "production_to_distribution_links": 14,
        "public_transport_access": 8,
        "resilience_to_shocks": 10,
        "social_interaction_support": 10
      }
    },
    "CSSP-SECRES-1": {
      "description": "Measures resistance to coordinated military, terrorist, information, diplomatic and economic pressure.",
      "name": "Security Resilience Under Coordinated Pressure Index",
      "unit": "country | security architecture | region",
      "weights": {
        "civilian_protection_under_fire": 14,
        "defense_maintenance": 8,
        "foreign_dependency_reduction": 11,
        "human_rights_guardrails": 5,
        "information_resilience": 8,
        "intelligence_autonomy": 10,
        "national_command_capacity": 12,
        "popular_mobilization_discipline": 9,
        "sanctions_shock_resistance": 7,
        "territorial_recovery": 16
      }
    },
    "CSSP-UNIV-1": {
      "anti_gaming": [
        "Publication quantity is capped and cannot dominate score.",
        "Useful outputs must link to evidence: patents, standards, prototypes, datasets, curricula, policy adoption, clinics, labs, tools or community impact.",
        "Foreign prestige partnerships do not count unless local capability transfer is demonstrated."
      ],
      "description": "Ranks institutions by useful sovereign output, not prestige or publication volume alone.",
      "name": "African University Sovereign Fitness Index",
      "unit": "university | faculty | doctoral_school | research_center | program",
      "weights": {
        "atss_real_impact": 15,
        "continental_cooperation": 2,
        "epistemic_sovereignty": 10,
        "graduate_productive_capacity": 7,
        "innovation_patents_prototypes": 13,
        "institutional_integrity": 5,
        "local_capability_building": 12,
        "open_knowledge_infrastructure": 8,
        "strategic_fields_coverage": 10,
        "useful_scientific_output": 18
      }
    }
  },
  "sponsors_abuse": {
    "count": 13,
    "items": [
      {
        "evidence_state": "pattern_template",
        "public_note": "This template does not accuse a named actor. Named records require competent evidence and review.",
        "record_id": "SPONSORSHIP-PATTERN-001",
        "record_type": "threat_pattern",
        "region": "Pan-African / global interface",
        "required_sources": [
          "official sanctions or terrorism designation records",
          "court filings or public investigation records",
          "financial/funding or logistics trail where lawful",
          "verified communications or public statements",
          "right-of-reply or official response where safe and relevant"
        ],
        "review_requirements": [
          "legal review",
          "source-protection review",
          "right-of-reply assessment",
          "retaliation-risk assessment"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks claims that a state, intelligence network, company, patronage structure or proxy channel materially supports armed groups, terrorism-enabling networks, destabilization, trafficking, recruitment, financing or logistical assistance.",
        "title": "Alleged or documented sponsorship of armed groups / terrorism-enabling networks",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Survivor and child protection override public curiosity. No witness names, exact locations or raw testimony should appear in public exports.",
        "record_id": "BASE-ABUSE-PATTERN-001",
        "record_type": "protected_population_abuse_pattern",
        "region": "Host communities near military/security installations",
        "required_sources": [
          "child-protection and survivor-support records where lawfully shareable",
          "official inquiry reports or court records",
          "UN/AU/NGO monitoring where corroborated",
          "civilian protection chronology",
          "base agreement/SOFA clauses and accountability mechanisms",
          "sealed/offline source-handler evidence where needed"
        ],
        "review_requirements": [
          "child-protection review",
          "legal review",
          "source-protection review",
          "redaction review",
          "psychosocial harm review"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks allegations and documented patterns of child abuse, sexual exploitation, trafficking, coercion, environmental harm, impunity or intimidation linked to foreign or domestic military bases, peacekeeping deployments, private security sites or security-cooperation installations.",
        "title": "Protected-population abuse around military bases and deployments",
        "visibility": "public"
      },
      {
        "evidence_state": "source_needed",
        "public_note": "Security cooperation is not automatically abusive; the test is accountability, legal control, exit rights, civilian protection and public-interest outcomes.",
        "record_id": "MILITARY-COOP-CAPTURE-001",
        "record_type": "action_dossier_template",
        "region": "Africa / Caribbean / diaspora states",
        "required_sources": [
          "official communications and treaty texts",
          "military presence / cooperation agreement clauses",
          "public statements and verified transcripts",
          "documented sanctions, pressure or interference events",
          "civilian protection data and security incident chronology",
          "right-of-reply or official response record"
        ],
        "review_requirements": [
          "legal/treaty review",
          "civilian protection review",
          "anti-capture review",
          "right-of-reply assessment"
        ],
        "risk_level": "high",
        "status": "published",
        "summary": "Assesses whether military presence, cooperation clauses, training programs, intelligence-sharing, security assistance, drone access, basing rights, or contractor arrangements weaken sovereign decision-making or civilian protection.",
        "title": "Military cooperation clauses and sovereign capability risk",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "This is a discourse-pattern object, not a named-person finding unless claim-source-review-right-of-reply is complete.",
        "record_id": "INTEL-PROXY-NARRATIVE-001",
        "record_type": "information_pressure_pattern",
        "region": "Pan-African public sphere",
        "required_sources": [
          "public statements and verified transcripts",
          "funding/ownership or sponsorship disclosures",
          "content chronology and repetition analysis",
          "counter-evidence and right-of-reply record",
          "expert review by historians, psychologists/psychiatrists and media analysts"
        ],
        "review_requirements": [
          "media-forensics review",
          "historical review",
          "psychological framing review",
          "right-of-reply assessment"
        ],
        "risk_level": "high",
        "status": "published",
        "summary": "Tracks coordinated narratives that excuse, minimize, normalize or shield colonial/imperial harm, redirect grievance inward, or blame affected populations while hiding external pressure, sponsorship or coercive interests.",
        "title": "Information sponsorship, proxy media and grievance redirection",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Company, owner and subcontractor naming requires source-linked evidence and legal review.",
        "record_id": "CONTRACTOR-ABUSE-CHAIN-001",
        "record_type": "contractor_risk_pattern",
        "region": "Resource zones, conflict zones, borderlands, ports and infrastructure corridors",
        "required_sources": [
          "contracts, beneficial ownership and subcontractor records",
          "court or grievance mechanism records",
          "incident chronology and victim/survivor-protection protocol",
          "buyer or parent-company due-diligence record",
          "right-of-reply record"
        ],
        "review_requirements": [
          "corporate-chain review",
          "legal review",
          "source-protection review",
          "right-of-reply assessment"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Maps allegations or documented records involving private security actors, subcontractors, mine/port/logistics guards, training companies or armed intermediaries linked to intimidation, abuse, illegal detention, trafficking, forced displacement or suppression of local accountability.",
        "title": "Private military/security contractor abuse and impunity chain",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Do not publish worker names or case details without survivor-safe review.",
        "record_id": "GULF-LABOR-ABUSE-PATTERN-001",
        "record_type": "labor_abuse_pattern",
        "region": "Africa-Gulf migration corridors",
        "required_sources": [
          "worker-protection/ILO reports",
          "court records",
          "consular complaints",
          "recruitment contracts",
          "sealed testimony where safe"
        ],
        "review_requirements": [
          "labor-law review",
          "source-protection review",
          "psychosocial/survivor review",
          "right-of-reply assessment"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks African worker exploitation, wage theft, passport seizure, coercive recruitment, abuse and trafficking indicators linked to labor sponsorship systems or recruitment chains.",
        "title": "Gulf labor sponsorship / migrant-worker abuse pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "source_needed",
        "public_note": "High-risk classification; named records require competent public evidence or sealed legal review.",
        "record_id": "STATE-SPONSORSHIP-ARMED-GROUPS-REGIONAL-001",
        "record_type": "sponsorship_inquiry_template",
        "region": "Sahel / Great Lakes / Horn / Libya-Sudan interface",
        "required_sources": [
          "sanctions/designation records",
          "UN panels of experts",
          "court filings",
          "financial/logistics trails",
          "verified statements",
          "right-of-reply/official response"
        ],
        "review_requirements": [
          "legal review",
          "source-protection review",
          "retaliation-risk review",
          "regional security expert review"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Template for mapping alleged or documented state/intelligence/logistics support to armed groups, proxy militias, trafficking networks or destabilization campaigns.",
        "title": "State or intelligence-linked sponsorship of armed groups — regional template",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Survivor protection and child-safety rules override public disclosure.",
        "record_id": "PEACEKEEPING-ABUSE-ACCOUNTABILITY-001",
        "record_type": "protected_population_abuse_pattern",
        "region": "Host communities near deployments",
        "required_sources": [
          "UN/AU inquiry reports",
          "court/disciplinary records",
          "survivor services data where lawful",
          "SOFA/immunity clauses",
          "redress and compensation records"
        ],
        "review_requirements": [
          "child-protection review",
          "legal review",
          "redaction review",
          "psychosocial harm review"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks sexual exploitation, child abuse, trafficking, impunity, jurisdiction gaps and remedy failures linked to peacekeeping or security deployments.",
        "title": "Peacekeeping/security deployment abuse and accountability gap pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Named records require contracts, public statements, legal authority and source-protection review.",
        "record_id": "CONTRACTOR-PARAMILITARY-RECOLONIZATION-RISK-001",
        "record_type": "contractor_risk_pattern",
        "region": "Conflict/resource zones",
        "required_sources": [
          "contracts/MOUs",
          "public statements/transcripts",
          "constitutional authority analysis",
          "human-rights records",
          "command/control clauses",
          "right-of-reply"
        ],
        "review_requirements": [
          "constitutional review",
          "legal review",
          "source-protection review",
          "civilian-protection review"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks contractor proposals, paramilitary capacity, resource-security packages, immunity, command ambiguity and recolonization rhetoric or objectives.",
        "title": "Private military contractor / paramilitary recolonization risk pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Security assistance is assessed by end-use, accountability, civilian harm and remedy, not ideology.",
        "record_id": "ARMS-TRANSFER-CIVILIAN-HARM-001",
        "record_type": "arms_transfer_risk_pattern",
        "region": "Africa / external suppliers",
        "required_sources": [
          "arms transfer records",
          "end-use monitoring",
          "incident chronology",
          "human-rights reports",
          "supplier/state response"
        ],
        "review_requirements": [
          "security review",
          "human-rights review",
          "legal review"
        ],
        "risk_level": "high",
        "status": "published",
        "summary": "Tracks arms, drones, surveillance tools, training or security assistance that may enable civilian harm, repression or armed-group escalation.",
        "title": "Arms transfer / security assistance civilian-harm pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Do not expose victims, devices or technical indicators that create retaliation risk.",
        "record_id": "SURVEILLANCE-EXPORT-REPRESSION-001",
        "record_type": "digital_abuse_pattern",
        "region": "Africa / vendor states",
        "required_sources": [
          "forensic reports",
          "procurement records",
          "court/inquiry records",
          "victim-safe incident logs",
          "vendor/state response"
        ],
        "review_requirements": [
          "cybersecurity review",
          "source-protection review",
          "legal review"
        ],
        "risk_level": "high",
        "status": "published",
        "summary": "Tracks spyware, lawful-intercept, biometric or surveillance exports used to target journalists, opposition, activists, unions or communities.",
        "title": "Surveillance export and repression-enabling pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "source_needed",
        "public_note": "Requires careful separation of public contract terms, allegations and sealed evidence.",
        "record_id": "RESOURCE-FOR-SECURITY-BARTER-001",
        "record_type": "resource_security_capture_pattern",
        "region": "Resource/conflict zones",
        "required_sources": [
          "contract terms",
          "beneficial ownership",
          "security assistance records",
          "resource export records",
          "parliamentary/judicial review"
        ],
        "review_requirements": [
          "legal review",
          "resource-economics review",
          "security review"
        ],
        "risk_level": "critical",
        "status": "published",
        "summary": "Tracks deals where mineral, oil, port, land or infrastructure rights are exchanged for security assistance, political protection or armed support without public accountability.",
        "title": "Resource-for-security barter and coercive protection pattern",
        "visibility": "public"
      },
      {
        "evidence_state": "pattern_template",
        "public_note": "Protect beneficiaries and aid workers; public claims require strong evidence.",
        "record_id": "HUMANITARIAN-CORRIDOR-INTELLIGENCE-OVERLAP-001",
        "record_type": "humanitarian_intelligence_overlap",
        "region": "Crisis zones",
        "required_sources": [
          "aid contracts",
          "data-sharing policies",
          "field incident reports",
          "military/humanitarian coordination records",
          "reviewer notes"
        ],
        "review_requirements": [
          "humanitarian law review",
          "source-protection review",
          "data-protection review"
        ],
        "risk_level": "high",
        "status": "published",
        "summary": "Tracks cases where humanitarian access, aid logistics, contractors or data systems may overlap with intelligence collection, military targeting or population-control risks.",
        "title": "Humanitarian corridor / intelligence overlap risk pattern",
        "visibility": "public"
      }
    ],
    "policy": {
      "evidence_states": [
        "pattern_template",
        "allegation_received",
        "source_needed",
        "source_linked",
        "documented_tie",
        "right_of_reply_pending",
        "reviewed",
        "confirmed_public_record",
        "sealed"
      ],
      "legal_boundary": [
        "Separate allegation, risk signal, documented tie, sponsorship evidence, analysis, recommendation and confirmed finding.",
        "Named adverse profiles require source-linked evidence, reviewer approval, legal/source-protection review and right-of-reply discipline where safe and appropriate.",
        "Terrorism-sponsorship labels are high-risk legal classifications and must be treated as alleged/provisional unless supported by competent public records or official designations.",
        "Protected-population abuse around military bases, deployments or security installations must use survivor-protection, child-protection and anti-retaliation protocols before publication."
      ],
      "public_boundary": "The public layer may describe patterns, source requirements, risk indicators and reviewed findings. It must not publish raw witness identities, protected source trails, exact sensitive locations, sealed evidence or unreviewed allegations as facts.",
      "public_upload_rule": "No sensitive uploads on public forms. High-risk material goes through approved secure-intake channels only.",
      "purpose": "Track high-risk patterns involving alleged or documented support to armed groups, coercive external pressure, military-basing abuses, intelligence/security sponsorship, and protected-population harm.",
      "schema": "cssp-sponsorship-abuse-policy-v1",
      "source_classes": [
        "official sanctions/designation records",
        "court filings, judgments or public investigative records",
        "parliamentary or official inquiry reports",
        "treaties, basing agreements, SOFAs and military-cooperation clauses",
        "verified transcripts, speeches and public communications",
        "civilian casualty, child-protection and gender-based-violence datasets",
        "UN/AU/regional monitoring reports",
        "credible investigative journalism with corroboration",
        "right-of-reply or official response record",
        "sealed source-handler file for non-public evidence"
      ],
      "title": "Sponsors, documented ties and protected-population abuse risk"
    },
    "schema": "cssp-sponsors-abuse-v60-v1",
    "warning": "High-risk allegations require source-linked evidence, legal/source-protection review, redaction, and right-of-reply discipline where safe and appropriate."
  },
  "standards": {
    "clause_risk": [
      {
        "code": "C1",
        "criterion": "Transparence et publication",
        "keywords": [
          "confidentialité",
          "annexes invisibles",
          "non publiées"
        ],
        "weight": 12
      },
      {
        "code": "C2",
        "criterion": "Auditabilité",
        "keywords": [
          "audit",
          "auditable",
          "contrôle"
        ],
        "weight": 14
      },
      {
        "code": "C3",
        "criterion": "Réversibilité / sortie",
        "keywords": [
          "sortie",
          "résiliation",
          "verrouillage",
          "irréversible"
        ],
        "weight": 12
      },
      {
        "code": "C4",
        "criterion": "Arbitrage et juridiction",
        "keywords": [
          "arbitrage",
          "juridiction",
          "immunité"
        ],
        "weight": 10
      },
      {
        "code": "C5",
        "criterion": "Valeur locale et transformation",
        "keywords": [
          "transformation locale",
          "compétences",
          "extraction brute"
        ],
        "weight": 12
      },
      {
        "code": "C6",
        "criterion": "Données et contrôle informationnel",
        "keywords": [
          "données",
          "hébergement",
          "contrôle informationnel"
        ],
        "weight": 10
      },
      {
        "code": "C7",
        "criterion": "Protection communautaire",
        "keywords": [
          "communauté",
          "dépossession",
          "réparation"
        ],
        "weight": 12
      },
      {
        "code": "C8",
        "criterion": "Souveraineté budgétaire",
        "keywords": [
          "dette",
          "garantie",
          "exemption fiscale"
        ],
        "weight": 10
      },
      {
        "code": "C9",
        "criterion": "Sécurité et influence étrangère",
        "keywords": [
          "sécurité",
          "corridor",
          "infrastructure stratégique"
        ],
        "weight": 8
      },
      {
        "code": "C10",
        "criterion": "Pré-notification étrangère des politiques publiques",
        "keywords": [
          "préavis",
          "3 mois",
          "quotas",
          "politiques futures",
          "policy notice"
        ],
        "weight": 10
      },
      {
        "code": "C11",
        "criterion": "Verrouillage temporel de sortie",
        "keywords": [
          "5 ans",
          "cinq ans",
          "préavis long",
          "exit lock",
          "termination notice"
        ],
        "weight": 12
      },
      {
        "code": "C12",
        "criterion": "Contrôle étranger des projets critiques",
        "keywords": [
          "51%",
          "majorité",
          "majority",
          "US-aligned",
          "contrôle étranger"
        ],
        "weight": 15
      },
      {
        "code": "C13",
        "criterion": "Priorité étrangère sur acteurs nationaux",
        "keywords": [
          "priorité",
          "priority",
          "acteurs nationaux",
          "congolais",
          "local firms"
        ],
        "weight": 12
      },
      {
        "code": "C14",
        "criterion": "Financement orienté intérêts externes",
        "keywords": [
          "intérêts externes",
          "US interests",
          "financement conditionné",
          "energy offtake"
        ],
        "weight": 10
      }
    ],
    "governance_duty": [
      {
        "bisalu": 1,
        "code": "G1",
        "label": "Constitution utilisée pour avantage personnel ou partisan",
        "nsiku": 5,
        "nzola": 1,
        "weight": 15
      },
      {
        "bisalu": 2,
        "code": "G2",
        "label": "Affaiblissement de l’alternance ou du calendrier électoral",
        "nsiku": 5,
        "nzola": 2,
        "weight": 12
      },
      {
        "bisalu": 2,
        "code": "G3",
        "label": "Capture de la justice, de la CENI ou des organes de contrôle",
        "nsiku": 5,
        "nzola": 2,
        "weight": 12
      },
      {
        "bisalu": 1,
        "code": "G4",
        "label": "Usage coercitif de la force publique contre la critique légitime",
        "nsiku": 5,
        "nzola": 5,
        "weight": 13
      },
      {
        "bisalu": 2,
        "code": "G5",
        "label": "Mise en danger prévisible des civils, enfants, déplacés ou communautés",
        "nsiku": 3,
        "nzola": 5,
        "weight": 12
      },
      {
        "bisalu": 5,
        "code": "G6",
        "label": "Aliénation de terres, ressources, données ou infrastructures vitales",
        "nsiku": 4,
        "nzola": 3,
        "weight": 12
      },
      {
        "bisalu": 4,
        "code": "G7",
        "label": "Subordination stratégique à un intérêt étranger ou privé incompatible",
        "nsiku": 4,
        "nzola": 2,
        "weight": 9
      },
      {
        "bisalu": 1,
        "code": "G8",
        "label": "Falsification du consentement public",
        "nsiku": 4,
        "nzola": 3,
        "weight": 7
      },
      {
        "bisalu": 3,
        "code": "G9",
        "label": "Enrichissement, rente ou bénéfice de réseau contre mission publique",
        "nsiku": 4,
        "nzola": 2,
        "weight": 6
      },
      {
        "bisalu": 4,
        "code": "G10",
        "label": "Refus persistant d’audit, correction ou droit de réponse",
        "nsiku": 3,
        "nzola": 1,
        "weight": 2
      }
    ]
  },
  "status_labels": {
    "labels": [
      {
        "code": "seed",
        "meaning": "Starter record. Included to structure future work, not yet a strong finding."
      },
      {
        "code": "starter_profile",
        "meaning": "Basic profile with limited evidence. Useful for orientation only."
      },
      {
        "code": "source_needed",
        "meaning": "Needs public source anchors before reliance."
      },
      {
        "code": "source_linked",
        "meaning": "Has at least one public source anchor but may need more evidence."
      },
      {
        "code": "review_pending",
        "meaning": "Waiting for human review."
      },
      {
        "code": "reviewed",
        "meaning": "Checked by a reviewer, still open to correction."
      },
      {
        "code": "right_of_response_open",
        "meaning": "Affected party can submit correction or response with evidence."
      },
      {
        "code": "publication_ready",
        "meaning": "Public-safe, reviewed and source-linked enough for ordinary reliance."
      },
      {
        "code": "sealed",
        "meaning": "Exists internally but is withheld from public view for source, legal or safety reasons."
      },
      {
        "code": "archived",
        "meaning": "Kept for history but not actively used for current scoring."
      }
    ],
    "schema": "paso-status-labels-v1",
    "title": "Evidence and publication status labels"
  },
  "threat_actor_profiles": {
    "count": 43,
    "disclaimer": "Non-state threat profiles are evidence-gated public-output and influence-pattern assessments. They do not reveal contributors or imply membership, informant status, or private affiliation.",
    "items": [
      {
        "categories": [
          "Epstein_adjacent",
          "elite_impunity",
          "sex_trafficking_risk",
          "political_access",
          "business_access"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 70,
        "flags": [
          "do not expose survivor or child-identifying material",
          "adjacency is not guilt"
        ],
        "metrics": {
          "capability_harm_relevance": 87,
          "discourse_harm_normalization": 92,
          "public_influence_reach": 82,
          "review_completeness": 50,
          "source_directness": 70
        },
        "name": "Epstein-adjacent elite influence and exploitation-risk pattern",
        "patterns": [
          "child/survivor protection is absolute",
          "do not expose victims",
          "contact is not guilt",
          "elite access patterns require public scrutiny"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-PATTERN-EPSTEIN-ADJACENT-ELITES-001",
        "risk_score": 92,
        "source_anchors": [
          {
            "evidence_use": "Africa-focused public reporting.",
            "label": "Le Monde: Epstein's African connections",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/02/16/epstein-s-african-connections-included-presidents-heirs-and-recruiters_6750524_124.html"
          },
          {
            "evidence_use": "Middle East-focused reporting.",
            "label": "Reuters: Epstein Middle East network",
            "url": "https://www.reuters.com/business/finance/epstein-tried-build-web-powerful-ties-across-middle-east-documents-show-2026-02-18/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for elite figures, financiers, recruiters, political heirs, logistics actors or business networks publicly linked to Epstein documents. The platform separates contact, adjacency, facilitation, alleged exploitation and proven criminal conduct.",
        "trust_index": 12,
        "visibility": "public"
      },
      {
        "categories": [
          "RSF",
          "proxy_conflict",
          "UAE",
          "Sudan",
          "war_crimes_risk",
          "resource_networks"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "UAE / Sudan",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 68,
        "flags": [
          "requires legal review",
          "preserve denials",
          "source-linked but not final finding"
        ],
        "metrics": {
          "capability_harm_relevance": 85,
          "discourse_harm_normalization": 90,
          "public_influence_reach": 80,
          "review_completeness": 48,
          "source_directness": 68
        },
        "name": "UAE / RSF support and proxy-conflict risk pattern",
        "patterns": [
          "RSF atrocities and proxy-support allegations",
          "gold/resource/logistics network review",
          "right-of-reply and UN/HRW/AP/WaPo source synthesis required"
        ],
        "profile_class": "foundation_philanthropy",
        "profile_id": "TAP-PATTERN-UAE-RSF-SUPPORT-001",
        "risk_score": 90,
        "source_anchors": [
          {
            "evidence_use": "UN sanctions/expert report index.",
            "label": "UN Sudan Panel of Experts reports",
            "url": "https://main.un.org/securitycouncil/en/sanctions/1591/panel-of-experts/reports"
          },
          {
            "evidence_use": "Human-rights report on alleged UAE-linked training route.",
            "label": "HRW: Colombians linked to atrocities trained in UAE bases",
            "url": "https://www.hrw.org/news/2026/05/25/sudan-colombians-linked-to-atrocities-trained-in-uae-bases"
          },
          {
            "evidence_use": "Independent reporting with allegations and denials.",
            "label": "AP: UAE accused of training Colombian mercenaries for Sudan's war",
            "url": "https://apnews.com/article/5c02e3b580f01b840251c206673123a7"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for publicly reported allegations of UAE-linked support, logistics, mercenary networks or resource channels connected to the RSF and Sudan war. It preserves denials and requires legal review before final adverse wording.",
        "trust_index": 18,
        "visibility": "public"
      },
      {
        "categories": [
          "Epstein_adjacent",
          "elite_networks",
          "sex_trafficking_risk",
          "political_access",
          "Africa"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Africa / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 66,
        "flags": [
          "do not publish survivor-identifying material",
          "contact is not guilt",
          "requires document-level review"
        ],
        "metrics": {
          "capability_harm_relevance": 83,
          "discourse_harm_normalization": 88,
          "public_influence_reach": 78,
          "review_completeness": 46,
          "source_directness": 66
        },
        "name": "Epstein Africa elite-network and exploitation-risk pattern",
        "patterns": [
          "elite introductions and access brokering",
          "possible exploitation/recruitment risks",
          "must separate contact, facilitation, allegation and confirmed abuse",
          "survivor/child protection rules apply"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-NETWORK-EPSTEIN-AFRICA-001",
        "risk_score": 88,
        "source_anchors": [
          {
            "evidence_use": "Public reporting on Epstein Africa network and named connections.",
            "label": "Le Monde: Epstein's African connections included presidents, heirs and recruiters",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/02/16/epstein-s-african-connections-included-presidents-heirs-and-recruiters_6750524_124.html"
          },
          {
            "evidence_use": "Middle East network context with Qatar/UAE references.",
            "label": "Reuters: Epstein tried to build powerful ties across Middle East",
            "url": "https://www.reuters.com/business/finance/epstein-tried-build-web-powerful-ties-across-middle-east-documents-show-2026-02-18/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for Epstein-linked elite access, political introductions, financial favors, recruiters and Africa-facing influence networks as reported in public DOJ-file journalism. The profile is designed to protect against elite impunity, not to declare every contact guilty.",
        "trust_index": 18,
        "visibility": "public"
      },
      {
        "categories": [
          "colonial_apologetics",
          "imperial_harm_normalization",
          "grievance_inversion"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 55,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 83,
          "discourse_harm_normalization": 88,
          "public_influence_reach": 78,
          "review_completeness": 35,
          "source_directness": 55
        },
        "name": "Colonial apologetics / imperial harm-normalization",
        "patterns": [
          "minimizes historical harm despite documented extraction/violence",
          "frames sovereignty claims as irrational resentment",
          "treats imperial institutions as neutral while pathologizing African resistance",
          "requires direct quote/context before naming any living actor"
        ],
        "profile_class": "pattern_only",
        "profile_id": "TAP-PATTERN-COLONIAL-APOLOGETICS-001",
        "risk_score": 88,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for public arguments that minimize colonial violence, excuse imperial extraction, recast victims as the main cause of harm, or redirect legitimate grievance inward while shielding external power structures.",
        "trust_index": 20,
        "visibility": "public"
      },
      {
        "categories": [
          "labour_rights",
          "human_trafficking_risk",
          "kafala",
          "African_workers",
          "forced_labor"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Gulf / Africa",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 72,
        "flags": [
          "worker/survivor identities protected",
          "human-trafficking claims require specific case records"
        ],
        "metrics": {
          "capability_harm_relevance": 81,
          "discourse_harm_normalization": 86,
          "public_influence_reach": 76,
          "review_completeness": 52,
          "source_directness": 72
        },
        "name": "Gulf labour exploitation and trafficking-risk pattern affecting Africans",
        "patterns": [
          "African worker protection priority",
          "do not expose survivor identities",
          "state/company reforms must be compared to outcomes",
          "requires consular, ILO, Amnesty, HRW, court and worker-testimony records"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-GULF-LABOUR-TRAFFICKING-001",
        "risk_score": 86,
        "source_anchors": [
          {
            "evidence_use": "Qatar migrant-worker risk overview.",
            "label": "Amnesty Qatar 2025 report",
            "url": "https://www.amnesty.org/en/location/middle-east-and-north-africa/middle-east/qatar/report-qatar/"
          },
          {
            "evidence_use": "Detailed forced-labour report.",
            "label": "Amnesty: forced labour and abuse in Qatar private security sector",
            "url": "https://www.amnesty.org/en/documents/mde22/5388/2022/en/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for migrant-worker abuse, forced-labour indicators, recruitment debt, passport retention, wage theft, sexual exploitation, domestic-worker abuse and weak remedy channels affecting Africans in Gulf labour markets.",
        "trust_index": 18,
        "visibility": "public"
      },
      {
        "categories": [
          "Epstein_adjacent",
          "DP_World",
          "ports",
          "Africa_logistics",
          "elite_networks"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "UAE / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 68,
        "flags": [
          "Epstein adjacency is not proof of trafficking",
          "right-of-response needed"
        ],
        "metrics": {
          "capability_harm_relevance": 77,
          "discourse_harm_normalization": 82,
          "public_influence_reach": 72,
          "review_completeness": 48,
          "source_directness": 68
        },
        "name": "Sultan Ahmed bin Sulayem / Epstein-adjacent infrastructure-governance profile",
        "patterns": [
          "extensive Epstein correspondence reported",
          "port/infrastructure influence across Africa raises governance stakes",
          "requires right-of-reply and separation of reputational, governance and criminal questions"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-PERSON-SULTAN-BIN-SULAYEM-EPSTEIN-001",
        "risk_score": 82,
        "source_anchors": [
          {
            "evidence_use": "Public reporting on bin Sulayem and DP World governance fallout.",
            "label": "Le Monde: Epstein files and bin Sulayem",
            "url": "https://www.lemonde.fr/en/economy/article/2026/02/18/epstein-files-the-fall-of-sultan-ahmed-bin-sulayem-architect-of-the-uae-s-port-empire_6750609_19.html"
          },
          {
            "evidence_use": "Reuters reporting on Epstein network documents.",
            "label": "Reuters: Epstein Middle East network",
            "url": "https://www.reuters.com/business/finance/epstein-tried-build-web-powerful-ties-across-middle-east-documents-show-2026-02-18/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Public-personality and infrastructure-governance risk profile based on reporting about extensive Epstein correspondence and DP World leadership fallout. The profile treats the issue as elite-network, port-power and due-diligence risk; it does not assert trafficking conduct absent evidence.",
        "trust_index": 22,
        "visibility": "public"
      },
      {
        "categories": [
          "critical_minerals",
          "CIA_adjacent_personnel",
          "cobalt",
          "resource_capture",
          "DRC",
          "strategic_acquisition"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "United States / DRC",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "CIA-adjacent personnel indicator, not proof of covert operation",
          "contract/beneficial ownership evidence needed",
          "high sovereign-mineral scrutiny"
        ],
        "metrics": {
          "capability_harm_relevance": 77,
          "discourse_harm_normalization": 82,
          "public_influence_reach": 72,
          "review_completeness": 38,
          "source_directness": 58
        },
        "name": "Virtus Minerals / U.S. critical-minerals acquisition risk profile",
        "patterns": [
          "critical mineral acquisition with strategic-state relevance",
          "former CIA/intelligence career of key personnel is an influence-risk indicator, not proof of covert control",
          "requires contract terms, beneficial ownership, financing, local value-add and Congolese right-of-reply"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-BUSINESS-VIRTUS-MINERALS-001",
        "risk_score": 82,
        "source_anchors": [
          {
            "evidence_use": "Public article snippet references Virtus president Gregory Roberts' CIA background and Congo minerals deal.",
            "label": "Africa Confidential: The Americans are buying",
            "url": "https://www.africa-confidential.com/article/id/15944/the-americans-are-buying"
          },
          {
            "evidence_use": "Public reporting on Virtus Minerals acquisition of Chemaf assets.",
            "label": "Le Monde: U.S. company secures huge DRC copper/cobalt deal",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/04/04/in-the-democratic-republic-of-congo-a-us-company-secures-a-huge-deal-by-acquiring-copper-and-cobalt-mines_6752101_124.html"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Corporate risk profile for U.S. critical-minerals acquisition activity in the DRC, especially where former intelligence or national-security personnel, strategic minerals policy, debt leverage, sanctions context or opaque deal structures affect Congolese sovereign capability.",
        "trust_index": 24,
        "visibility": "public"
      },
      {
        "categories": [
          "biobank",
          "genomic_sovereignty",
          "data_extraction"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 45,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 77,
          "discourse_harm_normalization": 82,
          "public_influence_reach": 72,
          "review_completeness": 25,
          "source_directness": 45
        },
        "name": "Biobank/genomic extraction pattern",
        "patterns": [
          "sample custody externalization",
          "benefit sharing unclear",
          "requires contracts/ethics approvals/public records"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-BIOBANK-GENOMIC-EXTRACTION-001",
        "risk_score": 82,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for extracting samples, genomes, pathogen data or biobank value without enforceable African custody, benefit sharing and scientific leadership.",
        "trust_index": 24,
        "visibility": "public"
      },
      {
        "categories": [
          "CIA_adjacent",
          "strategic_assets",
          "critical_infrastructure",
          "minerals",
          "data",
          "security_state"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "United States / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 52,
        "flags": [
          "pattern profile, not individual guilt",
          "requires deal-specific evidence"
        ],
        "metrics": {
          "capability_harm_relevance": 75,
          "discourse_harm_normalization": 80,
          "public_influence_reach": 70,
          "review_completeness": 32,
          "source_directness": 52
        },
        "name": "CIA/intelligence-adjacent corporate acquisition pattern",
        "patterns": [
          "former intelligence employment is not guilt but raises due-diligence duties",
          "strategic assets require local control, audit, exit rights and data/resource sovereignty",
          "requires ownership, contract, financing and public-interest review"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-CIA-ADJACENT-CORPORATE-001",
        "risk_score": 80,
        "source_anchors": [
          {
            "evidence_use": "CIA-linked venture nonprofit ecosystem context.",
            "label": "In-Q-Tel official site",
            "url": "https://www.iqt.org/"
          },
          {
            "evidence_use": "Official CIA context for venture/technology linkages.",
            "label": "CIA: In-Q-Tel historical/official context",
            "url": "https://www.cia.gov/stories/story/in-q-tel/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for businesses where former intelligence officials, national-security contractors or intelligence-linked investment ecosystems enter African critical minerals, ports, telecoms, AI, data, health, energy or security infrastructure.",
        "trust_index": 26,
        "visibility": "public"
      },
      {
        "categories": [
          "ports",
          "logistics",
          "Gulf_leverage",
          "debt",
          "resource_corridors",
          "security_diplomacy"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "UAE/Qatar/Saudi / Africa",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "pattern profile",
          "contract-specific review needed"
        ],
        "metrics": {
          "capability_harm_relevance": 73,
          "discourse_harm_normalization": 78,
          "public_influence_reach": 68,
          "review_completeness": 28,
          "source_directness": 48
        },
        "name": "Gulf ports/logistics leverage pattern in African states",
        "patterns": [
          "port concessions and logistics chokepoints",
          "sovereign wealth / elite-deal opacity",
          "security diplomacy linked to investment",
          "requires contract, debt, labour and arbitration data"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-BUSINESS-GULF-PORTS-LOGISTICS-001",
        "risk_score": 78,
        "source_anchors": [
          {
            "evidence_use": "Corporate footprint reference; not adverse evidence by itself.",
            "label": "DP World official Africa page",
            "url": "https://www.dpworld.com/africa"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for Gulf-linked ports, logistics corridors, free zones, sovereign wealth, security diplomacy and debt/investment leverage that may support infrastructure but can also create strategic dependency or elite capture.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "terrorism_support_allegations",
          "Gulf",
          "Africa_spillover",
          "proxy_networks",
          "review_required"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Gulf / Middle East / Africa",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 44,
        "flags": [
          "allegation-sensitive",
          "requires direct case files"
        ],
        "metrics": {
          "capability_harm_relevance": 73,
          "discourse_harm_normalization": 78,
          "public_influence_reach": 68,
          "review_completeness": 24,
          "source_directness": 44
        },
        "name": "Middle East terrorism-support accusation and African spillover review pattern",
        "patterns": [
          "terrorism-support allegations require direct sources",
          "separate state policy, charity diversion, private financier and propaganda claims",
          "review sanctions, court records, UN reports and official denials"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-MIDDLE-EAST-TERRORISM-ACCUSATION-001",
        "risk_score": 78,
        "source_anchors": [
          {
            "evidence_use": "Primary sanctions-list reference point.",
            "label": "UN Security Council sanctions list portal",
            "url": "https://main.un.org/securitycouncil/en/sanctions/information"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for states, charities, elite networks, logistics firms or financiers publicly accused of supporting extremist groups, proxy actors or conflict networks with African spillover. Use only with case-specific evidence; do not generalize allegations to populations or ordinary businesses.",
        "trust_index": 26,
        "visibility": "public"
      },
      {
        "categories": [
          "security_tutelage",
          "policy_capture",
          "anti_sovereignty"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 73,
          "discourse_harm_normalization": 78,
          "public_influence_reach": 68,
          "review_completeness": 22,
          "source_directness": 42
        },
        "name": "Security think-tank tutelage discourse",
        "patterns": [
          "permanent tutelage framed as realism",
          "local accountability treated as obstacle",
          "requires report/funding/author/source linkage"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-THINK-TANK-SECURITY-TUTELAGE-001",
        "risk_score": 78,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for think-tank outputs that frame African security as requiring permanent foreign command, bases, training dependency or immunity clauses while minimizing civilian-protection and sovereignty costs.",
        "trust_index": 28,
        "visibility": "public"
      },
      {
        "categories": [
          "Epstein_adjacent",
          "ports",
          "UAE",
          "Africa_logistics",
          "elite_networks",
          "governance_risk"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "UAE / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 64,
        "flags": [
          "Epstein adjacency is not proof of trafficking",
          "right-of-response needed",
          "port/infrastructure influence risk"
        ],
        "metrics": {
          "capability_harm_relevance": 71,
          "discourse_harm_normalization": 76,
          "public_influence_reach": 66,
          "review_completeness": 44,
          "source_directness": 64
        },
        "name": "DP World / Sultan Ahmed bin Sulayem Epstein-adjacent governance-risk profile",
        "patterns": [
          "Epstein-file adjacency is a governance-risk indicator",
          "no public evidence in attached sources of direct trafficking by DP World",
          "Africa-facing ports/logistics networks require heightened due diligence and right-of-response"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-BUSINESS-DP-WORLD-EPSTEIN-ADJACENCY-001",
        "risk_score": 76,
        "source_anchors": [
          {
            "evidence_use": "Public reporting on Epstein Middle East network efforts and DP World leadership fallout.",
            "label": "Reuters: Epstein tried to build powerful ties across Middle East",
            "url": "https://www.reuters.com/business/finance/epstein-tried-build-web-powerful-ties-across-middle-east-documents-show-2026-02-18/"
          },
          {
            "evidence_use": "Public reporting on bin Sulayem/DP World governance fallout.",
            "label": "Le Monde: Epstein files and Sultan Ahmed bin Sulayem",
            "url": "https://www.lemonde.fr/en/economy/article/2026/02/18/epstein-files-the-fall-of-sultan-ahmed-bin-sulayem-architect-of-the-uae-s-port-empire_6750609_19.html"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Corporate/elite-network risk profile based on public reporting that Sultan Ahmed bin Sulayem, former DP World leader, was heavily implicated in Epstein-file correspondence. The profile does not assert trafficking participation; it treats elite proximity, inappropriate communications, port/infrastructure power and Africa-facing logistics leverage as governance and due-diligence risks.",
        "trust_index": 28,
        "visibility": "public"
      },
      {
        "categories": [
          "media_capture",
          "sahel",
          "sovereignty_delegitimation"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 44,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 71,
          "discourse_harm_normalization": 76,
          "public_influence_reach": 66,
          "review_completeness": 24,
          "source_directness": 44
        },
        "name": "Sahel sovereignty delegitimation media pattern",
        "patterns": [
          "ridicules sovereignty claims",
          "omits base/SOFA accountability",
          "requires article/transcript chronology"
        ],
        "profile_class": "journalist_media",
        "profile_id": "TAP-PATTERN-JOURNALIST-SAHEL-DELEGITIMATION-001",
        "risk_score": 76,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for journalism that delegitimizes African rejection of foreign military tutelage while underreporting civilian-protection failures or agreement clauses.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "private_intelligence",
          "state_capture",
          "security"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 40,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 70,
          "discourse_harm_normalization": 75,
          "public_influence_reach": 65,
          "review_completeness": 20,
          "source_directness": 40
        },
        "name": "Private intelligence consultancy influence pattern",
        "patterns": [
          "opaque intelligence services",
          "policy or security capture",
          "requires contracts, leaks, court or official records"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-PRIVATE-INTELLIGENCE-CONSULTANCY-001",
        "risk_score": 75,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where private intelligence, risk or security consultancies shape African state decisions, opposition targeting, contracts or narratives without public accountability.",
        "trust_index": 28,
        "visibility": "public"
      },
      {
        "categories": [
          "NED_adjacent",
          "civil_society_capture",
          "soft_power",
          "media_training",
          "political_conditioning"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "United States / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "adjacency is not guilt",
          "requires recipient-specific review",
          "right-of-response needed before naming local actors"
        ],
        "metrics": {
          "capability_harm_relevance": 69,
          "discourse_harm_normalization": 74,
          "public_influence_reach": 64,
          "review_completeness": 42,
          "source_directness": 62
        },
        "name": "NED-adjacent influence and civil-society capture pattern",
        "patterns": [
          "public grants and training may create dependency or agenda alignment",
          "not all recipients are capture actors",
          "requires grant records, program documents, recipient response and local impact review",
          "useful civic work and influence risk can coexist"
        ],
        "profile_class": "foundation_philanthropy",
        "profile_id": "TAP-NETWORK-NED-ADJACENT-INFLUENCE-001",
        "risk_score": 74,
        "source_anchors": [
          {
            "evidence_use": "Public grant source for recipient/network mapping.",
            "label": "NED Africa region and grant listings",
            "url": "https://www.ned.org/region/africa-3/"
          },
          {
            "evidence_use": "Public grant listing; requires case-by-case interpretation.",
            "label": "NED FY2024 Africa grant listing PDF",
            "url": "https://www.ned.org/wp-content/uploads/2025/04/Africa-Grant-Listing-FY24.pdf"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for public funding, training or grant networks that can strengthen civic capacity but can also redirect political agendas, media priorities or sovereignty debates toward U.S.-aligned policy frames. The assessment separates open grants from covert control, and treats each local recipient case separately.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "categories": [
          "media_capture",
          "psychological_pressure",
          "narrative_inversion"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 48,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 69,
          "discourse_harm_normalization": 74,
          "public_influence_reach": 64,
          "review_completeness": 28,
          "source_directness": 48
        },
        "name": "Media grievance-inversion narrative",
        "patterns": [
          "selective omission of external constraints",
          "ridicule of sovereignty claims",
          "amplification of elite-friendly explanations",
          "requires article/transcript/video excerpt evidence"
        ],
        "profile_class": "journalist_media",
        "profile_id": "TAP-PATTERN-MEDIA-GRIEVANCE-INVERSION-001",
        "risk_score": 74,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for media narratives that convert external pressure, extraction, sanctions or military interference into a story that Africans alone caused their deprivation or instability.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "public_health",
          "philanthropy",
          "agenda_capture"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 44,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 69,
          "discourse_harm_normalization": 74,
          "public_influence_reach": 64,
          "review_completeness": 24,
          "source_directness": 44
        },
        "name": "Philanthropic public-health capture pattern",
        "patterns": [
          "agenda setting without local control",
          "sample/data custody concern",
          "requires grant/MOU/ethics/source pack"
        ],
        "profile_class": "foundation_philanthropy",
        "profile_id": "TAP-PATTERN-PHILANTHROPIC-HEALTH-CAPTURE-001",
        "risk_score": 74,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for donors/foundations shaping African health priorities, data custody, labs, trials or procurement without local democratic/scientific control.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "categories": [
          "data_sovereignty",
          "ai_extraction",
          "cloud_dependency"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 45,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 67,
          "discourse_harm_normalization": 72,
          "public_influence_reach": 62,
          "review_completeness": 25,
          "source_directness": 45
        },
        "name": "Tech/data extraction without African control",
        "patterns": [
          "data extraction without local governance",
          "cloud lock-in",
          "AI model value without fair capability return",
          "requires contract/DPA/architecture evidence"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-TECH-DATA-EXTRACTION-001",
        "risk_score": 72,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for platforms, vendors or tech owners that extract African data, behavioral intelligence, infrastructure lock-in or AI value without local ownership, auditability, data residency or capability transfer.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "categories": [
          "consultancy_capture",
          "state_reform",
          "policy_dependency"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 40,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 67,
          "discourse_harm_normalization": 72,
          "public_influence_reach": 62,
          "review_completeness": 20,
          "source_directness": 40
        },
        "name": "Consultancy-led state reform capture pattern",
        "patterns": [
          "reform templates imported",
          "procurement opacity",
          "requires contracts, deliverables and cost evidence"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-CONSULTANCY-STATE-CAPTURE-001",
        "risk_score": 72,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for foreign consultancies shaping reforms, procurement, digital government or economic policy without public audit, transfer or local maintenance capability.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "colonial_nostalgia",
          "media_capture",
          "prestige_discourse"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 67,
          "discourse_harm_normalization": 72,
          "public_influence_reach": 62,
          "review_completeness": 18,
          "source_directness": 38
        },
        "name": "Elite journal colonial nostalgia pattern",
        "patterns": [
          "romanticizes colonial order",
          "omits extraction and violence",
          "requires article corpus and historian review"
        ],
        "profile_class": "journalist_media",
        "profile_id": "TAP-PATTERN-ELITE-JOURNAL-COLONIAL-NOSTALGIA-001",
        "risk_score": 72,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for prestigious outlets that romanticize colonial administration, minimize extraction, or frame anti-colonial sovereignty as irrational instability.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "Epstein_adjacent",
          "elite_access",
          "Senegal",
          "political_family",
          "review_required"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Senegal / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 58,
        "flags": [
          "Epstein adjacency is not proof of criminal wrongdoing",
          "right-of-response missing",
          "review before adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 65,
          "discourse_harm_normalization": 70,
          "public_influence_reach": 60,
          "review_completeness": 38,
          "source_directness": 58
        },
        "name": "Karim Wade / Epstein Africa access-adjacency profile",
        "patterns": [
          "elite access facilitation alleged/reported",
          "requires DOJ-document review and right-of-response",
          "separate political network facilitation from abuse allegations"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-PERSON-KARIM-WADE-EPSTEIN-001",
        "risk_score": 70,
        "source_anchors": [
          {
            "evidence_use": "Public reporting on Karim Wade/Epstein Africa access.",
            "label": "Le Monde: Epstein's African connections",
            "url": "https://www.lemonde.fr/en/le-monde-africa/article/2026/02/16/epstein-s-african-connections-included-presidents-heirs-and-recruiters_6750524_124.html"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Public-personality risk profile based on reporting that Karim Wade facilitated Epstein's travels and meetings with African heads of state. This is an access-adjacency and influence-risk profile, not a finding of trafficking or criminal conduct.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "audit_washing",
          "mining",
          "ESG"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 65,
          "discourse_harm_normalization": 70,
          "public_influence_reach": 60,
          "review_completeness": 22,
          "source_directness": 42
        },
        "name": "Supply-chain audit washing pattern",
        "patterns": [
          "audit substitutes for remedy",
          "community harm ignored",
          "requires audit method and counter-evidence"
        ],
        "profile_class": "corporate_tech_owner",
        "profile_id": "TAP-PATTERN-SUPPLY-CHAIN-AUDITOR-WASHING-001",
        "risk_score": 70,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where audit labels or ESG reports sanitize harmful supply chains without worker/community remedy, traceability, local value or independent verification.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "categories": [
          "academic_capture",
          "grievance_inversion",
          "colonial_apologetics"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 40,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 65,
          "discourse_harm_normalization": 70,
          "public_influence_reach": 60,
          "review_completeness": 20,
          "source_directness": 40
        },
        "name": "Academic deflection of external responsibility",
        "patterns": [
          "selective causality",
          "omits treaty/resource/monetary constraints",
          "requires DOI/quote/context"
        ],
        "profile_class": "academic_author",
        "profile_id": "TAP-PATTERN-ACADEMIC-DEFLECTION-001",
        "risk_score": 70,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for academic work that converts colonial, military, monetary or corporate pressure into internal blame without proportionate treatment of external constraints.",
        "trust_index": 30,
        "visibility": "public"
      },
      {
        "categories": [
          "ai_ethics",
          "data_sovereignty",
          "epistemic_capture"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 63,
          "discourse_harm_normalization": 68,
          "public_influence_reach": 58,
          "review_completeness": 18,
          "source_directness": 38
        },
        "name": "AI ethics without African ownership pattern",
        "patterns": [
          "ethics without infrastructure transfer",
          "extractive consultation",
          "requires DOI/funding/project evidence"
        ],
        "profile_class": "academic_author",
        "profile_id": "TAP-PATTERN-AI-ETHICS-WITHOUT-OWNERSHIP-001",
        "risk_score": 68,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where AI ethics discourse discusses African harms while leaving compute, datasets, models and governance under external ownership.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "categories": [
          "climate_finance",
          "debt",
          "green_capture"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 63,
          "discourse_harm_normalization": 68,
          "public_influence_reach": 58,
          "review_completeness": 18,
          "source_directness": 38
        },
        "name": "Climate finance debt-normalization pattern",
        "patterns": [
          "adaptation converted into debt",
          "carbon rights externalized",
          "requires finance terms and beneficiary analysis"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-CLIMATE-FINANCE-DEBT-TRAP-001",
        "risk_score": 68,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where climate finance packages increase debt, external control or carbon-market extraction without real adaptation capacity or reparations.",
        "trust_index": 34,
        "visibility": "public"
      },
      {
        "categories": [
          "influencer",
          "soft_power",
          "colonized_discourse"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 35,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 63,
          "discourse_harm_normalization": 68,
          "public_influence_reach": 58,
          "review_completeness": 15,
          "source_directness": 35
        },
        "name": "Influencer anti-sovereignty normalization",
        "patterns": [
          "virality over evidence",
          "dependency framed as maturity",
          "sovereign repair framed as extremism",
          "named assessment requires source pack and reviewer approval"
        ],
        "profile_class": "influencer_commentator",
        "profile_id": "TAP-PATTERN-INFLUENCER-ANTI-SOVEREIGNTY-001",
        "risk_score": 68,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Starter pattern for public personalities who normalize dependency, mock sovereign capability-building, or market foreign tutelage as realism without measurable evidence of transfer or protection.",
        "trust_index": 32,
        "visibility": "public"
      },
      {
        "categories": [
          "legal_commentary",
          "lawfare",
          "sovereignty_delegitimation"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 36,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 61,
          "discourse_harm_normalization": 66,
          "public_influence_reach": 56,
          "review_completeness": 16,
          "source_directness": 36
        },
        "name": "Imperial legal commentary laundering pattern",
        "patterns": [
          "external law treated as neutral",
          "African remedy framed as disorder",
          "requires article/brief/transcript evidence"
        ],
        "profile_class": "academic_author",
        "profile_id": "TAP-PATTERN-IMPERIAL-LEGAL-COMMENTARY-001",
        "risk_score": 66,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where legal commentary frames African sovereignty measures as illegitimate while normalizing external coercive law, sanctions or immunity structures.",
        "trust_index": 36,
        "visibility": "public"
      },
      {
        "categories": [
          "digital_sovereignty",
          "platform_power",
          "information_control"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 35,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 60,
          "discourse_harm_normalization": 65,
          "public_influence_reach": 55,
          "review_completeness": 15,
          "source_directness": 35
        },
        "name": "Platform moderation / censorship sovereignty risk",
        "patterns": [
          "foreign policy-aligned moderation risk",
          "activist exposure risk",
          "requires policy/actions/case log"
        ],
        "profile_class": "platform_or_channel",
        "profile_id": "TAP-PATTERN-PLATFORM-CENSORSHIP-SOVEREIGNTY-001",
        "risk_score": 65,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for platforms whose content governance, demonetization or moderation can suppress African sovereignty discourse or expose activists without local accountability.",
        "trust_index": 36,
        "visibility": "public"
      },
      {
        "categories": [
          "Epstein_adjacent",
          "Qatar",
          "political_advice",
          "elite_networks",
          "review_required"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Qatar / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 56,
        "flags": [
          "adjacency is not guilt",
          "right-of-response missing"
        ],
        "metrics": {
          "capability_harm_relevance": 59,
          "discourse_harm_normalization": 64,
          "public_influence_reach": 54,
          "review_completeness": 36,
          "source_directness": 56
        },
        "name": "Sheikh Jabor Yousuf Jassim Al Thani / Epstein Qatar-advisory adjacency profile",
        "patterns": [
          "Epstein attempted political advice during blockade",
          "Qatar-related diplomacy and elite access",
          "requires document-level review and right-of-response"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-PERSON-SHEIKH-JABOR-AL-THANI-EPSTEIN-001",
        "risk_score": 64,
        "source_anchors": [
          {
            "evidence_use": "Reuters reporting on Qatar-related Epstein communications.",
            "label": "Reuters: Epstein ties across Middle East",
            "url": "https://www.reuters.com/business/finance/epstein-tried-build-web-powerful-ties-across-middle-east-documents-show-2026-02-18/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Public-personality profile based on Reuters reporting that Epstein exchanged advice with a Qatari businessman and ruling-family member during the Gulf blockade. This is an influence-adjacency profile and not a criminal finding.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "development_economics",
          "industrial_policy",
          "dependency"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 36,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 58,
          "discourse_harm_normalization": 63,
          "public_influence_reach": 53,
          "review_completeness": 16,
          "source_directness": 36
        },
        "name": "Development economist anti-industrialization pattern",
        "patterns": [
          "anti-industrial policy bias",
          "local value retention minimized",
          "requires DOI/report and policy outcome evidence"
        ],
        "profile_class": "academic_author",
        "profile_id": "TAP-PATTERN-DEVELOPMENT-ECONOMIST-ANTI-INDUSTRIALIZATION-001",
        "risk_score": 63,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where policy advice discourages local industry, public ownership, technology transfer or value retention while promoting extractive openness.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "academic_dependency",
          "ranking_dependency",
          "epistemic_capture"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 42,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 57,
          "discourse_harm_normalization": 62,
          "public_influence_reach": 52,
          "review_completeness": 22,
          "source_directness": 42
        },
        "name": "Prestige academia without sovereign capability transfer",
        "patterns": [
          "publication prestige without institutional capability transfer",
          "external ranking dependency",
          "grant agendas that displace local priorities",
          "requires DOI/grant/institutional source linkage"
        ],
        "profile_class": "academic_author",
        "profile_id": "TAP-PATTERN-PRESTIGE-ACADEMIA-CAPTURE-001",
        "risk_score": 62,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for academic prestige systems that extract data, legitimacy or talent while producing little measurable local capability, infrastructure, curriculum sovereignty or maintenance ownership.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "ngo_capture",
          "selective_pressure",
          "lawfare"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 38,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 57,
          "discourse_harm_normalization": 62,
          "public_influence_reach": 52,
          "review_completeness": 18,
          "source_directness": 38
        },
        "name": "Selective human-rights NGO pressure pattern",
        "patterns": [
          "selective evidence emphasis",
          "funding and agenda transparency needed",
          "requires report comparison and funding record"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-NGO-HUMAN-RIGHTS-SELECTIVITY-001",
        "risk_score": 62,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where rights language is applied selectively to discipline anti-imperial states while minimizing harms by sponsor-aligned actors.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "influencer",
          "elite_capture",
          "consumerist_dependency"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 32,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 56,
          "discourse_harm_normalization": 61,
          "public_influence_reach": 51,
          "review_completeness": 12,
          "source_directness": 32
        },
        "name": "Elite aspirational capture influencer pattern",
        "patterns": [
          "mocks local institution-building",
          "celebrates external validation",
          "requires public posts/video metadata"
        ],
        "profile_class": "influencer_commentator",
        "profile_id": "TAP-PATTERN-INFLUENCER-ELITE-ASPIRATIONAL-CAPTURE-001",
        "risk_score": 61,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where influencers normalize dependency, luxury politics, foreign validation and anti-institutional cynicism while discouraging concrete sovereign capability-building.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "ranking_dependency",
          "university_capture",
          "prestige_without_capability"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 36,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 55,
          "discourse_harm_normalization": 60,
          "public_influence_reach": 50,
          "review_completeness": 16,
          "source_directness": 36
        },
        "name": "University ranking agency capture pattern",
        "patterns": [
          "prestige indicators displace utility",
          "external metric dependency",
          "requires ranking methodology review"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-PATTERN-RANKING-AGENCY-CAPTURE-001",
        "risk_score": 60,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where ranking systems push African universities toward prestige metrics instead of useful science, patents, local capability and public service.",
        "trust_index": 38,
        "visibility": "public"
      },
      {
        "categories": [
          "Atlas_Network_adjacent",
          "free_market_policy",
          "regulatory_reform",
          "think_tank_network",
          "contested_constructive"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "United States / transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 60,
        "flags": [
          "contested influence profile",
          "not automatically hostile",
          "score depends on policy outputs and capability effects"
        ],
        "metrics": {
          "capability_harm_relevance": 53,
          "discourse_harm_normalization": 58,
          "public_influence_reach": 48,
          "review_completeness": 40,
          "source_directness": 60
        },
        "name": "Atlas Network / free-market policy influence pattern",
        "patterns": [
          "enterprise and anti-bureaucracy contributions may be constructive",
          "risk appears when public capability, labour protection, health, land or resources are subordinated to market ideology",
          "named actors require source-linked role and output review"
        ],
        "profile_class": "think_tank_policy",
        "profile_id": "TAP-NETWORK-ATLAS-FREE-MARKET-001",
        "risk_score": 58,
        "source_anchors": [
          {
            "evidence_use": "Public Atlas page describing the center and Magatte Wade's director role.",
            "label": "Atlas Network Center for African Prosperity",
            "url": "https://www.atlasnetwork.org/partners/center-for-african-prosperity"
          },
          {
            "evidence_use": "Public event/activity record.",
            "label": "Atlas Network event article with Magatte Wade",
            "url": "https://www.atlasnetwork.org/articles/remaking-african-institutions-to-foster-entrepreneurship-at-africalf21"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern profile for Atlas Network-linked free-market policy advocacy. It can support entrepreneurship, anti-bureaucracy and enterprise freedom, while also requiring review for donor influence, privatization pressure, weakening of public goods, or narratives that understate colonial/resource constraints.",
        "trust_index": 48,
        "visibility": "public"
      },
      {
        "categories": [
          "media_capture",
          "selective_focus",
          "resource_discourse"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 35,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 53,
          "discourse_harm_normalization": 58,
          "public_influence_reach": 48,
          "review_completeness": 15,
          "source_directness": 35
        },
        "name": "China-only distraction narrative",
        "patterns": [
          "selective external blame",
          "erases France/US/UK/Gulf corporate histories",
          "requires article corpus"
        ],
        "profile_class": "journalist_media",
        "profile_id": "TAP-PATTERN-MEDIA-CHINA-ONLY-DISRUPTION-001",
        "risk_score": 58,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern that discusses China as the only external risk while erasing older Western, Gulf, commodity-trading or corporate-state capture patterns.",
        "trust_index": 40,
        "visibility": "public"
      },
      {
        "categories": [
          "media_platform",
          "militarization",
          "soft_power"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 30,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 53,
          "discourse_harm_normalization": 58,
          "public_influence_reach": 48,
          "review_completeness": 10,
          "source_directness": 30
        },
        "name": "Security podcast militarization narrative",
        "patterns": [
          "military solution bias",
          "civilian harm omitted",
          "requires episode transcript and sponsorship review"
        ],
        "profile_class": "platform_or_channel",
        "profile_id": "TAP-PATTERN-SECURITY-PODCAST-MILITARIZATION-001",
        "risk_score": 58,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for podcasts/channels that normalize permanent foreign security presence while omitting accountability, civilian harm or exit conditions.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "categories": [
          "religious_soft_power",
          "political_influence",
          "education"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 34,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 52,
          "discourse_harm_normalization": 57,
          "public_influence_reach": 47,
          "review_completeness": 14,
          "source_directness": 34
        },
        "name": "Foreign religious sponsorship and political influence pattern",
        "patterns": [
          "foreign funding opaque",
          "education/politics influenced",
          "requires funding/institutional records"
        ],
        "profile_class": "foundation_philanthropy",
        "profile_id": "TAP-PATTERN-RELIGIOUS-FOREIGN-SPONSORSHIP-001",
        "risk_score": 57,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where foreign religious funding shapes schools, parties, public morality, land or security discourse in ways that weaken civic sovereignty or social repair.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "categories": [
          "publishing",
          "knowledge_sovereignty",
          "access"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 34,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 50,
          "discourse_harm_normalization": 55,
          "public_influence_reach": 45,
          "review_completeness": 14,
          "source_directness": 34
        },
        "name": "Academic publisher gatekeeping risk",
        "patterns": [
          "paywall/access barrier",
          "metric dependency",
          "requires publisher policy/cost/output evidence"
        ],
        "profile_class": "platform_or_channel",
        "profile_id": "TAP-PATTERN-PUBLISHER-GATEKEEPING-001",
        "risk_score": 55,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern for paywalled or externally governed publishing systems that extract African research value and constrain access, metrics and citation power.",
        "trust_index": 42,
        "visibility": "public"
      },
      {
        "categories": [
          "fact_checking",
          "information_pressure",
          "asymmetry"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 32,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 50,
          "discourse_harm_normalization": 55,
          "public_influence_reach": 45,
          "review_completeness": 12,
          "source_directness": 32
        },
        "name": "Asymmetric fact-checking pressure pattern",
        "patterns": [
          "selective target choice",
          "official sources over-trusted",
          "requires correction corpus and funding transparency"
        ],
        "profile_class": "journalist_media",
        "profile_id": "TAP-PATTERN-FACTCHECKER-ASYMMETRIC-SCRUTINY-001",
        "risk_score": 55,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where fact-checking targets anti-imperial claims aggressively but under-scrutinizes official Western/Gulf/corporate narratives or treaty omissions.",
        "trust_index": 44,
        "visibility": "public"
      },
      {
        "categories": [
          "culture",
          "soft_power",
          "identity_capture"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "transnational",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "starter_profile",
        "evidence_strength": 28,
        "flags": [
          "starter profile",
          "requires source-linked public record before hard adverse wording"
        ],
        "metrics": {
          "capability_harm_relevance": 45,
          "discourse_harm_normalization": 50,
          "public_influence_reach": 40,
          "review_completeness": 8,
          "source_directness": 28
        },
        "name": "Culture-industry soft-power capture pattern",
        "patterns": [
          "visibility replaces capability",
          "foreign validation substituted for institution-building",
          "requires funding/platform/source evidence"
        ],
        "profile_class": "influencer_commentator",
        "profile_id": "TAP-PATTERN-CULTURE-INDUSTRY-SOFT-POWER-001",
        "risk_score": 50,
        "source_anchors": [],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Pattern where entertainment, awards, media visibility or cultural patronage detach African identity from sovereignty, language, memory and institutional repair.",
        "trust_index": 46,
        "visibility": "public"
      },
      {
        "categories": [
          "entrepreneurship",
          "African_prosperity",
          "Atlas_Network_adjacent",
          "anti_aid",
          "contested_positive"
        ],
        "correction_pathway": "Affected public actors, institutions or publishers may submit corrections, missing context, counter-evidence, or response material. CSSP does not expose who contributes to a review.",
        "country": "Senegal / United States",
        "disclaimer": "Evidence-gated non-state threat profile. It assesses public outputs, roles and influence patterns, not private identity or ordinary audience members.",
        "entity_type": "non_state_threat_profile",
        "evidence_state": "source_linked",
        "evidence_strength": 62,
        "flags": [
          "constructive/contested profile",
          "not a hostile profile",
          "include positive output and network-adjacency context"
        ],
        "metrics": {
          "capability_harm_relevance": 27,
          "discourse_harm_normalization": 32,
          "public_influence_reach": 22,
          "review_completeness": 42,
          "source_directness": 62
        },
        "name": "Magatte Wade — entrepreneurship / Atlas-adjacent contested-positive profile",
        "patterns": [
          "positive: entrepreneurship, dignity, anti-pity framing, African enterprise",
          "risk: free-market policy network adjacency and possible underweighting of colonial/resource constraints",
          "assessment should compare public outputs with measurable African capability transfer"
        ],
        "profile_class": "public_personality",
        "profile_id": "TAP-PERSON-MAGATTE-WADE-001",
        "risk_score": 32,
        "source_anchors": [
          {
            "evidence_use": "Self-description, book and public thesis.",
            "label": "Magatte Wade official site",
            "url": "https://www.magattewade.com/"
          },
          {
            "evidence_use": "Public role and institutional context.",
            "label": "Atlas Network Center for African Prosperity",
            "url": "https://www.atlasnetwork.org/partners/center-for-african-prosperity"
          },
          {
            "evidence_use": "Public policy framing and interview source.",
            "label": "Reason interview/profile",
            "url": "https://reason.com/2024/03/10/magatte-wade-on-african-entrepreneurship/"
          }
        ],
        "source_needs": [
          "DOI, ISBN, archive URL or stable publication URL",
          "public statement, verified transcript or video excerpt metadata",
          "institutional affiliation and funding/source-of-support record where relevant",
          "direct quotation or accurate paraphrase with context",
          "affected capability metric: safety, security, health, knowledge, land, resource, data or dignity",
          "counter-evidence, correction or response record where relevant",
          "reviewer note distinguishing opinion, pattern, allegation and confirmed public record"
        ],
        "status": "published",
        "summary": "Public entrepreneur and African prosperity advocate profile. The profile is included to contrast capability-building and contested policy influence: Wade’s anti-pity, entrepreneurship and anti-bureaucracy message can support African agency, while Atlas/free-market adjacency requires review where policy prescriptions affect public goods, labour, land, resources or state capacity.",
        "trust_index": 64,
        "visibility": "public"
      }
    ],
    "policy": {
      "classes": [
        "journalist_media",
        "academic_author",
        "influencer_commentator",
        "think_tank_policy",
        "corporate_tech_owner",
        "foundation_philanthropy",
        "public_personality",
        "platform_or_channel",
        "pattern_only"
      ],
      "evidence_rule": "Adverse public profiles require source-linked evidence: DOI/ISBN/URL, transcript, publication record, funding source, institutional role, video excerpt metadata, reviewer note and correction record where applicable.",
      "publication_rule": "Public output must separate pattern, cited public statement/work, funding or affiliation, measurable impact, uncertainty and correction pathway. No profile may imply participation in CSSP or source identity.",
      "purpose": "Separate media, academic, author, influencer, think-tank, corporate and philanthropic threat vectors from foreign-state profiles.",
      "schema": "cssp-threat-actor-profile-policy-v1",
      "scope": "This module assesses public conduct, public outputs, institutional roles, financing, discourse patterns and documented influence vectors. It does not infer private motive, secret membership, ethnicity, nationality, or protected identity.",
      "title": "Non-state threat actor profiles"
    },
    "schema": "cssp-threat-actor-profiles-v1"
  },
  "threat_assessment_watch": {
    "items": [
      {
        "capture_risk_score": 53,
        "category": "foreign_philanthropy_health_agriculture_dependency_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / active in Africa",
        "entity_id": "ACT-FOREIGN-GATES-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-GATES-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Impact matériel possible, mais très fort risque de dépendance et agenda-setting externe. Le score doit distinguer service rendu et souveraineté transférée: qui décide, qui possède, qui maintient, qui contrôle les données?",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Bill Gates / Gates Foundation Africa footprint"
        },
        "evidence_strength": 62,
        "name": "Bill Gates / Gates Foundation Africa footprint",
        "positive_components": {
          "A1": 52,
          "A2": 28,
          "A3": 46,
          "A4": 32,
          "A5": 48,
          "A6": 12,
          "A7": 30,
          "A8": 44,
          "A9": 60
        },
        "positive_score": 33,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance"
        ],
        "risk_components": {
          "R1": 86,
          "R2": 70,
          "R3": 48,
          "R4": 62,
          "R5": 54,
          "R6": 82,
          "R7": 74,
          "R8": 82,
          "R9": 34
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 10,
        "score_explanation": "Impact matériel possible, mais très fort risque de dépendance et agenda-setting externe. Le score doit distinguer service rendu et souveraineté transférée: qui décide, qui possède, qui maintient, qui contrôle les données?",
        "search_keywords": [
          "Bill Gates",
          "Gates Foundation",
          "Africa",
          "health",
          "agriculture",
          "philanthropy laundering",
          "dependency"
        ],
        "source": "seed",
        "status": "foreign_actor_high_dependency_review_required",
        "summary": "Acteur non africain très actif en santé, agriculture, vaccins et politiques publiques africaines; à évaluer par transfert de capacités ou dépendance technocratique, influence de priorités et contrôle des données/systèmes.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 47,
        "category": "present_leadership_dependency_and_security_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Kenya",
        "entity_id": "ACT-LEADER-WILLIAM-RUTO-APPARATUS",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-LEADER-WILLIAM-RUTO-APPARATUS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil sensible: les scores doivent être documentés par budgets, accords militaires, clauses d'immunité, santé publique, dette et données. Critique des patterns, non jugement personnel privé.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "William Ruto / Kenya governance apparatus"
        },
        "evidence_strength": 58,
        "name": "William Ruto / Kenya governance apparatus",
        "positive_components": {
          "A1": 44,
          "A2": 32,
          "A3": 42,
          "A4": 34,
          "A5": 38,
          "A6": 24,
          "A7": 30,
          "A8": 42,
          "A9": 50
        },
        "positive_score": 32,
        "red_flags": [
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 76,
          "R2": 58,
          "R3": 60,
          "R4": 62,
          "R5": 56,
          "R6": 68,
          "R7": 54,
          "R8": 48,
          "R9": 42
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 10,
        "score_explanation": "Profil sensible: les scores doivent être documentés par budgets, accords militaires, clauses d'immunité, santé publique, dette et données. Critique des patterns, non jugement personnel privé.",
        "search_keywords": [
          "William Ruto",
          "Kenya",
          "debt",
          "French troops",
          "foreign immunity",
          "health",
          "data"
        ],
        "source": "seed",
        "status": "present_governance_right_of_reply_required",
        "summary": "Profil de gouvernance à évaluer sur dette, sécurité, troupes étrangères, santé publique, data/digitalisation, impôts et protection effective du peuple.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 51,
        "category": "foreign_tech_platform_dependency_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / United States / Africa footprint",
        "entity_id": "ACT-FOREIGN-MUSK-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-MUSK-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "La connectivité peut être utile, mais la souveraineté exige contrôle africain des données, infrastructures, standards, modération, taxation, maintenance et sortie. Forte amplification/personnalisation = risque à suivre.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Elon Musk / platform, satellite and tech influence in Africa"
        },
        "evidence_strength": 54,
        "name": "Elon Musk / platform, satellite and tech influence in Africa",
        "positive_components": {
          "A1": 48,
          "A2": 22,
          "A3": 44,
          "A4": 26,
          "A5": 42,
          "A6": 8,
          "A7": 24,
          "A8": 36,
          "A9": 52
        },
        "positive_score": 29,
        "red_flags": [
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 82,
          "R2": 72,
          "R3": 60,
          "R4": 64,
          "R5": 46,
          "R6": 60,
          "R7": 86,
          "R8": 66,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 6,
        "score_explanation": "La connectivité peut être utile, mais la souveraineté exige contrôle africain des données, infrastructures, standards, modération, taxation, maintenance et sortie. Forte amplification/personnalisation = risque à suivre.",
        "search_keywords": [
          "Elon Musk",
          "Starlink",
          "X",
          "Africa",
          "platform",
          "satellite",
          "data sovereignty",
          "dependency"
        ],
        "source": "seed",
        "status": "foreign_tech_dependency_and_information_risk_review",
        "summary": "Acteur tech global à évaluer par connectivité, plateformes, données, dépendance infrastructurelle, discours public, influence informationnelle et contrôle non africain des couches critiques.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 70,
        "category": "dependency_watchlist_affiliation_local_footprint_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Sénégal / diaspora / plateformes externes",
        "entity_id": "ACT-BUSINESS-MAGATTE-WADE",
        "entity_type": "business",
        "evidence_profile": {
          "actor_id": "ACT-BUSINESS-MAGATTE-WADE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Very low contribution score until verifiable local footprint, capability transfer and funding/amplification structure are documented. Red flags are not guilt; they are evidence requirements.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Magatte Wade / prosperity-media business profile"
        },
        "evidence_strength": 48,
        "name": "Magatte Wade / prosperity-media business profile",
        "positive_components": {
          "A1": 25,
          "A10": 10,
          "A2": 22,
          "A3": 18,
          "A4": 20,
          "A5": 18,
          "A6": 20,
          "A7": 15,
          "A8": 20,
          "A9": 48
        },
        "positive_score": 20,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions"
        ],
        "risk_components": {
          "R1": 78,
          "R10": 44,
          "R11": 66,
          "R2": 84,
          "R3": 76,
          "R4": 62,
          "R5": 54,
          "R6": 88,
          "R7": 92,
          "R8": 84,
          "R9": 50
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Very low contribution score until verifiable local footprint, capability transfer and funding/amplification structure are documented. Red flags are not guilt; they are evidence requirements.",
        "search_keywords": [
          "Magatte Wade",
          "Heritage",
          "NED",
          "prosperity",
          "business footprint",
          "Senegal",
          "amplification",
          "think tank"
        ],
        "source": "seed",
        "status": "evidence_gated_watchlist_affiliation_and_local_footprint_required",
        "summary": "Evidence-gated profile: high external amplification and prosperity-media positioning must be tested against verifiable local business footprint, jobs, productive assets, ownership transfer and funding/think-tank adjacency.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 54,
        "category": "extractive_capital_philanthropy_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "South Africa / global extractive networks",
        "entity_id": "ACT-FOREIGN-OPPENHEIMER-NETWORKS",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-OPPENHEIMER-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "philanthropie/visibilité peut masquer dépendance",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Profil de risque élevé si les preuves confirment extraction, rente et influence sans transfert de propriété/capacités. Toute philanthropie doit être évaluée contre extraction, réparation et contrôle local.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Oppenheimer-linked extractive and philanthropy networks"
        },
        "evidence_strength": 55,
        "name": "Oppenheimer-linked extractive and philanthropy networks",
        "positive_components": {
          "A1": 30,
          "A2": 18,
          "A3": 28,
          "A4": 22,
          "A5": 26,
          "A6": 12,
          "A7": 20,
          "A8": 24,
          "A9": 40
        },
        "positive_score": 21,
        "red_flags": [
          "philanthropie/visibilité peut masquer dépendance",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 78,
          "R2": 66,
          "R3": 55,
          "R4": 88,
          "R5": 70,
          "R6": 65,
          "R7": 50,
          "R8": 78,
          "R9": 32
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Profil de risque élevé si les preuves confirment extraction, rente et influence sans transfert de propriété/capacités. Toute philanthropie doit être évaluée contre extraction, réparation et contrôle local.",
        "search_keywords": [
          "Oppenheimer",
          "mining",
          "extractive",
          "philanthropy",
          "South Africa",
          "diamond",
          "dependency risk"
        ],
        "source": "seed",
        "status": "extractive_network_evidence_needed",
        "summary": "Réseaux de capital extractif et philanthropie à évaluer par extraction historique, propriété, influence politique, restitution, transparence, réparation et contribution réelle à capacités africaines.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 61,
        "category": "foreign_policy_thinktank_dependency_pattern",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / global Africa influence",
        "entity_id": "ACT-THINKTANK-HERITAGE-NED-ADJACENCY",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THINKTANK-HERITAGE-NED-ADJACENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "effet négatif sur capacités populaires"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Très haut risque comme pattern si les preuves montrent agenda externalisé, dépendance, fragmentation ou capture narrative. L'adjacence seule déclenche enquête; elle ne suffit pas comme verdict final.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Heritage / NED-adjacent influence pattern"
        },
        "evidence_strength": 52,
        "name": "Heritage / NED-adjacent influence pattern",
        "positive_components": {
          "A1": 12,
          "A2": 8,
          "A3": 20,
          "A4": 8,
          "A5": 12,
          "A6": 4,
          "A7": 18,
          "A8": 12,
          "A9": 60
        },
        "positive_score": 13,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "effet négatif sur capacités populaires"
        ],
        "risk_components": {
          "R1": 90,
          "R2": 72,
          "R3": 56,
          "R4": 70,
          "R5": 72,
          "R6": 95,
          "R7": 82,
          "R8": 76,
          "R9": 80
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Très haut risque comme pattern si les preuves montrent agenda externalisé, dépendance, fragmentation ou capture narrative. L'adjacence seule déclenche enquête; elle ne suffit pas comme verdict final.",
        "search_keywords": [
          "Heritage",
          "NED",
          "think tank",
          "foundation",
          "dependency",
          "foreign influence",
          "amplification",
          "fracture"
        ],
        "source": "seed",
        "status": "pattern_module_evidence_required_not_personal_verdict",
        "summary": "Module-type pour scorer les acteurs, auteurs, fondations ou médias reliés à réseaux d'influence externes. Il ne condamne pas par association; il exige preuves de financement, co-publication, agenda, amplification et effets sur dépendance/fracture.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 51,
        "category": "fracture_threat_watchlist",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-ZA-OPERATION-DUDULA-PATTERN",
        "entity_type": "civil_society",
        "evidence_profile": {
          "actor_id": "ACT-ZA-OPERATION-DUDULA-PATTERN",
          "bisalu": {
            "proofs": [
              {
                "status": "source required",
                "title": "community protection or harm evidence",
                "type": "impact"
              }
            ],
            "summary": "Score requires evidence of constructive capacity-building; mere disruption or scapegoating scores low."
          },
          "critical_flags_uncertainties": [
            "Right of reply remains available; profile evaluates pattern effects, not private identity."
          ],
          "nsiku": {
            "claims": [
              "Vigilante or exclusionary action triggers high anti-Nsiku risk."
            ],
            "summary": "Test whether action respects rule, due process and equal protection or replaces law with intimidation."
          },
          "nzola": {
            "claims": [
              "Anti-migrant mobilization can redirect legitimate economic anger toward vulnerable groups."
            ],
            "summary": "Measures harm to migrants, vulnerable people, families and pan-African social cohesion."
          },
          "profile_type": "threat_pattern",
          "references": [],
          "score_note": "Fracture risk is severe because it weakens Nzola, Kintuadi and pan-African protection.",
          "source_needs": [
            "public statements",
            "incident reports",
            "court or police records",
            "community testimony",
            "media reports"
          ],
          "title": "Operation Dudula / anti-migrant fracture pattern"
        },
        "evidence_strength": 55,
        "name": "Operation Dudula / anti-migrant fracture pattern",
        "positive_components": {
          "A1": 5,
          "A10": 0,
          "A2": 4,
          "A3": 8,
          "A4": 4,
          "A5": 4,
          "A6": 2,
          "A7": 6,
          "A8": 2,
          "A9": 40
        },
        "positive_score": 6,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires"
        ],
        "risk_components": {
          "R1": 20,
          "R10": 95,
          "R11": 30,
          "R2": 30,
          "R3": 60,
          "R4": 46,
          "R5": 92,
          "R6": 20,
          "R7": 48,
          "R8": 30,
          "R9": 98
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Très haut risque de fracture: le score porte sur le pattern et ses effets mesurables sur protection, cohésion et souveraineté panafricaine, non sur une appartenance personnelle.",
        "search_keywords": [
          "Operation Dudula",
          "Afrique du Sud",
          "migrants",
          "fracture",
          "xénophobie",
          "Nzola"
        ],
        "source": "seed",
        "status": "fracture_risk_evidence_gated",
        "summary": "Pattern de mobilisation anti-migrants à haut risque de fracture sociale, affaiblissement de Nzola, diversion de la colère populaire et destruction de solidarité panafricaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 74,
        "category": "foreign_military_immunity_abuse_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-FOREIGN-FRENCH-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-FRENCH-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [
              {
                "status": "country-specific source required",
                "title": "SOFA/immunity clauses",
                "type": "agreement"
              },
              {
                "status": "source-gated",
                "title": "abuse or misconduct dossier",
                "type": "case"
              }
            ],
            "summary": "Measure whether training and operations build autonomous African command, intelligence, maintenance and doctrine or deepen dependency."
          },
          "critical_flags_uncertainties": [
            "Do not generalize a specific case to all troops without linked evidence.",
            "Every country agreement needs its own clause extraction."
          ],
          "nsiku": {
            "claims": [
              "Assess jurisdiction clauses, immunity scope, evidence access, parliamentary scrutiny and termination rights."
            ],
            "summary": "Risk to sovereign jurisdiction when foreign troops receive broad immunity or local courts lack effective recourse."
          },
          "nzola": {
            "claims": [
              "Assess abuse allegations, victim redress, complaint mechanisms, gender/child protection and independent investigation access."
            ],
            "summary": "Risk to civilian protection when foreign deployments operate with weak remedy channels for communities."
          },
          "profile_type": "threat_pattern",
          "references": [],
          "score_note": "Threat score rises when immunity, lack of local recourse, dependency and abuse allegations are documented in specific agreements or cases.",
          "source_needs": [
            "SOFA agreement",
            "parliamentary record",
            "court files",
            "human-rights reports",
            "victim-safe testimony"
          ],
          "title": "French military footprint in Africa / immunity and abuse-risk pattern"
        },
        "evidence_strength": 60,
        "name": "French military footprint in Africa / immunity and abuse-risk pattern",
        "positive_components": {
          "A1": 8,
          "A10": 0,
          "A2": 4,
          "A3": 12,
          "A4": 4,
          "A5": 10,
          "A6": 2,
          "A7": 8,
          "A8": 4,
          "A9": 60
        },
        "positive_score": 9,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 95,
          "R10": 88,
          "R11": 94,
          "R2": 50,
          "R3": 62,
          "R4": 76,
          "R5": 78,
          "R6": 70,
          "R7": 60,
          "R8": 52,
          "R9": 70
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Risque sévère quand des clauses d'immunité, opérations opaques ou dépendances militaires limitent le recours des populations et l'autonomie sécuritaire. Les accusations spécifiques exigent pièces et droit de réponse.",
        "search_keywords": [
          "French army",
          "France",
          "military immunity",
          "Africa",
          "foreign troops",
          "abuse risk",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour accords militaires, immunités, absence de recours local, opérations antiterroristes, abus documentés/allégués et dépendance sécuritaire.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 71,
        "category": "foreign_military_counterterror_dependency_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United States / Afrique",
        "entity_id": "ACT-FOREIGN-US-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-US-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Toute assistance sécuritaire doit être testée contre autonomie réelle: commandement, renseignement, maintenance, données, sortie, recours civil et transfert de capacités.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "US military / AFRICOM footprint in Africa"
        },
        "evidence_strength": 62,
        "name": "US military / AFRICOM footprint in Africa",
        "positive_components": {
          "A1": 14,
          "A10": 0,
          "A2": 8,
          "A3": 18,
          "A4": 10,
          "A5": 14,
          "A6": 2,
          "A7": 12,
          "A8": 8,
          "A9": 62
        },
        "positive_score": 12,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 90,
          "R10": 72,
          "R11": 92,
          "R2": 55,
          "R3": 58,
          "R4": 72,
          "R5": 62,
          "R6": 78,
          "R7": 66,
          "R8": 60,
          "R9": 62
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Toute assistance sécuritaire doit être testée contre autonomie réelle: commandement, renseignement, maintenance, données, sortie, recours civil et transfert de capacités.",
        "search_keywords": [
          "AFRICOM",
          "US military",
          "Africa",
          "counterterrorism",
          "drone",
          "base",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour bases, opérations antiterroristes, drone/data dependency, immunités, formation conditionnée et externalisation de sécurité africaine.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 65,
        "category": "foreign_military_training_abuse_risk",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "United Kingdom / Afrique",
        "entity_id": "ACT-FOREIGN-BRITISH-MILITARY-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-FOREIGN-BRITISH-MILITARY-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Le risque vient des immunités, de l'opacité, de l'impossibilité de recours local et du remplacement de capacités africaines par des dépendances extérieures.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "British military / training footprint in Africa"
        },
        "evidence_strength": 58,
        "name": "British military / training footprint in Africa",
        "positive_components": {
          "A1": 10,
          "A10": 0,
          "A2": 6,
          "A3": 12,
          "A4": 8,
          "A5": 12,
          "A6": 2,
          "A7": 10,
          "A8": 6,
          "A9": 58
        },
        "positive_score": 10,
        "red_flags": [
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 82,
          "R10": 80,
          "R11": 82,
          "R2": 46,
          "R3": 52,
          "R4": 68,
          "R5": 70,
          "R6": 58,
          "R7": 52,
          "R8": 48,
          "R9": 58
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Le risque vient des immunités, de l'opacité, de l'impossibilité de recours local et du remplacement de capacités africaines par des dépendances extérieures.",
        "search_keywords": [
          "British military",
          "UK",
          "Africa",
          "training",
          "immunity",
          "abuse risk",
          "security dependency"
        ],
        "source": "seed",
        "status": "foreign_military_dossier_sources_required",
        "summary": "Profil de risque pour entraînement militaire, immunités, abus allégués/documentés, recours local et externalisation des capacités de défense.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 77,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-BIZ-ORANGE-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-ORANGE-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Orange Africa telecom/data footprint"
        },
        "evidence_strength": 70,
        "name": "Orange Africa telecom/data footprint",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 70
        },
        "positive_score": 4,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 82,
          "R10": 77,
          "R11": 82,
          "R2": 72,
          "R3": 72,
          "R4": 82,
          "R5": 82,
          "R6": 77,
          "R7": 67,
          "R8": 72,
          "R9": 77
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Orange Africa telecom/data footprint",
          "France / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Orange Africa telecom/data footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 81,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-BIZ-TOTALENERGIES-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-TOTALENERGIES-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "TotalEnergies Africa energy footprint"
        },
        "evidence_strength": 74,
        "name": "TotalEnergies Africa energy footprint",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 74
        },
        "positive_score": 4,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 86,
          "R10": 81,
          "R11": 86,
          "R2": 76,
          "R3": 76,
          "R4": 86,
          "R5": 86,
          "R6": 81,
          "R7": 71,
          "R8": 76,
          "R9": 81
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "TotalEnergies Africa energy footprint",
          "France / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for TotalEnergies Africa energy footprint. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 65,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-BIZ-GLENCORE-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-GLENCORE-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Glencore extractive footprint in Africa"
        },
        "evidence_strength": 78,
        "name": "Glencore extractive footprint in Africa",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 78
        },
        "positive_score": 4,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 70,
          "R10": 65,
          "R11": 70,
          "R2": 60,
          "R3": 60,
          "R4": 70,
          "R5": 70,
          "R6": 65,
          "R7": 55,
          "R8": 60,
          "R9": 65
        },
        "role_label": {
          "code": "mixed",
          "label": "Acteur mixte / sous revue"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Glencore extractive footprint in Africa",
          "Global / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Glencore extractive footprint in Africa. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 69,
        "category": "business_industry_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-BIZ-RIO-TINTO-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-BIZ-RIO-TINTO-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Rio Tinto extractive footprint in Africa"
        },
        "evidence_strength": 50,
        "name": "Rio Tinto extractive footprint in Africa",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 74,
          "R10": 69,
          "R11": 74,
          "R2": 64,
          "R3": 64,
          "R4": 74,
          "R5": 74,
          "R6": 69,
          "R7": 59,
          "R8": 64,
          "R9": 69
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Rio Tinto extractive footprint in Africa",
          "Global / Afrique",
          "business_industry_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Rio Tinto extractive footprint in Africa. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 78,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / global",
        "entity_id": "ACT-RISK-NED-ADJACENT",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-NED-ADJACENT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "NED-adjacent influence/funding pattern"
        },
        "evidence_strength": 50,
        "name": "NED-adjacent influence/funding pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 83,
          "R10": 78,
          "R11": 83,
          "R2": 73,
          "R3": 73,
          "R4": 83,
          "R5": 83,
          "R6": 78,
          "R7": 68,
          "R8": 73,
          "R9": 78
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "NED-adjacent influence/funding pattern",
          "US / global",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for NED-adjacent influence/funding pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 80,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / global",
        "entity_id": "ACT-RISK-HERITAGE-ADJACENT",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-HERITAGE-ADJACENT",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Heritage-adjacent policy influence pattern"
        },
        "evidence_strength": 50,
        "name": "Heritage-adjacent policy influence pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 85,
          "R10": 80,
          "R11": 85,
          "R2": 75,
          "R3": 75,
          "R4": 85,
          "R5": 85,
          "R6": 80,
          "R7": 70,
          "R8": 75,
          "R9": 80
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Heritage-adjacent policy influence pattern",
          "US / global",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Heritage-adjacent policy influence pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-NGO-DEPENDENCY",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-NGO-DEPENDENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign NGO dependency pattern"
        },
        "evidence_strength": 50,
        "name": "Foreign NGO dependency pattern",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign NGO dependency pattern",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign NGO dependency pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 88,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-ARBITRATION",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-ARBITRATION",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign arbitration/legal capture networks"
        },
        "evidence_strength": 50,
        "name": "Foreign arbitration/legal capture networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 93,
          "R10": 88,
          "R11": 93,
          "R2": 83,
          "R3": 83,
          "R4": 93,
          "R5": 93,
          "R6": 88,
          "R7": 78,
          "R8": 83,
          "R9": 88
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign arbitration/legal capture networks",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign arbitration/legal capture networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 85,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-RISK-FOREIGN-CLOUD-LOCKIN",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-FOREIGN-CLOUD-LOCKIN",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign cloud/data lock-in networks"
        },
        "evidence_strength": 50,
        "name": "Foreign cloud/data lock-in networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 90,
          "R10": 85,
          "R11": 90,
          "R2": 80,
          "R3": 80,
          "R4": 90,
          "R5": 90,
          "R6": 85,
          "R7": 75,
          "R8": 80,
          "R9": 85
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign cloud/data lock-in networks",
          "Global / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Foreign cloud/data lock-in networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 90,
        "category": "media_foundation_threats",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "France / Afrique",
        "entity_id": "ACT-RISK-CFA-NETWORKS",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-RISK-CFA-NETWORKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "CFA/francophone monetary dependency networks"
        },
        "evidence_strength": 50,
        "name": "CFA/francophone monetary dependency networks",
        "positive_components": {
          "A1": 2,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 2,
          "A5": 7,
          "A6": 7,
          "A7": 0,
          "A8": 2,
          "A9": 50
        },
        "positive_score": 5,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 95,
          "R10": 90,
          "R11": 95,
          "R2": 85,
          "R3": 85,
          "R4": 95,
          "R5": 95,
          "R6": 90,
          "R7": 80,
          "R8": 85,
          "R9": 90
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "CFA/francophone monetary dependency networks",
          "France / Afrique",
          "media_foundation_threats",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for CFA/francophone monetary dependency networks. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "current_political_civic_patterns",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique du Sud",
        "entity_id": "ACT-CURRENT-OPERATION-DUDULA",
        "entity_type": "political_apparatus",
        "evidence_profile": {
          "actor_id": "ACT-CURRENT-OPERATION-DUDULA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Operation Dudula / anti-migrant fracture pattern"
        },
        "evidence_strength": 55,
        "name": "Operation Dudula / anti-migrant fracture pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 55
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Operation Dudula / anti-migrant fracture pattern",
          "Afrique du Sud",
          "current_political_civic_patterns",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Starter evidence-gated profile for Operation Dudula / anti-migrant fracture pattern. Scores are provisional until source-linked documents, ORCID/OpenAlex records, public actions and right-of-reply status are attached.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 92,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-WORLD-BANK-IMF-CONDITIONALITY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-WORLD-BANK-IMF-CONDITIONALITY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "World Bank / IMF conditionality and fiscal dependency pattern"
        },
        "evidence_strength": 60,
        "name": "World Bank / IMF conditionality and fiscal dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 60
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 97,
          "R10": 92,
          "R11": 97,
          "R2": 87,
          "R3": 87,
          "R4": 97,
          "R5": 97,
          "R6": 92,
          "R7": 82,
          "R8": 87,
          "R9": 92
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "World Bank / IMF conditionality and fiscal dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 82,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-PAYMENT-RAILS",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-PAYMENT-RAILS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Visa/Mastercard and foreign payment rail dependency"
        },
        "evidence_strength": 52,
        "name": "Visa/Mastercard and foreign payment rail dependency",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 52
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 87,
          "R10": 82,
          "R11": 87,
          "R2": 77,
          "R3": 77,
          "R4": 87,
          "R5": 87,
          "R6": 82,
          "R7": 72,
          "R8": 77,
          "R9": 82
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Visa/Mastercard and foreign payment rail dependency",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 88,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Global / Afrique",
        "entity_id": "ACT-THREAT-BIG-TECH-CLOUD-AFRICA",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-BIG-TECH-CLOUD-AFRICA",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Big Tech cloud/data lock-in in African public systems"
        },
        "evidence_strength": 52,
        "name": "Big Tech cloud/data lock-in in African public systems",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 52
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 93,
          "R10": 88,
          "R11": 93,
          "R2": 83,
          "R3": 83,
          "R4": 93,
          "R5": 93,
          "R6": 88,
          "R7": 78,
          "R8": 83,
          "R9": 88
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Big Tech cloud/data lock-in in African public systems",
          "US / Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 76,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "US / Afrique",
        "entity_id": "ACT-THREAT-STARLINK-SATELLITE-DEPENDENCY",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-STARLINK-SATELLITE-DEPENDENCY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Satellite internet dependency and spectrum/data-sovereignty risk"
        },
        "evidence_strength": 48,
        "name": "Satellite internet dependency and spectrum/data-sovereignty risk",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 48
        },
        "positive_score": 2,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 81,
          "R10": 76,
          "R11": 81,
          "R2": 71,
          "R3": 71,
          "R4": 81,
          "R5": 81,
          "R6": 76,
          "R7": 66,
          "R8": 71,
          "R9": 76
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Satellite internet dependency and spectrum/data-sovereignty risk",
          "US / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 97,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-PRIVATE-MILITARY-COMPANIES",
        "entity_type": "military_or_security_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-PRIVATE-MILITARY-COMPANIES",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign private military companies and resource-security capture"
        },
        "evidence_strength": 56,
        "name": "Foreign private military companies and resource-security capture",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 56
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 100,
          "R10": 98,
          "R11": 100,
          "R2": 93,
          "R3": 93,
          "R4": 100,
          "R5": 100,
          "R6": 98,
          "R7": 88,
          "R8": 93,
          "R9": 98
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign private military companies and resource-security capture",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 86,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-NGO-EMERGENCY-INDUSTRY",
        "entity_type": "foundation",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-NGO-EMERGENCY-INDUSTRY",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign NGO emergency industry and aid dependency pattern"
        },
        "evidence_strength": 54,
        "name": "Foreign NGO emergency industry and aid dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 54
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 91,
          "R10": 86,
          "R11": 91,
          "R2": 81,
          "R3": 81,
          "R4": 91,
          "R5": 91,
          "R6": 86,
          "R7": 76,
          "R8": 81,
          "R9": 86
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign NGO emergency industry and aid dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 84,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-SOCIAL-MEDIA-ALGORITHMIC-CAPTURE",
        "entity_type": "foreign_actor",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-SOCIAL-MEDIA-ALGORITHMIC-CAPTURE",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Social media algorithmic capture and political manipulation"
        },
        "evidence_strength": 50,
        "name": "Social media algorithmic capture and political manipulation",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 89,
          "R10": 84,
          "R11": 89,
          "R2": 79,
          "R3": 79,
          "R4": 89,
          "R5": 89,
          "R6": 84,
          "R7": 74,
          "R8": 79,
          "R9": 84
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Social media algorithmic capture and political manipulation",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 96,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-MINING-OFFTAKE-LOCKS",
        "entity_type": "deal_or_agreement",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-MINING-OFFTAKE-LOCKS",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign mining offtake and pre-export lock-in clauses"
        },
        "evidence_strength": 55,
        "name": "Foreign mining offtake and pre-export lock-in clauses",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 55
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 100,
          "R10": 96,
          "R11": 100,
          "R2": 91,
          "R3": 91,
          "R4": 100,
          "R5": 100,
          "R6": 96,
          "R7": 86,
          "R8": 91,
          "R9": 96
        },
        "role_label": {
          "code": "capture_threat",
          "label": "Menace / capture-risk élevé"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign mining offtake and pre-export lock-in clauses",
          "Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 78,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-EXTERNAL-ACADEMIC-GATEKEEPING",
        "entity_type": "think_tank",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-EXTERNAL-ACADEMIC-GATEKEEPING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "External academic gatekeeping and prestige-dependency pattern"
        },
        "evidence_strength": 50,
        "name": "External academic gatekeeping and prestige-dependency pattern",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 50
        },
        "positive_score": 3,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 83,
          "R10": 78,
          "R11": 83,
          "R2": 73,
          "R3": 73,
          "R4": 83,
          "R5": 83,
          "R6": 78,
          "R7": 68,
          "R8": 73,
          "R9": 78
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "External academic gatekeeping and prestige-dependency pattern",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 80,
        "category": "threat_capture_risk_practical",
        "class": {
          "label": "risque élevé de capture / contradiction",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Global / Afrique",
        "entity_id": "ACT-THREAT-FOREIGN-MEDIA-CONFLICT-FRAMING",
        "entity_type": "media",
        "evidence_profile": {
          "actor_id": "ACT-THREAT-FOREIGN-MEDIA-CONFLICT-FRAMING",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "adjacence fondations/think tanks à vérifier",
            "amplification externe disproportionnée",
            "philanthropie/visibilité peut masquer dépendance",
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "affaiblissement des protections populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Foreign media conflict framing and fracture amplification"
        },
        "evidence_strength": 48,
        "name": "Foreign media conflict framing and fracture amplification",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 0,
          "A6": 0,
          "A7": 0,
          "A8": 0,
          "A9": 48
        },
        "positive_score": 2,
        "red_flags": [
          "adjacence fondations/think tanks à vérifier",
          "amplification externe disproportionnée",
          "philanthropie/visibilité peut masquer dépendance",
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "affaiblissement des protections populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 85,
          "R10": 80,
          "R11": 85,
          "R2": 75,
          "R3": 75,
          "R4": 85,
          "R5": 85,
          "R6": 80,
          "R7": 70,
          "R8": 75,
          "R9": 80
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Foreign media conflict framing and fracture amplification",
          "Global / Afrique",
          "threat_capture_risk_practical",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Evidence-gated threat pattern. Not an enemy label; assesses repeatable dependency, extraction, fracture or capture mechanics.",
        "visibility": "public"
      },
      {
        "capture_risk_score": 68,
        "category": "education_dependency_review",
        "class": {
          "label": "faible contribution ou action contraire à vérifier",
          "tone": "red"
        },
        "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL links, publication records, ORCID/imported records and reviewer notes can update this profile through the backend. Public pages do not reveal who contributes.",
        "country": "Ghana / transnational",
        "entity_id": "ACT-UNIV-ASHESI-MASTERCARD-RISK",
        "entity_type": "case_pattern",
        "evidence_profile": {
          "actor_id": "ACT-UNIV-ASHESI-MASTERCARD-RISK",
          "bisalu": {
            "proofs": [],
            "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities."
          },
          "critical_flags_uncertainties": [
            "contradiction discours-actions",
            "effet négatif sur capacités populaires",
            "dépendance stratégique renforcée"
          ],
          "nsiku": {
            "claims": [],
            "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency."
          },
          "nzola": {
            "claims": [],
            "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture."
          },
          "profile_type": "seed_or_database_profile",
          "references": [],
          "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
          "source_needs": [
            "reference documents",
            "public actions",
            "financial/funding sources",
            "right-of-reply where relevant"
          ],
          "title": "Ashesi / external scholarship-finance dependency review"
        },
        "evidence_strength": 45,
        "name": "Ashesi / external scholarship-finance dependency review",
        "positive_components": {
          "A1": 0,
          "A10": 0,
          "A2": 0,
          "A3": 0,
          "A4": 0,
          "A5": 1,
          "A6": 1,
          "A7": 0,
          "A8": 0,
          "A9": 45
        },
        "positive_score": 3,
        "red_flags": [
          "contradiction discours-actions",
          "effet négatif sur capacités populaires",
          "dépendance stratégique renforcée"
        ],
        "risk_components": {
          "R1": 73,
          "R10": 68,
          "R11": 73,
          "R2": 63,
          "R3": 63,
          "R4": 73,
          "R5": 73,
          "R6": 68,
          "R7": 58,
          "R8": 63,
          "R9": 68
        },
        "role_label": {
          "code": "dependency_vector",
          "label": "Vecteur de dépendance à vérifier"
        },
        "score": 0,
        "score_explanation": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.",
        "search_keywords": [
          "Ashesi / external scholarship-finance dependency review",
          "Ghana / transnational",
          "education_dependency_review",
          "threat"
        ],
        "source": "seed",
        "status": "prepublication_sources_needed",
        "summary": "Pattern profile to ensure external scholarship/foundation models are assessed for capability transfer rather than prestige alone.",
        "visibility": "public"
      }
    ],
    "schema": "cssp-threat-assessment-v1"
  },
  "threats_capture_protection_module": {
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "purpose": "Monitor capture, coercion, retaliation risk, institutional failure and population-protection signals through evidence-gated public intelligence.",
    "risk_indicators": [
      {
        "code": "THR-01",
        "label": "External-interest compliance",
        "meaning": "Institutional decisions systematically favor external interests over public-interest duties."
      },
      {
        "code": "THR-02",
        "label": "Retaliation or intimidation",
        "meaning": "Witnesses, researchers, journalists, public servants or communities face pressure after raising public-interest concerns."
      },
      {
        "code": "THR-03",
        "label": "Legal-pressure misuse",
        "meaning": "Defamation or legal threats appear designed to suppress evidence-gated public accountability."
      },
      {
        "code": "THR-04",
        "label": "Institutional failure",
        "meaning": "State or organizational mechanisms repeatedly fail to protect people, records, resources or rights."
      },
      {
        "code": "THR-05",
        "label": "Public abuse reporting pattern",
        "meaning": "Multiple reports converge around a pattern requiring review, not automatic conviction."
      }
    ],
    "schema": "cssp-threat-capture-protection-module-v1",
    "scope": [
      "foreign capture",
      "state compliance with external interests",
      "intimidation and retaliation risk",
      "legal pressure/defamation risk",
      "public abuse reporting",
      "institutional failure",
      "population protection monitoring"
    ],
    "title": "Threats, capture and population protection module"
  },
  "trust_building_process": {
    "bad_faith_disqualifiers": [
      "threats or intimidation",
      "pressure without evidence",
      "bribery or inducement",
      "witness exposure",
      "doxxing or sensitive-location exposure",
      "fraudulent documents",
      "bot pressure or coordinated manipulation",
      "reputation laundering",
      "legal threats used to suppress public-interest evidence",
      "attempts to identify protected contributors"
    ],
    "schema": "paso-trust-building-process-v1",
    "steps": [
      {
        "description": "A public source, report, pattern, academic source, legal text, media item or protected contribution identifies a possible capability, risk or correction need.",
        "step": 1,
        "title": "Signal received"
      },
      {
        "description": "The material is checked for safety, public status, source-protection risk, witness exposure, sensitive locations and legal sensitivity.",
        "step": 2,
        "title": "Source and safety screening"
      },
      {
        "description": "The item is classified as signal, allegation, documented event, pattern inference, recommendation, confirmed finding or sealed/internal record.",
        "step": 3,
        "title": "Evidence classification"
      },
      {
        "description": "A provisional score is drafted using the relevant framework: capability, threat, media, university, state, constitutional risk or knowledge-source value.",
        "step": 4,
        "title": "Draft scoring"
      },
      {
        "description": "Human review checks source quality, proportionality, uncertainty, public-interest value, legal exposure and correction pathway.",
        "step": 5,
        "title": "Reviewer check"
      },
      {
        "description": "Good-faith correction, documentary evidence and methodological objections can change, suspend, strengthen or remove a public record.",
        "step": 6,
        "title": "Right of response / correction pathway"
      },
      {
        "description": "Only sanitized, public-safe records are exported. Raw evidence, protected contributors, sealed details and witness identifiers stay out of the public layer.",
        "step": 7,
        "title": "Publication or withholding"
      },
      {
        "description": "Material updates should record what changed, why it changed, what evidence changed and what remains uncertain.",
        "step": 8,
        "title": "Changelog and accountability"
      }
    ],
    "summary": "PASO does not ask visitors to trust a score blindly. It shows how a signal becomes a record, how evidence is classified, how review works, and how correction remains open.",
    "title": "How PASO turns signals into public trust records"
  },
  "universities_research_capability_module": {
    "capability_indicators": [
      {
        "code": "UNI-01",
        "label": "Useful research output",
        "meaning": "Publications, prototypes, methods, patents or applied outputs that solve real social, technical or institutional problems."
      },
      {
        "code": "UNI-02",
        "label": "Sovereign knowledge infrastructure",
        "meaning": "Repositories, journals, libraries, archives, datasets and local review capacity under African institutional control."
      },
      {
        "code": "UNI-03",
        "label": "Training-to-capability bridge",
        "meaning": "Programs create measurable competence, not only certificates."
      },
      {
        "code": "UNI-04",
        "label": "Community and national utility",
        "meaning": "Research visibly improves public health, education, justice, infrastructure, production, culture or protection."
      },
      {
        "code": "UNI-05",
        "label": "Evidence and transparency discipline",
        "meaning": "Claims are reviewable, source-linked and open to correction where public rankings are published."
      }
    ],
    "publication_discipline": {
      "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.",
      "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.",
      "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.",
      "schema": "cssp-public-disclaimer-v1",
      "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding."
    },
    "purpose": "Track the role of African universities, research institutes and public-interest knowledge infrastructure in civilizational sovereignty.",
    "schema": "cssp-university-research-capability-module-v1",
    "scope": [
      "African universities",
      "research institutions",
      "sovereign science",
      "public-interest knowledge production",
      "capability-building indicators",
      "university contribution to civilizational sovereignty"
    ],
    "title": "Universities and sovereign research capability module"
  },
  "university_evidence_matrix": [
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 79,
      "country": "RDC",
      "entity_id": "USK",
      "name": "Université Simon Kimbangu",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 78,
      "country": "RDC",
      "entity_id": "CENA",
      "name": "CENA / Centre Mandombe",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 69,
      "country": "Afrique du Sud",
      "entity_id": "UCT",
      "name": "University of Cape Town",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 68,
      "country": "Afrique du Sud",
      "entity_id": "Wits",
      "name": "University of the Witwatersrand",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 66,
      "country": "Afrique du Sud",
      "entity_id": "UP",
      "name": "University of Pretoria",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 65,
      "country": "Afrique du Sud",
      "entity_id": "UKZN",
      "name": "University of KwaZulu-Natal",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 65,
      "country": "Ghana",
      "entity_id": "KNUST",
      "name": "Kwame Nkrumah University of Science and Technology",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 65,
      "country": "Nigeria",
      "entity_id": "UI",
      "name": "University of Ibadan",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 65,
      "country": "Maroc",
      "entity_id": "UM6P",
      "name": "Université Mohammed VI Polytechnique",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 64,
      "country": "Sénégal",
      "entity_id": "UCAD",
      "name": "Université Cheikh Anta Diop",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 63,
      "country": "Afrique du Sud",
      "entity_id": "SU",
      "name": "Stellenbosch University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 63,
      "country": "Égypte",
      "entity_id": "Cairo",
      "name": "Cairo University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 62,
      "country": "Ghana",
      "entity_id": "UG",
      "name": "University of Ghana",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 62,
      "country": "Tanzanie",
      "entity_id": "SUA",
      "name": "Sokoine University of Agriculture",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 62,
      "country": "United States / African diaspora",
      "entity_id": "Howard",
      "name": "Howard University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Nigeria",
      "entity_id": "UNILAG",
      "name": "University of Lagos",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Burkina Faso",
      "entity_id": "UJKZ",
      "name": "Université Joseph Ki-Zerbo",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Égypte",
      "entity_id": "AinShams",
      "name": "Ain Shams University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Tunisie",
      "entity_id": "UTM",
      "name": "Université de Tunis El Manar",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Éthiopie",
      "entity_id": "AAU",
      "name": "Addis Ababa University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Tanzanie",
      "entity_id": "UDSM",
      "name": "University of Dar es Salaam",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Kenya",
      "entity_id": "JKUAT",
      "name": "Jomo Kenyatta University of Agriculture and Technology",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Maurice",
      "entity_id": "UoM",
      "name": "University of Mauritius",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 61,
      "country": "Morocco",
      "entity_id": "UM6P",
      "name": "Université Mohammed VI Polytechnique",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 60,
      "country": "Afrique du Sud",
      "entity_id": "Rhodes",
      "name": "Rhodes University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 60,
      "country": "Nigeria",
      "entity_id": "ABU",
      "name": "Ahmadu Bello University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 60,
      "country": "Nigeria",
      "entity_id": "OAU",
      "name": "Obafemi Awolowo University",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 60,
      "country": "Maroc",
      "entity_id": "UM5",
      "name": "Université Mohammed V",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 59,
      "country": "Burkina Faso",
      "entity_id": "UNB",
      "name": "Université Nazi Boni",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 59,
      "country": "Mali",
      "entity_id": "USTTB",
      "name": "Université des Sciences, des Techniques et des Technologies de Bamako",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 59,
      "country": "Maroc",
      "entity_id": "UH2C",
      "name": "Université Hassan II de Casablanca",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
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      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 45,
      "country": "Seychelles",
      "entity_id": "UniSey",
      "name": "University of Seychelles",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 44,
      "country": "Mauritius",
      "entity_id": "UTM",
      "name": "University of Technology Mauritius",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 44,
      "country": "United States / African diaspora",
      "entity_id": "Morris Brown",
      "name": "Morris Brown College",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 43,
      "country": "Curaçao / Caribbean",
      "entity_id": "UoC",
      "name": "University of Curaçao",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 43,
      "country": "Trinidad and Tobago / Caribbean",
      "entity_id": "USC Caribbean",
      "name": "University of the Southern Caribbean",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 42,
      "country": "RDC",
      "entity_id": "UNIKIN",
      "name": "Université de Kinshasa",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    },
    {
      "atss_evidence_count": 0,
      "atss_evidence_score": 0,
      "atss_evidence_strength": 0,
      "claim_confidence": 0,
      "claim_count": 0,
      "claim_evidence_strength": 0,
      "computed_score": 39,
      "country": "RDC",
      "entity_id": "UNILU",
      "name": "Université de Lubumbashi",
      "right_of_reply": {},
      "source_readiness": "needs sources"
    }
  ],
  "university_methodology": {
    "dimensions": [
      {
        "code": "U1",
        "description": "Santé, eau, énergie, agriculture, droit, sécurité, éducation, psychodesign, IA, industrie et gouvernance; les publications génériques sans usage local sont plafonnées.",
        "label": "Recherche utile aux problèmes africains",
        "weight": 14
      },
      {
        "code": "U2",
        "description": "Adoption, transférabilité, soutenabilité, scalabilité, souveraineté et effet mesurable sur les capacités locales.",
        "label": "ATSS impact réel",
        "weight": 16
      },
      {
        "code": "U3",
        "description": "Outils, logiciels, procédés, dispositifs, normes, curricula ou méthodes réellement produits et réutilisables.",
        "label": "Innovation / brevets / prototypes / méthodes",
        "weight": 13
      },
      {
        "code": "U4",
        "description": "Langues africaines, Mandombe, méthodes africaines, archives locales, non-mimétisme scientifique et production doctrinale.",
        "label": "Souveraineté épistémique",
        "weight": 12
      },
      {
        "code": "U5",
        "description": "Labs, maintenance, enseignants formés, compétences productives, continuité sans dépendance externe.",
        "label": "Formation de capacités locales",
        "weight": 10
      },
      {
        "code": "U6",
        "description": "Revues ouvertes, dépôts, datasets, bibliothèques numériques, supports publics et circulation continentale.",
        "label": "Open knowledge africain",
        "weight": 8
      },
      {
        "code": "U7",
        "description": "Diplômés créant écoles, cliniques, entreprises, logiciels, standards, ateliers, usines ou services utiles.",
        "label": "Employabilité productive et entreprises",
        "weight": 8
      },
      {
        "code": "U8",
        "description": "Transparence, qualité, éthique, anticorruption, documentation, évaluation et droit de réponse.",
        "label": "Gouvernance académique et auditabilité",
        "weight": 7
      },
      {
        "code": "U9",
        "description": "Coopérations africaines, mutualisation d’archives, plateformes, laboratoires et souveraineté partagée.",
        "label": "Réseaux africains et mutualisation",
        "weight": 6
      },
      {
        "code": "U10",
        "description": "Science utile non soumise uniquement aux classements, labels, citations externes ou agendas non africains.",
        "label": "Résistance au prestige mimétique",
        "weight": 6
      }
    ],
    "method": {
      "anti_gaming_rules": [
        "le volume de publications est plafonné et ne peut pas dominer le score",
        "si ATSS et impact sont faibles, le score général est plafonné à 58",
        "si la souveraineté épistémique est très faible, le score général est plafonné à 72 sauf preuve forte de capacité stratégique locale",
        "si la preuve est faible, le score est prépublication et ne peut pas être utilisé comme classement définitif",
        "les centres populaires ou doctrinaux peuvent être classés comme capacités scientifiques non conventionnelles, mais leur statut doit être explicite"
      ],
      "evidence_required": [
        "publications utiles",
        "prototypes ou brevets",
        "rapports d’impact",
        "syllabus/programmes",
        "datasets/dépôts ouverts",
        "preuves d’adoption",
        "données alumni/emploi",
        "audit ou rapport institutionnel",
        "droit de réponse"
      ],
      "formula": "score = somme pondérée de U1–U10; specialty_score = 50% force du domaine + 18% ATSS + 12% impact + 10% innovation + 5% souveraineté + 5% preuve",
      "specialty_split": "chaque spécialité est classée séparément pour éviter qu’une université généraliste forte masque les meilleurs centres en santé, agriculture, IA, droit, énergie ou souveraineté cognitive",
      "standard": "CSSP-UNIV-1 + CSSP-ATSS-1",
      "unit": "université, faculté, programme, école doctorale, centre de recherche ou infrastructure scientifique populaire"
    },
    "specialties": {
      "agriculture_food": "Agriculture, alimentation, semences, transformation et souveraineté calorique",
      "biotech_genomics": "Biotechnologie, génomique, biobanques, éthique, santé moléculaire et souveraineté des données biologiques",
      "climate_environment": "Climat, environnement, biodiversité et résilience territoriale",
      "culture_civilization": "Langues, cultures, archives, civilisations et souveraineté cognitive",
      "cybersecurity": "Cybersécurité, cyberdéfense, sécurité des infrastructures critiques et réponse à incident",
      "data_ai_cyber": "Données, cloud, IA, cybersécurité et logiciels souverains",
      "decolonial_studies": "Études décoloniales, Africana/Black Studies, épistémologie africaine et réparation cognitive",
      "education_epistemic": "Éducation, pédagogie, curriculum et production épistémique",
      "energy_transition": "Énergie productive, réseaux, solaire, hydro, nucléaire civil, stockage et maintenance",
      "engineering_energy": "Ingénierie, énergie, eau, infrastructures et maintenance",
      "health": "Santé, médecine, laboratoires, biobanques et santé publique",
      "industry_maintenance": "Industrie, prototypage, pièces, maintenance et production locale",
      "language_cognitive_sovereignty": "Langues africaines, cognition symbolique, Mandombe, alphabets, traduction scientifique et souveraineté cognitive",
      "law_governance": "Droit, gouvernance, constitution, anti-capture et politiques publiques",
      "manufacturing_robotics": "Robotique, manufacture avancée, procédés, outillage, automatisation et maintenance industrielle",
      "mental_health_psychiatry": "Psychologie, psychiatrie, santé mentale, trauma colonial, protection familiale et sociale",
      "mining_resource_governance": "Mines, géologie, raffinage, transformation locale, droit des ressources et chaîne de valeur",
      "nanotech_materials": "Nanotechnologies, matériaux avancés, chimie, microfabrication et instrumentation",
      "public_policy": "Économie publique, administration, sécurité sociale et décision d’État",
      "quantum_science": "Quantum, calcul avancé, cryptographie post-quantique, optique et information quantique",
      "reparations_memory": "Réparations, mémoire, histoire publique, archives, musées et justice historique",
      "space_satellite": "Espace, satellites, télédétection, météo, géo-intelligence et infrastructures spatiales"
    }
  },
  "university_scoring_dimensions": [
    {
      "code": "U1",
      "description": "Santé, eau, énergie, agriculture, droit, sécurité, éducation, psychodesign, IA, industrie et gouvernance; les publications génériques sans usage local sont plafonnées.",
      "label": "Recherche utile aux problèmes africains",
      "weight": 14
    },
    {
      "code": "U2",
      "description": "Adoption, transférabilité, soutenabilité, scalabilité, souveraineté et effet mesurable sur les capacités locales.",
      "label": "ATSS impact réel",
      "weight": 16
    },
    {
      "code": "U3",
      "description": "Outils, logiciels, procédés, dispositifs, normes, curricula ou méthodes réellement produits et réutilisables.",
      "label": "Innovation / brevets / prototypes / méthodes",
      "weight": 13
    },
    {
      "code": "U4",
      "description": "Langues africaines, Mandombe, méthodes africaines, archives locales, non-mimétisme scientifique et production doctrinale.",
      "label": "Souveraineté épistémique",
      "weight": 12
    },
    {
      "code": "U5",
      "description": "Labs, maintenance, enseignants formés, compétences productives, continuité sans dépendance externe.",
      "label": "Formation de capacités locales",
      "weight": 10
    },
    {
      "code": "U6",
      "description": "Revues ouvertes, dépôts, datasets, bibliothèques numériques, supports publics et circulation continentale.",
      "label": "Open knowledge africain",
      "weight": 8
    },
    {
      "code": "U7",
      "description": "Diplômés créant écoles, cliniques, entreprises, logiciels, standards, ateliers, usines ou services utiles.",
      "label": "Employabilité productive et entreprises",
      "weight": 8
    },
    {
      "code": "U8",
      "description": "Transparence, qualité, éthique, anticorruption, documentation, évaluation et droit de réponse.",
      "label": "Gouvernance académique et auditabilité",
      "weight": 7
    },
    {
      "code": "U9",
      "description": "Coopérations africaines, mutualisation d’archives, plateformes, laboratoires et souveraineté partagée.",
      "label": "Réseaux africains et mutualisation",
      "weight": 6
    },
    {
      "code": "U10",
      "description": "Science utile non soumise uniquement aux classements, labels, citations externes ou agendas non africains.",
      "label": "Résistance au prestige mimétique",
      "weight": 6
    }
  ],
  "university_specialties": {
    "agriculture_food": "Agriculture, alimentation, semences, transformation et souveraineté calorique",
    "biotech_genomics": "Biotechnologie, génomique, biobanques, éthique, santé moléculaire et souveraineté des données biologiques",
    "climate_environment": "Climat, environnement, biodiversité et résilience territoriale",
    "culture_civilization": "Langues, cultures, archives, civilisations et souveraineté cognitive",
    "cybersecurity": "Cybersécurité, cyberdéfense, sécurité des infrastructures critiques et réponse à incident",
    "data_ai_cyber": "Données, cloud, IA, cybersécurité et logiciels souverains",
    "decolonial_studies": "Études décoloniales, Africana/Black Studies, épistémologie africaine et réparation cognitive",
    "education_epistemic": "Éducation, pédagogie, curriculum et production épistémique",
    "energy_transition": "Énergie productive, réseaux, solaire, hydro, nucléaire civil, stockage et maintenance",
    "engineering_energy": "Ingénierie, énergie, eau, infrastructures et maintenance",
    "health": "Santé, médecine, laboratoires, biobanques et santé publique",
    "industry_maintenance": "Industrie, prototypage, pièces, maintenance et production locale",
    "language_cognitive_sovereignty": "Langues africaines, cognition symbolique, Mandombe, alphabets, traduction scientifique et souveraineté cognitive",
    "law_governance": "Droit, gouvernance, constitution, anti-capture et politiques publiques",
    "manufacturing_robotics": "Robotique, manufacture avancée, procédés, outillage, automatisation et maintenance industrielle",
    "mental_health_psychiatry": "Psychologie, psychiatrie, santé mentale, trauma colonial, protection familiale et sociale",
    "mining_resource_governance": "Mines, géologie, raffinage, transformation locale, droit des ressources et chaîne de valeur",
    "nanotech_materials": "Nanotechnologies, matériaux avancés, chimie, microfabrication et instrumentation",
    "public_policy": "Économie publique, administration, sécurité sociale et décision d’État",
    "quantum_science": "Quantum, calcul avancé, cryptographie post-quantique, optique et information quantique",
    "reparations_memory": "Réparations, mémoire, histoire publique, archives, musées et justice historique",
    "space_satellite": "Espace, satellites, télédétection, météo, géo-intelligence et infrastructures spatiales"
  },
  "useful_links": {
    "categories": [
      {
        "description": "Core institutions, departments, repositories and portals.",
        "key": "institutional_hub",
        "label": "Institutional hubs"
      },
      {
        "description": "Publication and archive infrastructures.",
        "key": "repositories",
        "label": "Repositories and journals"
      },
      {
        "description": "Author identity and public scholarly records.",
        "key": "orcid_scholar",
        "label": "ORCID / Scholar / author identity"
      },
      {
        "description": "Methodology, standards and CSSP doctrine.",
        "key": "doctrine_standards",
        "label": "Doctrine and standards"
      },
      {
        "description": "Legal, UN/AU and civic action packs.",
        "key": "action_dossiers",
        "label": "Action dossiers"
      },
      {
        "description": "Open datasets and registries used for evidence enrichment.",
        "key": "data_sources",
        "label": "Open data sources"
      },
      {
        "description": "Reporting and source-protection channels.",
        "key": "secure_intake",
        "label": "Secure intake"
      }
    ],
    "items": [
      {
        "category": "institutional_hub",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 1,
        "link_id": "LINK-TUMOKINA",
        "priority": 95,
        "source_type": "useful_link",
        "status": "needs_url",
        "summary": "Single consolidated Tumokina link: sovereign African research hub for discovery, indexing, projects/grants, library, collaboration, live demos, African languages/scripts, media, podcasts and publication visibility. Set APP_TUMOKINA_URL when public URL is ready.",
        "tags": [
          "Tumokina",
          "sovereign science",
          "research hub",
          "African languages",
          "library",
          "media",
          "collaboration"
        ],
        "title": "Tumokina — sovereign African research, discovery and collaboration hub",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 5,
        "link_id": "LINK-CODESRIA",
        "priority": 93,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Pan-African social-science research and publication infrastructure for African/decolonial journals, books, academic freedom, governance and public scholarship.",
        "tags": [
          "CODESRIA",
          "journals",
          "African social science",
          "decolonial research"
        ],
        "title": "CODESRIA publications and journals",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://codesria.org/",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 2,
        "link_id": "LINK-CEMA-USK-PRESS",
        "priority": 92,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Public repository for journals, archives, doctrine, education and scientific publication infrastructure.",
        "tags": [
          "CEMA",
          "USK",
          "repository",
          "archives",
          "publications"
        ],
        "title": "CEMA-USK Press repository",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://publications.cema-usk.press/",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 6,
        "link_id": "LINK-ROAPE",
        "priority": 91,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Radical African political-economy journal and platform. Useful for extraction, imperialism, debt, labour, land, development and class analysis.",
        "tags": [
          "ROAPE",
          "political economy",
          "imperialism",
          "Africa"
        ],
        "title": "Review of African Political Economy (ROAPE)",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://roape.net/",
        "visibility": "public"
      },
      {
        "category": "orcid_scholar",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 3,
        "link_id": "LINK-KIBAVUIDI-ORCID",
        "priority": 90,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Public ORCID identifier for author identity and output traceability. It supports evidence, but does not replace ATSS/Nsiku-Nzola-Bisalu scoring.",
        "tags": [
          "ORCID",
          "Kibavuidi Nsiangani",
          "USK",
          "CENA",
          "author"
        ],
        "title": "Kibavuidi Nsiangani — ORCID public record",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://orcid.org/0009-0004-9484-3435",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 7,
        "link_id": "LINK-PAMBAZUKA",
        "priority": 88,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Pan-African public education and advocacy archive for social justice, civil society and anti-imperial debates. Verify article-level evidence before dossier use.",
        "tags": [
          "Pambazuka",
          "Pan-African",
          "civil society",
          "public education"
        ],
        "title": "Pambazuka News",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://www.pambazuka.org/",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 8,
        "link_id": "LINK-THE-ELEPHANT",
        "priority": 87,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Kenya-based public-interest platform drawing on Pan-African ideals and African experience. Useful for governance, debt, media, civic debate and public finance.",
        "tags": [
          "The Elephant",
          "Kenya",
          "public interest",
          "Pan-African"
        ],
        "title": "The Elephant",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://www.theelephant.info/",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 9,
        "link_id": "LINK-AFRICA-IS-A-COUNTRY",
        "priority": 86,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Critical African-left public analysis outlet useful for culture, politics, media critique, anti-stereotype education and public debate.",
        "tags": [
          "Africa Is a Country",
          "African left",
          "media critique",
          "culture"
        ],
        "title": "Africa Is a Country",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://africasacountry.com/",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 10,
        "link_id": "LINK-AFRICAN-ARGUMENTS",
        "priority": 84,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Pan-African news, analysis and opinion platform. Score by editorial frame, author density, source discipline and article-level relevance.",
        "tags": [
          "African Arguments",
          "Pan-African",
          "analysis",
          "media"
        ],
        "title": "African Arguments",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://africanarguments.org/",
        "visibility": "public"
      },
      {
        "category": "doctrine_standards",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 4,
        "link_id": "LINK-CSSP-PUBLIC-SNAPSHOT",
        "priority": 84,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Signed public snapshot containing the published indexes, standards, advisories and public reference data.",
        "tags": [
          "snapshot",
          "source of truth",
          "JSON",
          "auditability"
        ],
        "title": "CSSP public source of truth — latest.json",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "/data/public/latest.json",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 18,
        "link_id": "LINK-USK-POLITICAL-SCIENCE-JOURNAL",
        "priority": 84,
        "source_type": "useful_link",
        "status": "published",
        "summary": "USK/CEMA journal platform relevant to political science, epistemology, sovereignty, anti-capture doctrine and African public scholarship.",
        "tags": [
          "USK",
          "CEMA",
          "journal",
          "political science",
          "epistemology"
        ],
        "title": "USK Journal of Political Science & Epistemology",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://publications.cema-usk.press/index.php/politicalscience/",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 11,
        "link_id": "LINK-BLACK-AGENDA-REPORT",
        "priority": 83,
        "source_type": "useful_link",
        "status": "published",
        "summary": "African-diaspora radical public outlet useful for anti-imperial analysis, Black internationalism and critique of U.S. foreign policy.",
        "tags": [
          "Black Agenda Report",
          "diaspora",
          "anti-imperial"
        ],
        "title": "Black Agenda Report",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://www.blackagendareport.com/",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 12,
        "link_id": "LINK-AFRICAN-MINDS",
        "priority": 82,
        "source_type": "useful_link",
        "status": "published",
        "summary": "Open-access publisher focused on African scholarship and public policy. Useful for books, policy research and accessible African academic publication.",
        "tags": [
          "African Minds",
          "publisher",
          "open access",
          "books"
        ],
        "title": "African Minds",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://www.africanminds.co.za/",
        "visibility": "public"
      },
      {
        "category": "organizations",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 15,
        "link_id": "LINK-CENA-INSTITUTE",
        "priority": 82,
        "source_type": "useful_link",
        "status": "published",
        "summary": "CENA institutional hub relevant to Mandombe, research collaboration, sovereign education infrastructure and African-centered knowledge production.",
        "tags": [
          "CENA",
          "Mandombe",
          "research",
          "sovereign science"
        ],
        "title": "CENA Institute",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://cena.institute",
        "visibility": "public"
      },
      {
        "category": "repositories",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 14,
        "link_id": "LINK-USK-RESEARCH-INSTITUTE",
        "priority": 82,
        "source_type": "useful_link",
        "status": "published",
        "summary": "USK research hub for institutional research, projects and African knowledge infrastructure. Listed alongside wider African/decolonial platforms, not as the organizing principle.",
        "tags": [
          "USK",
          "research institute",
          "African research"
        ],
        "title": "USK Research Institute",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "https://research.usk.institute",
        "visibility": "public"
      },
      {
        "category": "data_sources",
        "created_at": 1780258399,
        "created_by": "system",
        "id": 13,
        "link_id": "LINK-THE-SPEAR-VERIFY",
        "priority": 70,
        "source_type": "useful_link",
        "status": "needs_url",
        "summary": "Requested outlet placeholder. Verify exact URL, ownership, editorial record and archive before treating it as an independent decolonial source.",
        "tags": [
          "The Spear",
          "media",
          "verification needed"
        ],
        "title": "The Spear — verify exact outlet before scoring",
        "type": "useful_link",
        "updated_at": 1780258399,
        "url": "",
        "visibility": "public"
      }
    ],
    "schema": "cssp-useful-links-v1"
  },
  "user_pathways": {
    "items": [
      {
        "purpose": "Understand risks, identify capability builders, report safely and avoid rumor amplification.",
        "role": "Citizen / community member",
        "safe_actions": [
          "read public summaries",
          "share public pages",
          "suggest public sources",
          "avoid exposing witnesses or private documents"
        ],
        "start_here": [
          "Score guide",
          "Threat dashboard",
          "Universities/capabilities",
          "Correction/reporting"
        ]
      },
      {
        "purpose": "Inspect methods, sources, categories and evidence gaps; contribute references and critique scoring logic.",
        "role": "Researcher / student",
        "safe_actions": [
          "submit DOI/ISBN/URL metadata",
          "flag missing sources",
          "request dataset schema",
          "propose peer review"
        ],
        "start_here": [
          "Knowledge index",
          "Foundational currents",
          "Methodology",
          "Public APIs"
        ]
      },
      {
        "purpose": "Use PASO as a lead and context system, not as a substitute for independent reporting.",
        "role": "Journalist / editor",
        "safe_actions": [
          "request clarification",
          "quote public-safe summaries",
          "verify independently",
          "avoid publishing sealed/source-protected material"
        ],
        "start_here": [
          "Action dossiers",
          "State risk profiles",
          "Sponsors/abuse",
          "Correction pathway"
        ]
      },
      {
        "purpose": "Review a public profile, submit evidence, request correction and improve the trust record through real outputs.",
        "role": "Institution / ranked entity",
        "safe_actions": [
          "submit public documents",
          "provide right-of-response evidence",
          "correct factual errors",
          "document improvements"
        ],
        "start_here": [
          "Profile detail",
          "Score guide",
          "Correction pathway",
          "Evidence needs"
        ]
      },
      {
        "purpose": "Identify urgent capability gaps, public-protection risks, knowledge assets and recommended actions.",
        "role": "Policymaker / public authority",
        "safe_actions": [
          "export brief",
          "request confidential review",
          "prioritize source-safe actions",
          "avoid retaliation against sources"
        ],
        "start_here": [
          "Country pack",
          "Policy brief",
          "Capability dashboard",
          "High-risk dossiers"
        ]
      },
      {
        "purpose": "Contribute expertise without public exposure.",
        "role": "Protected contributor / expert",
        "safe_actions": [
          "use approved channels only",
          "avoid state/employer devices",
          "strip metadata",
          "do not expose identities in public forms"
        ],
        "start_here": [
          "Protection doctrine",
          "Secure intake policy",
          "Join safely"
        ]
      }
    ],
    "schema": "paso-user-pathways-v1",
    "summary": "Different visitors need different levels of detail. These entry paths keep the platform useful without overwhelming non-specialists.",
    "title": "Choose your path"
  },
  "vulnerability_windows": [
    {
      "ethics": "Publish only evidence-gated facts and methodology. No coordinated harassment or partisan persuasion.",
      "label": "Treaty / contract renewal window",
      "public_interest_reason": "This is when exit clauses, renewal locks, foreign priority rights and capability-transfer failures can still be challenged.",
      "recommended_output": [
        "clause risk bulletin",
        "C1–C14 red flag table",
        "what-if sovereignty projection"
      ],
      "window_type": "treaty_or_contract_renewal"
    },
    {
      "ethics": "Provide the same score logic to all committees and civil society stakeholders.",
      "label": "Budget / audit session",
      "public_interest_reason": "Public funds can be redirected toward labs, clinics, food, energy, education and maintenance capabilities.",
      "recommended_output": [
        "capability gap memo",
        "financial independence metric",
        "missing evidence request"
      ],
      "window_type": "budget_or_audit_session"
    },
    {
      "ethics": "Do not coordinate campaign strategy. Publish neutral public-interest evidence in the same form for all sides.",
      "label": "Election / transition period",
      "public_interest_reason": "Citizens have heightened need for source-linked data on governance, contracts, public funds and capabilities.",
      "recommended_output": [
        "public methodology page",
        "actor pattern profile",
        "right-of-reply record",
        "nonpartisan civic explainer"
      ],
      "window_type": "election_or_transition_period"
    },
    {
      "ethics": "Separate factual clauses from inference and display uncertainty clearly.",
      "label": "Aid / loan negotiation",
      "public_interest_reason": "Tied aid, immunity clauses, procurement restrictions and debt locks can reduce sovereignty for years.",
      "recommended_output": [
        "dependency-risk advisory",
        "financial independence score",
        "scenario projection"
      ],
      "window_type": "aid_or_loan_negotiation"
    }
  ],
  "action_dossiers_v7": [
    {
      "title": "RDC / Tshisekedi",
      "href": "dossier-rdc-tshisekedi-htf.html",
      "tag": "critical"
    },
    {
      "title": "Kenya / Ruto",
      "href": "dossier-kenya-ruto-high-treason.html",
      "tag": "high"
    },
    {
      "title": "Mali / AES vs France",
      "href": "dossier-mali-aes-france-proxy-terrorisme.html",
      "tag": "critical"
    },
    {
      "title": "US / Kenya foreign footprint",
      "href": "dossier-us-kenya-foreign-footprint.html",
      "tag": "high"
    },
    {
      "title": "Côte d’Ivoire / Ouattara",
      "href": "dossier-civ-ouattara-trafficking-htf.html",
      "tag": "critical"
    }
  ],
  "public_modules": {
    "state_actor_risk_profiles": {
      "page": "hostile-countries.html",
      "detail_page": "state_profile.html?id=STATE-FRA",
      "json": "api/public/hostile-countries.json",
      "description": "Restored detailed state actor risk profiles with KPI scores, evidence anchors, spider chart, uncertainty flags and correction pathway."
    }
  }
}