{ "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" }, "v68_score_dedup_recalibration": { "version": "V6.8 score deduplication and realistic public-banding update", "deduplicated_records_removed": 98, "deduplication_principle": "One public actor/institution should appear once in the score table. Secondary records are merged into the richest source-linked profile rather than counted repeatedly.", "scoring_principle": "Historical liberation anchors, current persons and current institutions use separate bands. Current profiles can be structurally strong without visually outranking Cabral/Malcolm-style historical anchors.", "public_safety_principle": "Kibavuidi Nsiangani profile is strong but intentionally below Cabral/Malcolm and below the top historical anchor band to avoid both artificial inflation and suspicious suppression.", "institutional_note": "EJCSK and CENA/USK remain high because they represent decades of living institutional capability, but their public overview scores remain evidence-gated and capped below the highest historical anchor band." } }, "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.", "lifecycle_status": { "active_current": "Currently active public actor or organization", "historical": "Historical profile", "historical_active": "Historical actor with current political/network relevance", "former_currently_active": "Former office-holder or figure still active through networks or political action" }, "special_categories_added_v24": [ "active_state_power_risk_profile", "active_opposition_leadership", "active_pan_african_political_leadership", "young_pan_african_leadership_watchlist", "builders_architecture_intelligence", "historical_active_power_broker" ] }, "items": [ { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Historical foundational anchor. Highest band reserved for rare liberation doctrine with direct organizational and anti-colonial state-building consequence.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Amílcar Cabral", "source_register": [], "facets": [] }, "evidence_strength": 82, "name": "Amílcar Cabral", "positive_components": { "A1": 94, "A10": 73, "A2": 100, "A3": 98, "A4": 88, "A5": 88, "A6": 100, "A7": 88, "A8": 98, "A9": 82 }, "positive_score": 91, "red_flags": [], "risk_components": { "R1": 12, "R2": 10, "R3": 12, "R4": 12, "R5": 8 }, "role_label": { "code": "architect", "label": "Architecte de souveraineté" }, "score": 90, "score_explanation": "Historical foundational anchor. Highest band reserved for rare liberation doctrine with direct organizational and anti-colonial state-building consequence.", "search_keywords": [ "Amílcar Cabral", "Guinée-Bissau / Cap-Vert", "foundational_doctrinal_index", "foundational", "Guinea-Bissau / Cape Verde", "liberation_strategy" ], "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", "facets": [ "liberation", "strategy", "culture" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-CABRAL" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A+", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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": "Historical foundational anchor. Recalibrated upward for internationalist Black liberation doctrine, public courage, political education and long-term mobilizing effect.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Malcolm X" }, "evidence_strength": 80, "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": 80 }, "positive_score": 90, "red_flags": [], "risk_components": { "R1": 14, "R2": 10, "R3": 12, "R4": 14, "R5": 8 }, "role_label": { "code": "contributor", "label": "Contributeur utile" }, "score": 90, "score_explanation": "Historical foundational anchor. Recalibrated upward for internationalist Black liberation doctrine, public courage, political education and long-term mobilizing effect.", "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Historical foundational profile for African scientific, historical and epistemic sovereignty.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Cheikh Anta Diop", "source_register": [], "facets": [] }, "evidence_strength": 80, "facets": [ "science", "history", "epistemology", "african_history", "author", "epistemic_sovereignty", "historian", "physicist", "researcher", "scientist" ], "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": 80 }, "positive_score": 90, "red_flags": [], "risk_components": { "R1": 12, "R2": 10, "R3": 12, "R4": 12, "R5": 8 }, "role_label": { "code": "builder", "label": "Bâtisseur de capacités" }, "score": 90, "score_explanation": "Historical foundational profile for African scientific, historical and epistemic sovereignty.", "search_keywords": [ "Cheikh Anta Diop", "Senegal", "history_science_epistemology", "foundational", "épistémologie", "Égypte", "Afrique", "histoire", "science" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-RESEARCH-CHEIKH-ANTA-DIOP" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Historical foundational profile for decolonial psychiatry, liberation theory and clinical-political analysis.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Frantz Fanon", "source_register": [], "facets": [] }, "evidence_strength": 80, "facets": [ "psychiatry", "decolonial", "Pan-African", "africa", "author", "caribbean", "decolonial_psychology", "psychiatrist", "researcher", "scientist" ], "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": 80 }, "positive_score": 89, "red_flags": [], "risk_components": { "R1": 10, "R2": 10, "R3": 12, "R4": 10, "R5": 8 }, "role_label": { "code": "builder", "label": "Bâtisseur de capacités" }, "score": 90, "score_explanation": "Historical foundational profile for decolonial psychiatry, liberation theory and clinical-political analysis.", "search_keywords": [ "Frantz Fanon", "Martinique / Algeria / Pan-African", "decolonial_psychiatry", "foundational", "Fanon", "psychologie", "colonialisme", "libération", "Algérie" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-RESEARCH-FANON" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "profile_type": "v58_expanded_public_launch_seed", "score_note": "Historical foundational profile for anti-colonial literature, négritude and colonialism critique.", "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", "references": [] }, "evidence_strength": 78, "facets": [ "author", "poet", "public_personality", "caribbean", "anti_colonial_theory", "literature", "anti_colonial", "Caribbean" ], "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": 89, "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": "Historical foundational profile for anti-colonial literature, négritude and colonialism critique.", "score_status": "provisional_public_seed", "search_keywords": [ "Aimé Césaire", "Martinique / Caribbean", "anti_colonial_theory", "architect", "author", "caribbean", "decolonial_literature_negritude", "literature", "poet", "public_personality", "Martinique", "negritude_anti_colonial", "foundational", "Martinique / Afrique", "authors_literature_art_media", "researcher_author" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-CESAIRE", "ACT-AUTHOR-AIME-CESAIRE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "nzola": { "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure.", "proofs": [], "claims": [] }, "profile_type": "v56_real_life_seed", "score_note": "Historical foundational profile for political economy, underdevelopment analysis and Caribbean-African liberation thought.", "source_needs": [ "official profile", "publication/output list", "institutional reports", "local adoption evidence", "right-of-reply when risk score is high", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "source_register": [], "title": "Walter Rodney", "references": [] }, "evidence_strength": 80, "facets": [ "author", "historian", "caribbean", "africa", "political_economy", "anti_imperial", "Pan-African" ], "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": 88, "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": "Historical foundational profile for political economy, underdevelopment analysis and Caribbean-African liberation thought.", "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", "Guyana / Tanzania / Pan-African", "political_economy_decolonial", "foundational", "How Europe Underdeveloped Africa", "économie politique", "panafricanisme" ], "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", "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-RODNEY", "ACT-RESEARCH-WALTER-RODNEY" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "profile_type": "v58_expanded_public_launch_seed", "score_note": "Historical mass-mobilization profile with major Pan-African influence; kept below the highest doctrinal anchor band.", "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", "references": [] }, "evidence_strength": 78, "facets": [ "public_personality", "author", "organizer", "caribbean", "pan_africanism", "diaspora", "Pan-African", "Caribbean" ], "name": "Marcus Garvey", "positive_components": { "A1": 84, "A10": 79, "A2": 92, "A3": 84, "A4": 79, "A5": 84, "A6": 99, "A7": 84, "A8": 84, "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": 18, "R2": 18, "R3": 18, "R4": 18, "R5": 8 }, "role_label": { "code": "architect", "label": "Architecte de souveraineté" }, "score": 86, "score_explanation": "Historical mass-mobilization profile with major Pan-African influence; kept below the highest doctrinal anchor band.", "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", "Jamaica / diaspora", "pan_african_mobilization", "foundational" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-RELIGION-MARCUS-GARVEY" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Historical political-sovereignty profile; score reflects symbolic, diplomatic and anti-capture significance.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Patrice Lumumba", "source_register": [], "facets": [] }, "evidence_strength": 78, "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": 78 }, "positive_score": 87, "red_flags": [], "risk_components": { "R1": 12, "R2": 10, "R3": 12, "R4": 12, "R5": 8 }, "role_label": { "code": "builder", "label": "Bâtisseur de capacités" }, "score": 86, "score_explanation": "Historical political-sovereignty profile; score reflects symbolic, diplomatic and anti-capture significance.", "search_keywords": [ "Patrice Lumumba", "DRC", "sovereignty_martyr_statecraft", "foundational", "Lumumba", "Congo", "RDC", "indépendance", "panafricanisme" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-HIST-LUMUMBA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Historical state-building and Pan-African institutional profile; strong but below the rare highest anchor band.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Kwame Nkrumah", "source_register": [], "facets": [] }, "evidence_strength": 78, "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": 78 }, "positive_score": 86, "red_flags": [], "risk_components": { "R1": 18, "R2": 10, "R3": 12, "R4": 18, "R5": 8 }, "role_label": { "code": "builder", "label": "Bâtisseur de capacités" }, "score": 88, "score_explanation": "Historical state-building and Pan-African institutional profile; strong but below the rare highest anchor band.", "search_keywords": [ "Kwame Nkrumah", "Ghana / Pan-African", "pan_african_statecraft", "foundational", "Nkrumah", "Ghana", "panafricanisme", "néocolonialisme", "industrialisation" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-HIST-NKRUMAH" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Kongo / historical", "spiritual_political_resistance" ], "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", "facets": [ "Kongo", "spiritual_resistance", "history" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-RELIGION-KIMPA-VITA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Tanzania", "ujamaa_pan_african_statecraft" ], "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", "facets": [ "statecraft", "Ujamaa", "Tanzania" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-JULIUS-NYERERE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "public_historical_profile_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Afrique du Sud", "foundational_doctrinal_index" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-FOUND-MANDELA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "liberation_statecraft" ], "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", "facets": [ "liberation", "Mozambique", "statecraft" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-SAMORA-MACHEL" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Guinea", "anti_colonial_statecraft", "mixed" ], "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", "facets": [ "statecraft", "Guinea", "anti_colonial" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-SEKOU-TOURE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "liberation_poetry_statecraft", "researcher_author" ], "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", "facets": [ "Angola", "liberation", "poet" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-AGOSTINHO-NETO" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 68, "facets": [ "tech_owner", "founder", "ceo", "telecoms", "foundation", "governance", "tech" ], "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", "Sudan / UK", "telecoms_governance", "business" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-MO-IBRAHIM" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "African diaspora", "authors_literature_art_media", "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 and political thinker. Evaluate psychology, education and power-analysis impact.", "visibility": "public", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-AMOS-WILSON" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-DRC-JOSEPH-KABILA", "name": "Joseph Kabila", "country": "RDC", "entity_type": "former_head_of_state_active_power_broker", "category": "historical_active_power_broker", "role_label": "Former president / historical-active sovereignty-risk profile", "score": 56, "positive_score": 56, "contribution_score": 56, "capture_risk_score": 48, "evidence_strength": 72, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "historical", "generation_group": "historical", "public_summary": "Former DRC president and historical-active power broker. Recalibrated less severely: public record includes resistance to Western and Chinese pressure, mining-code hardening, land-sale restrictions for foreigners, cancellation/review of colonial/asymmetrical contracts, pressure to reduce foreign military footprint and army reorganization. Major unresolved risks remain: governance opacity, Gertler tolerance/association concerns, accountability gaps, eastern-DRC allegations and residual network risks.", "summary": "Former DRC president and historical-active power broker. Recalibrated less severely: public record includes resistance to Western and Chinese pressure, mining-code hardening, land-sale restrictions for foreigners, cancellation/review of colonial/asymmetrical contracts, pressure to reduce foreign military footprint and army reorganization. Major unresolved risks remain: governance opacity, Gertler tolerance/association concerns, accountability gaps, eastern-DRC allegations and residual network risks.", "search_keywords": "Joseph Kabila RDC former_head_of_state_active_power_broker historical_active_power_broker Former president / active power broker under review historical_active former_currently_active DRC former president M23 sanctions", "class": { "label": "acteur historique-actif mixte / souveraineté partielle", "tone": "amber" }, "positive_components": [], "risk_components": [ "Serious allegations require source-linked legal review", "Distinguish accusation, sanction, inference and confirmed finding", "Right-of-reply record needed" ], "red_flags": [ "Serious allegations require source-linked legal review", "Distinguish accusation, sanction, inference and confirmed finding", "Right-of-reply record needed" ], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-DRC-JOSEPH-KABILA", "profile_type": "former_head_of_state_active_power_broker_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "sanctions records", "DRC government accusations and right of reply", "party records", "conflict reports", "court or official decisions" ], "critical_flags_uncertainties": [ "Do not score only through post-presidency accusations; include sovereignty-positive historical actions.", "Gertler tolerance/association and resource-governance opacity remain serious review points.", "Distinguish proven actions, allegations, sanctions, inference and right-of-reply.", "Serious allegations require source-linked legal review", "Distinguish accusation, sanction, inference and confirmed finding", "Right-of-reply record needed" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "African diaspora / USA", "pan_african_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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-RUNOKO-RASHIDI" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "black_psychology_racism_pathology", "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", "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": "Contested but influential voice in Black psychology and colonial violence critique. Requires careful source-linked review and contextualization.", "visibility": "public", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V67-AA-BOBBY-WRIGHT" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "historical", "lifecycle_status": "historical", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Consolidated public profile. EJCSK remains an exceptional active popular reserve with decades of community, spiritual, educational, publication and infrastructure contribution. The score is high but kept below the highest historical liberation-anchor band until source-linked evidence is complete.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "EJCSK / Église kimbanguiste — infrastructure communautaire souveraine", "source_register": [], "facets": [] }, "evidence_strength": 72, "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": 72 }, "positive_score": 90, "red_flags": [], "risk_components": { "R1": 8, "R2": 14, "R3": 12, "R4": 8, "R5": 8 }, "role_label": { "code": "architect", "label": "Architecte de souveraineté" }, "score": 88, "score_explanation": "Consolidated public profile. EJCSK remains an exceptional active popular reserve with decades of community, spiritual, educational, publication and infrastructure contribution. The score is high but kept below the highest historical liberation-anchor band until source-linked evidence is complete.", "search_keywords": [ "EJCSK / Église kimbanguiste — infrastructure communautaire souveraine", "RDC / diaspora", "active_popular_reserve", "active_builder", "EJCSK / Église kimbanguiste — infrastructure communautaire et souveraine", "EJCSK community and sovereign infrastructure" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Consolidated active-popular-reserve profile for EJCSK: decades of community infrastructure, education, publication, doctrine and continuity outside captured state capacity. High public contribution, still source-gated for final scoring.", "visibility": "public", "facets": [], "source_refs": [], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-INFRA-EJCSK", "ACT-ACTIVE-EJCSK-COMMUNITY-INFRA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Strong Kimbanguist civilizational infrastructure profile; kept distinct from EJCSK and capped until stronger source linking is attached.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Nkamba infrastructure and Kimbanguist civilizational network", "source_register": [], "facets": [] }, "evidence_strength": 68, "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": 68 }, "positive_score": 88, "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": "Strong Kimbanguist civilizational infrastructure profile; kept distinct from EJCSK and capped until stronger source linking is attached.", "search_keywords": [ "Nkamba infrastructure and Kimbanguist civilizational network", "RDC", "active_popular_reserve", "active_builder", "Nkamba community infrastructure and spiritual-city capacity" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.", "visibility": "public", "facets": [], "source_refs": [], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ACTIVE-NKAMBA-INFRASTRUCTURE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "prepublication_sources_needed" }, { "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": 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": [ "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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": "USK/CENA ecosystem profile. Strong sovereign epistemic and Mandombe capability contribution; held in the A band but below major historical anchors and EJCSK until documentation density improves.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "USK / CENA / infrastructure mandombe-kimbanguiste" }, "evidence_strength": 68, "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": 68 }, "positive_score": 86, "red_flags": [], "risk_components": { "R1": 12, "R2": 18, "R3": 10, "R4": 8, "R5": 4 }, "role_label": { "code": "builder", "label": "Bâtisseur de capacités" }, "score": 84, "score_explanation": "USK/CENA ecosystem profile. Strong sovereign epistemic and Mandombe capability contribution; held in the A band but below major historical anchors and EJCSK until documentation density improves.", "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Publication infrastructure profile with real sovereign epistemic value; score remains capped until output catalogue and usage metrics are linked.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "CEMA-USK Press / publications.cema-usk.press", "source_register": [], "facets": [] }, "evidence_strength": 62, "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": 62 }, "positive_score": 85, "red_flags": [], "risk_components": { "R1": 8, "R2": 14, "R3": 12, "R4": 8, "R5": 8 }, "role_label": { "code": "architect", "label": "Architecte de souveraineté" }, "score": 82, "score_explanation": "Publication infrastructure profile with real sovereign epistemic value; score remains capped until output catalogue and usage metrics are linked.", "search_keywords": [ "CEMA-USK Press / publications.cema-usk.press", "RDC", "active_popular_reserve", "active_builder", "CEMA-USK Press and publications infrastructure", "publication_repository_sovereignty" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Réserve populaire active: community infrastructure, education, publication, doctrine and continuity outside captured state capacity.", "visibility": "public", "facets": [], "source_refs": [], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ACTIVE-CEMA-USK-PRESS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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": 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": [ "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 66, "facets": [ "university", "research_institution", "education", "sovereign_knowledge_infrastructure", "public_interest_knowledge", "technology", "north_africa", "research_capacity" ], "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", "official institutional profile or biography", "publication/output record", "public actions or products", "right-of-reply where adverse or contested" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-MOHAMMED-VI-POLYTECH" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "trajectory_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "university", "caribbean", "research_capacity" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-MONA-CAMPUS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "university", "caribbean", "law", "governance" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-CAVE-HILL-CAMPUS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "university", "caribbean", "energy", "agriculture" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-ST-AUGUSTINE-CAMPUS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 60, "facets": [ "university", "research_institution", "education", "sovereign_knowledge_infrastructure", "public_interest_knowledge", "west_africa" ], "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", "official institutional profile or biography", "publication/output record", "public actions or products", "right-of-reply where adverse or contested" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-OAU-IFE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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": "Outputs must be linked to documents, datasets, institutions, technologies, publications, public policies, community adoption or verified case evidence.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete.", "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." ], "nsiku": { "claims": [], "summary": "Structural contribution/risk is assessed through capability, dependency, public protection and evidence discipline, not prestige alone.", "proofs": [] }, "nzola": { "claims": [], "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant", "official profile", "publication/output list", "institutional reports", "local adoption evidence", "right-of-reply when risk score is high" ], "title": "University of Guyana", "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" } ], "facets": [ "university", "research_institution", "caribbean", "public_university", "innovation" ] }, "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", "Guyana / Caribbean", "caribbean", "caribbean_university_research_innovation", "contributor", "innovation", "public_university", "research_institution", "university" ], "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", "facets": [ "university", "research_institution", "caribbean", "public_university", "innovation" ], "source_refs": [ "uog_research" ], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-GUYANA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "university", "caribbean", "small_island" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-FIVE-ISLANDS-CAMPUS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 54, "facets": [ "university", "research_institution", "education", "sovereign_knowledge_infrastructure", "public_interest_knowledge", "west_africa", "sahel" ], "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", "official institutional profile or biography", "publication/output record", "public actions or products", "right-of-reply where adverse or contested" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-OUAGADOUGOU" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "university", "caribbean", "diaspora" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-US-VIRGIN-ISLANDS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "capture_risk_score": 90, "category": "active_state_power_risk_profile", "class": { "label": "capture-risk constitutionnel extrême à instruire", "tone": "red" }, "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL 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.", "proofs": [], "claims": [] }, "critical_flags_uncertainties": [ "Extreme constitutional-capture risk to review.", "Foreign-priority and security-risk decisions require source-linked proof.", "Right-of-reply record missing.", "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "profile_type": "v58_expanded_public_launch_seed", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "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", "references": [] }, "evidence_strength": 74, "facets": [ "university", "research_institution", "education", "sovereign_knowledge_infrastructure", "public_interest_knowledge", "west_africa" ], "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": 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": [], "risk_components": { "R1": 21, "R2": 21, "R3": 21, "R4": 21, "R5": 8 }, "role_label": "President / executive power holder", "score": 26, "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "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", "official institutional profile or biography", "publication/output record", "public actions or products", "right-of-reply where adverse or contested" ], "source_refs": [ "arua_members", "aau_members", "university_official_site" ], "status": "starter_profile_source_linking_needed", "summary": "Current DRC president. Risk remains extreme because of constitutional-change concerns, foreign-priority security decisions, INRB/biosecurity underfunding, repression/detention concerns, M23/RDF civilian-protection failure, strategic agreement opacity and institutional capture risk.", "v58_tier": "expanded_launch_dataset", "visibility": "public", "contribution_score": 26, "public_summary": "Current DRC president. Risk remains extreme because of constitutional-change concerns, foreign-priority security decisions, INRB/biosecurity underfunding, repression/detention concerns, M23/RDF civilian-protection failure, strategic agreement opacity and institutional capture risk.", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-UNIV-FELIX-HOUPHOUET" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "legal_review_required_right_of_reply_required" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "media_funding_editorial_method_review_needed" }, { "capture_risk_score": 8, "category": "pan_african_sovereignty_media", "class": { "label": "bâtisseur de capacités", "tone": "green" }, "correction_pathway": "Corrections, counter-evidence, ownership/editorial information, archive URLs, correction-policy links and reviewer notes can update this profile.", "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": { "summary": "Assess concrete outputs: articles, dossiers, investigations, teaching material, public records and correction history.", "proofs": [] }, "critical_flags_uncertainties": [ "Exact official URL and archive must be linked.", "Ownership/funding/editorial-method page still to attach.", "Correction policy and right-of-reply channel should be documented.", "Score can be revised if evidence shows hidden dependency, partisan capture, source fabrication or correction failure." ], "nsiku": { "summary": "Assess editorial rules, correction discipline, transparency and anti-capture boundaries.", "claims": [ "Sovereignty-first framing", "Anti-capture and anti-imperial analysis", "Requires transparent editorial and correction metadata for final hard score" ] }, "nzola": { "summary": "Assess whether coverage protects African publics from manipulation, fracture, foreign capture and internalized blame.", "claims": [ "Political education and public-interest framing", "Stronger alignment with African sovereignty than Western/geostrategic media ecosystems" ] }, "profile_type": "sovereignty_media_platform_profile", "references": [], "score_note": "Upgraded from placeholder: PASO treats The Spear as a sovereignty-aligned media/research platform, with higher provisional contribution and lower capture-risk than Western-aligned narrative platforms. Public source linking remains required.", "source_needs": [ "official website / archive", "editorial method or mission page", "ownership/funding transparency where available", "correction/right-of-reply policy", "sample dossiers or articles demonstrating sovereignty analysis" ], "title": "The Spear / African politics media platform" }, "evidence_strength": 64, "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": "source_linking_to_complete", "summary": "Plateforme média à documenter: orientation éditoriale, financement, exactitude, contribution à clarté souveraine, risque de fracture ou amplification non vérifiable.", "visibility": "public", "contribution_score": 72, "role": "Sovereignty-aligned research/media platform", "public_summary": "Pan-African sovereignty-oriented media/research platform. Scored higher because its editorial orientation is explicitly decolonial, sovereignty-focused and public-interest aligned. Final score still requires public URL, ownership/editorial-method page, correction policy and archive linking.", "alignment_note": "Public-interest sovereignty profile, not PASO membership or endorsement. Higher contribution score reflects visible orientation toward African sovereignty, anti-capture analysis and political education; evidence score remains provisional until exact source URLs and editorial metadata are linked.", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "legal_review_required_right_of_reply_required" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "institutional_current", "lifecycle_status": "active_current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "legal_review_required_right_of_reply_required" }, { "capture_risk_score": 0, "category": "builders_architecture_intelligence", "class": { "label": "architecte de souveraineté", "tone": "green" }, "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL 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": { "summary": "Assess concrete outputs: publications, curricula, doctoral-school architecture, PASO/Mfuma implementation where applicable, research infrastructure, public tools and citation records.", "proofs": [ "Ma-Ma-Kia-Wa-Nga methodological framework", "Mandombe-centered epistemology and cognitive sovereignty work", "MEN-D / USK / CENA institutional research architecture", "Decolonial psychology, psychiatry and clinical-cultural frameworks", "AI, cyber, quantum and sovereign knowledge-infrastructure proposals", "PASO/Mfuma evidence, protection, correction and public-intelligence architecture where explicitly adopted" ] }, "critical_flags_uncertainties": [ "Do not imply personal endorsement of PASO dossiers, scores, legal claims or public positions unless explicitly confirmed." ], "nsiku": { "summary": "Assess the rule-system contribution: methodology, attribution discipline, anti-capture architecture, correction logic and institutional deployment.", "claims": [ "Ma-Ma-Kia-Wa-Nga and Mandombe-informed reasoning frameworks", "African epistemology-centered research design", "MEN-D/USK/CENA institutional architecture" ] }, "nzola": { "summary": "Assess whether the work protects epistemic dignity, community capability, protected sources, learners and African institutions from extraction or erasure.", "claims": [ "Community-rooted knowledge production", "Protection-first public evidence model", "Psychological/clinical and educational sovereignty" ] }, "profile_type": "sovereign_knowledge_architect_profile", "references": [ { "label": "ORCID profile", "url": "https://orcid.org/0009-0004-9484-3435", "type": "researcher_identifier" }, { "label": "Google Scholar profile", "url": "https://scholar.google.com/citations?view_op=list_works&hl=fr&user=pE6Lu20AAAAJ&pagesize=80&sortby=pubdate", "type": "scholarly_profile" } ], "score_note": "Current sovereign knowledge-system architect profile. Recalibrated to remain visibly strong but slightly below Cabral/Malcolm and the highest historical anchor band; score reflects structural methodology, MEN-D/USK/CENA architecture, Mandombe epistemology, PASO/Mfuma adoption and applied AI/cyber/clinical sovereignty work without overexposing the person as the dashboard’s top target.", "source_needs": [ "ORCID: https://orcid.org/0009-0004-9484-3435", "Google Scholar: https://scholar.google.com/citations?view_op=list_works&hl=fr&user=pE6Lu20AAAAJ&pagesize=80&sortby=pubdate", "Public links to specific works: Ma-Ma-Kia-Wa-Nga, Mandombe epistemology, MEN-D/USK/CENA architecture, decolonial psychology/psychiatry, AI/cyber/quantum sovereignty", "PASO pages or modules that explicitly adopt/adapt the framework, clearly marked as PASO usage", "Independent reviews, citations, institutional program documents and adoption records" ], "title": "Kibavuidi Nsiangani", "attribution_rule": "Important independence note: PASO may adopt, adapt, cite or operationalize ideas from this work. That does not imply that the researchers personally authored, approved or endorses every PASO page, dossier, score, claim, correction decision or public action." }, "evidence_strength": 78, "facets": [ "ai", "author", "ceo", "cybersecurity", "institution_builder", "mandombe", "methodology", "researcher", "scientist", "sovereign_architect", "tech_owner" ], "name": "Kibavuidi Nsiangani / K. Nsiangani", "orcid": "https://orcid.org/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": 78 }, "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": "Sovereign knowledge-system architect", "score": 86, "score_explanation": "Current sovereign knowledge-system architect profile. Recalibrated to remain visibly strong but slightly below Cabral/Malcolm and the highest historical anchor band; score reflects structural methodology, MEN-D/USK/CENA architecture, Mandombe epistemology, PASO/Mfuma adoption and applied AI/cyber/clinical sovereignty work without overexposing the person as the dashboard’s top target.", "search_keywords": "Kibavuidi Nsiangani K Nsiangani sovereign architect PASO Mfuma MEN-D USK CENA Mandombe Ma-Ma-Kia-Wa-Nga epistemology AI cybersecurity quantum psychology psychiatry doctoral schools ORCID Scholar", "source": "seed", "status": "active_institutional_profile_source_linked", "summary": "Researcher, architect of sovereign knowledge systems and African epistemology-centered methodologies. The profile covers published and applied work on Mandombe-based epistemology, Ma-Ma-Kia-Wa-Nga reasoning, decolonial research design, sovereign academic infrastructure, AI/cyber/quantum-oriented capability, and psychological, clinical and institutional frameworks for African self-determination. PASO uses or adapts some of these frameworks as methodological inspiration and operational architecture; this adoption does not mean the author formally endorses every PASO position, dossier, score or public conclusion.", "visibility": "public", "lifecycle_status": "active_current", "generation_group": "current", "contribution_score": 89, "public_summary": "Current sovereign knowledge-system architect profile for African epistemology-centered scientific methods and institutional research architecture. The score is intentionally realistic: strong enough to reflect structural contribution, below the highest historical anchors, and separated from PASO endorsement or authorship of every public dossier.", "google_scholar": "https://scholar.google.com/citations?view_op=list_works&hl=fr&user=pE6Lu20AAAAJ&pagesize=80&sortby=pubdate", "adoption_evidence": [ "Official program of four doctoral schools", "PASO adoption and implementation of the same frameworks", "MEN-D / USK / CENA institutional architecture and researcher ecosystem", "Public ORCID profile", "Public Google Scholar profile", "Framework deployment in PASO modules, scoring logic, dossiers and methodology pages" ], "profile_scope_note": "This profile documents a body of work and its influence/adoption. It should not over-brand the person as PASO. PASO is one adopter/user of the frameworks, not the owner of the author's intellectual responsibility.", "adoption_disclaimer": "Important independence note: PASO may adopt, adapt, cite or operationalize ideas from this work. That does not imply that Kibavuidi Nsiangani personally authored, approved or endorses every PASO page, dossier, score, claim, correction decision or public action.", "works_to_quote_or_link": [ "Ma-Ma-Kia-Wa-Nga methodological framework", "Mandombe-centered epistemology and cognitive sovereignty work", "MEN-D / USK / CENA institutional research architecture", "Decolonial psychology, psychiatry and clinical-cultural frameworks", "AI, cyber, quantum and sovereign knowledge-infrastructure proposals", "PASO/Mfuma evidence, protection, correction and public-intelligence architecture where explicitly adopted" ], "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable", "score_status": "active_institutional_profile_source_linked" }, { "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": "Current individual profiles are capped below the highest historical liberation-anchor band unless independently reviewed and source-finalized.", "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": 86, "score_explanation": "Current individual profiles are capped below the highest historical liberation-anchor band unless independently reviewed and source-finalized.", "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", "generation_group": "current", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "nzola": { "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure.", "proofs": [], "claims": [] }, "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", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "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", "references": [] }, "evidence_strength": 74, "facets": [ "author", "historian", "university_leader", "caribbean", "reparations", "policy", "UWI" ], "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", "reparations_university_leadership", "researcher_author" ], "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", "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-CULTURE-HILARY-BECKLES" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "A", "public_tier": "Sovereign Architect / High Autonomy Capable" }, { "entity_id": "ACT-ARCH-PASO-MFUMA", "name": "PASO / Mfuma sovereign intelligence architecture", "country": "Pan-African / diaspora", "entity_type": "architecture_intelligence_builder", "category": "builders_architecture_intelligence", "role_label": "Public-intelligence architecture", "score": 84, "positive_score": 84, "contribution_score": 84, "capture_risk_score": 8, "evidence_strength": 58, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Architecture/intelligence builder profile for PASO/Mfuma-type work: public evidence mapping, dossiers, correction, right of reply, source protection, sovereign scoring and civic action pathways.", "summary": "Architecture/intelligence builder profile for PASO/Mfuma-type work: public evidence mapping, dossiers, correction, right of reply, source protection, sovereign scoring and civic action pathways.", "search_keywords": "PASO / Mfuma sovereign intelligence architecture Pan-African / diaspora architecture_intelligence_builder builders_architecture_intelligence Public-intelligence architecture active_current current architecture intelligence PASO Mfuma public evidence", "class": { "label": "bâtisseur de capacités", "tone": "green" }, "positive_components": [], "risk_components": [ "Must maintain correction discipline and protected-source separation", "Institutional governance still to formalize" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-ARCH-PASO-MFUMA", "profile_type": "architecture_intelligence_builder_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "public methodology pages", "module maps", "dossier archive", "correction logs", "version history" ], "critical_flags_uncertainties": [ "Must maintain correction discipline and protected-source separation", "Institutional governance still to formalize" ], "nsiku": { "summary": "Assess rules, correction discipline, protection doctrine, anti-capture design and transparent scoring.", "claims": [] }, "nzola": { "summary": "Assess whether the architecture protects vulnerable populations and contributors while enabling public action.", "claims": [] }, "bisalu": { "summary": "Assess concrete modules, dossiers, maps, evidence matrices, indexes and legal/public action outputs.", "proofs": [] }, "references": [] }, "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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": 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": [ "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 76, "facets": [ "author", "historian", "linguist", "researcher", "egyptology", "african_history", "history", "linguistics", "African_classics" ], "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", "Congo-Brazzaville", "history_linguistics_epistemology", "foundational", "authors_literature_art_media", "researcher_author" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-THEOPHILE-OBENGA", "ACT-AUTHOR-THEOPHILE-OBENGA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "active_high_public_interest_sources_required" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "A-", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 74, "facets": [ "scientist", "public_health", "researcher", "woman_scientist", "health", "South Africa" ], "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", "public_health_hiv", "researcher_author", "Afrique du Sud", "science_research", "active_builder" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-SCIENTIST-QUIARRAISHA", "ACT-SCI-ABDOL-KARIM-Q" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "alignment_note": "This is a political-leadership profile. It is not a popularity ranking and not a claim of PASO endorsement. Contribution and capture-risk require review of public actions, party governance, parliamentary conduct, land/resource positions, anti-imperial consistency, anti-fracture conduct and institutional outputs.", "capture_risk_score": 22, "category": "active_pan_african_political_leadership", "class": { "label": "leader panafricain fort / capture faible-moyenne", "tone": "green" }, "correction_pathway": "Corrections, public speeches, policy documents, party records, parliamentary actions, legal records, source links and right-of-reply material can update the profile.", "country": "South Africa", "entity_id": "ACT-V66-POLICY-JULIUS-MALEMA", "entity_type": "political_leader", "evidence_profile": { "actor_id": "ACT-V66-POLICY-JULIUS-MALEMA", "bisalu": { "summary": "Assess concrete political outputs: laws, motions, public mobilization, protection actions, land/resource policy, institutional reform and community outcomes.", "proofs": [], "claims": [] }, "critical_flags_uncertainties": [ "Low-to-medium capture-risk, not zero risk.", "Use behavioral indicators, not clinical diagnosis.", "Monitor party governance, strategic discipline, anti-xenophobia consistency and institutional outputs.", "Requires source-linked record of speeches, parliamentary actions, party decisions and policy outputs.", "Monitor anti-fracture discipline, anti-xenophobia consistency, party governance, corruption risk and strategic intelligence.", "Do not use clinical labels; use behavioral indicators only." ], "nsiku": { "summary": "Assess leadership discipline, party governance, constitutional practice, anti-capture safeguards and policy consistency.", "claims": [], "proofs": [] }, "nzola": { "summary": "Assess sensitivity to public suffering, anti-xenophobia, African-protection behavior, willingness to accept personal cost and anti-fracture conduct.", "claims": [], "proofs": [] }, "profile_type": "political_leadership_profile", "references": [], "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "EFF policy documents", "parliamentary record", "public speeches with dates", "legal/court records where relevant", "independent African analyses and right-of-reply material" ], "title": "Julius Malema", "source_register": [], "facets": [] }, "evidence_strength": 72, "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": 78, "red_flags": [], "risk_components": { "R1": 42, "R2": 42, "R3": 42, "R4": 42, "R5": 8 }, "role_label": "Pan-African political leader", "score": 78, "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "search_keywords": [ "Julius Malema EFF South Africa Pan-African political leader redistribution land anti-imperialism active current" ], "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": "source_linking_to_complete", "summary": "South African Pan-African political leader. Capture-risk recalibrated as low-to-medium rather than very low: visible empathy toward African suffering, public risk-taking and willingness to sacrifice comfort/prestige for ideals are positive anti-sadism/anti-narcissism behavioral indicators, but political leadership still requires monitoring of party governance, strategy, anti-fracture discipline and institutional outputs.", "visibility": "public", "role": "Political leader", "public_summary": "South African Pan-African political leader. Capture-risk recalibrated as low-to-medium rather than very low: visible empathy toward African suffering, public risk-taking and willingness to sacrifice comfort/prestige for ideals are positive anti-sadism/anti-narcissism behavioral indicators, but political leadership still requires monitoring of party governance, strategy, anti-fracture discipline and institutional outputs.", "contribution_score": 78, "lifecycle_status": "active_current", "generation_group": "current", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-JULIUS-MALEMA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 70, "facets": [ "scientist", "researcher", "internet", "digital_sovereignty", "ghana", "tech", "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", "Ghana", "active_builder" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-NII-QUAYNOR" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 74, "facets": [ "scientist", "public_health", "researcher", "health_policy", "South Africa" ], "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", "Afrique du Sud", "science_research", "active_builder", "public_health_hiv", "researcher_author" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-SCI-ABDOL-KARIM-S", "ACT-V66-SCIENTIST-SALIM-KARIM" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "scientist", "public_personality", "biodiversity", "governance_review" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-SCIENTIST-AMINA-GURIB-FAKIM" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-ARCH-THE-SPEAR", "name": "The Spear / sovereignty media-intelligence platform", "country": "Africa / diaspora", "entity_type": "architecture_intelligence_builder", "category": "builders_architecture_intelligence", "role_label": "Sovereignty media-intelligence platform", "score": 76, "positive_score": 76, "contribution_score": 76, "capture_risk_score": 8, "evidence_strength": 66, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Sovereignty-aligned media/intelligence platform. Profile tracks rigorous African sovereignty analysis, political education, anti-capture orientation and public reasoning discipline.", "summary": "Sovereignty-aligned media/intelligence platform. Profile tracks rigorous African sovereignty analysis, political education, anti-capture orientation and public reasoning discipline.", "search_keywords": "The Spear / sovereignty media-intelligence platform Africa / diaspora architecture_intelligence_builder builders_architecture_intelligence Sovereignty media-intelligence platform active_current current The Spear sovereignty media intelligence", "class": { "label": "bâtisseur de capacités", "tone": "green" }, "positive_components": [], "risk_components": [ "Final hard score requires URL and archive linking", "Monitor funding independence and correction discipline" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-ARCH-THE-SPEAR", "profile_type": "architecture_intelligence_builder_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "official URL/archive", "editorial method", "ownership/funding transparency", "correction policy", "sample dossiers" ], "critical_flags_uncertainties": [ "Final hard score requires URL and archive linking", "Monitor funding independence and correction discipline" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 62, "facets": [ "tech_owner", "founder", "ceo", "software", "woman_tech", "cameroon", "tech", "entrepreneur", "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", "Cameroon / diaspora", "technology_entrepreneurship", "business" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-REBECCA-ENONCHONG" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 70, "facets": [ "scientist", "chemist", "researcher", "woman_scientist", "chemistry", "South Africa" ], "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", "Lesotho / South Africa", "chemistry_photodynamic_therapy", "researcher_author", "chimie", "photodynamic therapy", "Afrique du Sud" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-SCIENTIST-TEBELLO-NYOKONG", "ACT-RESEARCH-TEBELLO-NYOKONG" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B+", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 68, "facets": [ "author", "psychologist", "researcher", "diaspora", "african_psychology", "psychology", "African_centered" ], "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", "United States / diaspora", "foundational" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-WADE-NOBLES" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "literature_decolonial_memory", "foundational" ], "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", "facets": [ "author", "literature", "decolonial_memory" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-CHINUA-ACHEBE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 60, "facets": [ "tech_owner", "founder", "software", "ghana", "pan_african_tech", "tech", "Ghana" ], "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", "software_business", "business" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-HERMAN-CHINERY-HESSE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "nzola": { "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure.", "proofs": [], "claims": [] }, "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", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "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", "references": [] }, "evidence_strength": 76, "facets": [ "scientist", "researcher", "author", "ai", "cognitive_science", "algorithmic_audit", "AI", "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", "Ethiopia / diaspora", "ai_audit_cognitive_science" ], "source": "seed", "source_refs": [ "abeba_profile" ], "status": "prepublication_sources_needed", "summary": "Cognitive scientist researching AI accountability, audits and power asymmetries.", "visibility": "public", "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-ABEBA-BIRHANE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 70, "facets": [ "author", "philosopher", "caribbean", "culture", "decolonial_theory", "Caribbean", "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", "Martinique", "caribbean_relation_thought", "foundational" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-GLISSANT" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 70, "facets": [ "author", "researcher", "afrocentricity", "epistemology", "diaspora", "Afrocentricity", "scholar" ], "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", "African diaspora", "authors_literature_art_media", "researcher_author", "United States / diaspora", "afrocentric_theory" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "DOI/ISBN/URL/ORCID or official profile", "representative works/actions", "institutional output or public impact evidence", "correction/right-of-response record where relevant", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-MOLEFI-ASANTE", "ACT-V67-AA-MOLEFI-ASANTE", "ACT-V66-INTELLECTUAL-MOLEFI-ASANTE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "entity_id": "ACT-POL-SENEGAL-OUSMANE-SONKO", "name": "Ousmane Sonko", "country": "Senegal", "entity_type": "political_leader", "category": "active_reformist_political_leadership", "role_label": "Prime minister / political leader", "score": 70, "positive_score": 70, "contribution_score": 70, "capture_risk_score": 30, "evidence_strength": 64, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Senegalese political leader. Profile tracks anti-capture rhetoric, public mobilization, reform strategy, institutional discipline and actual delivery under power.", "summary": "Senegalese political leader. Profile tracks anti-capture rhetoric, public mobilization, reform strategy, institutional discipline and actual delivery under power.", "search_keywords": [ "Ousmane Sonko Senegal political_leader active_reformist_political_leadership Prime minister / political leader active_current current Senegal Pan-African reform", "Ousmane Sonko", "Senegal", "sovereignty_reform_politics", "mixed" ], "class": { "label": "contributeur utile sous revue", "tone": "green" }, "positive_components": [], "risk_components": [ "High mobilization; delivery and institutional discipline require monitoring", "Polarization risk to review" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-SENEGAL-OUSMANE-SONKO", "profile_type": "political_leader_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "policy program", "parliament/government record", "public speeches", "rights/civil-liberties review", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "critical_flags_uncertainties": [ "High mobilization; delivery and institutional discipline require monitoring", "Polarization risk to review", "Source-linked profile still incomplete." ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [], "proofs": [] }, "nzola": { "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "claims": [], "proofs": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [], "claims": [] }, "references": [], "source_register": [], "facets": [] }, "facets": [ "politics", "Senegal", "reform" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-OUSMANE-SONKO" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "B", "public_tier": "Capacity Builder / Self-Sustaining" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Botswana / South Africa", "literature_social_memory" ], "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", "facets": [ "author", "literature", "southern_africa" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-BESSIE-HEAD" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "music_political_resistance", "foundational" ], "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", "facets": [ "artist", "music", "resistance" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-CULTURE-FELA-KUTI" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "nzola": { "summary": "Public value is measured by whether the actor protects people, expands capacity, corrects dependency, or improves sovereign knowledge infrastructure.", "proofs": [], "claims": [] }, "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", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "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", "references": [] }, "evidence_strength": 74, "facets": [ "scientist", "researcher", "author", "ai", "algorithms", "social_impact", "AI", "justice" ], "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", "Ethiopia / diaspora", "algorithms_justice" ], "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", "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-REDIET-ABEBE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 66, "facets": [ "scientist", "immunology", "malaria", "public_health", "woman_scientist", "Cameroon" ], "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", "Cameroun", "paludisme", "santé publique", "malaria_immunology_public_health", "researcher_author" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-RESEARCH-ROSE-LEKE", "ACT-V66-SCIENTIST-ROSE-LEKE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Nigeria / diaspora", "literature_public_discourse" ], "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", "facets": [ "author", "public_speaker", "diaspora" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-CHIMAMANDA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-US-CORNEL-WEST", "name": "Cornel West", "country": "United States / African diaspora", "entity_type": "diaspora_political_intellectual", "category": "active_diaspora_political_voice", "role_label": "Diaspora political-intellectual leader", "score": 68, "positive_score": 68, "contribution_score": 68, "capture_risk_score": 20, "evidence_strength": 70, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "African-diaspora political-intellectual voice. Profile tracks anti-imperial consistency, public moral critique, democratic accountability and limits of institutional implementation.", "summary": "African-diaspora political-intellectual voice. Profile tracks anti-imperial consistency, public moral critique, democratic accountability and limits of institutional implementation.", "search_keywords": "Cornel West United States / African diaspora diaspora_political_intellectual active_diaspora_political_voice Diaspora political-intellectual leader active_current current United States diaspora political thought", "class": { "label": "contributeur utile sous revue", "tone": "green" }, "positive_components": [], "risk_components": [ "High moral/intellectual contribution; state-building outputs limited", "Source-linked policy review needed" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-US-CORNEL-WEST", "profile_type": "diaspora_political_intellectual_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "books/publications", "campaign materials", "public speeches", "policy documents" ], "critical_flags_uncertainties": [ "High moral/intellectual contribution; state-building outputs limited", "Source-linked policy review needed" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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, laboratories, standards and local capabilities.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete.", "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." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency. The seed is provisional until claims are linked to sources and reviewed.", "proofs": [] }, "nzola": { "claims": [], "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.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant", "ownership/governance context" ], "title": "Francisca Nneka Okeke", "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/" } ], "facets": [ "scientist", "physicist", "researcher", "woman_scientist", "university" ] }, "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", "contributor", "physicist", "physics_space_weather_science", "researcher", "scientist", "university", "woman_scientist", "physics_science", "physics_space_science", "researcher_author" ], "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", "facets": [ "scientist", "physicist", "researcher", "woman_scientist", "university", "physics", "Nigeria", "women_in_science" ], "source_refs": [ "openalex", "orcid" ], "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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", "official institutional profile or biography", "publication/output record", "public actions or products", "right-of-reply where adverse or contested" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-SCIENCE-FRANCISCA-OKEKE", "ACT-SCI-FRANCISCA-NNEKA-OKEKE", "ACT-V66-SCIENTIST-FRANCISCA-OKEKE", "ACT-SCIENTIST-FRANCISCA-OKEKES" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "literature_public_intellectual" ], "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", "facets": [ "author", "public_intellectual", "literature", "Nigeria" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-WOLE-SOYINKA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "United States / diaspora", "pan_african_history", "foundational", "africana_history_pan_africanism" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Pan-African historian and public educator. Source-link publications and lectures.", "visibility": "public", "facets": [ "historian", "Pan-African", "diaspora" ], "source_refs": [], "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", "DOI/ISBN/URL/ORCID or official profile", "representative works/actions", "institutional output or public impact evidence", "correction/right-of-response record where relevant" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-JOHN-HENRIK-CLARKE", "ACT-V67-AA-JOHN-HENRIK-CLARKE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "B-", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "public_historical_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "entity_id": "ACT-POL-US-BARBARA-LEE", "name": "Barbara Lee", "country": "United States / African diaspora", "entity_type": "political_leader", "category": "active_diaspora_public_official", "role_label": "Diaspora public official / anti-war leader", "score": 64, "positive_score": 64, "contribution_score": 64, "capture_risk_score": 22, "evidence_strength": 72, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "African-diaspora public official. Profile tracks anti-war record, civil-rights contribution, Africa-policy positions and institutional limits inside U.S. party structures.", "summary": "African-diaspora public official. Profile tracks anti-war record, civil-rights contribution, Africa-policy positions and institutional limits inside U.S. party structures.", "search_keywords": "Barbara Lee United States / African diaspora political_leader active_diaspora_public_official Diaspora public official / anti-war leader active_current current United States diaspora anti-war", "class": { "label": "contributeur utile sous revue", "tone": "green" }, "positive_components": [], "risk_components": [ "Institutional-party constraints to review", "US-state context limits sovereignty alignment" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-US-BARBARA-LEE", "profile_type": "political_leader_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "Congressional voting record", "public speeches", "Africa-policy actions", "rights records" ], "critical_flags_uncertainties": [ "Institutional-party constraints to review", "US-state context limits sovereignty alignment" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "South Africa", "culture_liberation", "foundational" ], "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", "facets": [ "artist", "anti_apartheid", "culture" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-CULTURE-MIRIAM-MAKEBA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 68, "facets": [ "tech_owner", "founder", "ceo", "telecoms", "philanthropy", "business", "tech" ], "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", "Zimbabwe / diaspora", "telecoms_philanthropy" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-STRIVE-MASIYIWA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "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", "United Kingdom / Africa-focused", "historian_author", "researcher_author" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-BASIL-DAVIDSON" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-DRC-FORTIFI-LUSHIMA", "name": "Fortifi Lushima", "country": "RDC", "entity_type": "young_political_activist", "category": "young_pan_african_leadership_watchlist", "role_label": "Young Pan-African activist / political communicator", "score": 62, "positive_score": 62, "contribution_score": 62, "capture_risk_score": 24, "evidence_strength": 52, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Congolese young Pan-African activist. Promising sovereignty vision and public courage, but strategy, psychological discipline, intelligence method, evidence handling and long-term behavioral pattern still require observation.", "summary": "Congolese young Pan-African activist. Promising sovereignty vision and public courage, but strategy, psychological discipline, intelligence method, evidence handling and long-term behavioral pattern still require observation.", "search_keywords": "Fortifi Lushima RDC young_political_activist young_pan_african_leadership_watchlist Young Pan-African activist / political communicator active_current current RDC young leader Pan-African Urgences Panafricanistes", "class": { "label": "contributeur utile sous revue", "tone": "green" }, "positive_components": [], "risk_components": [ "Promising but still under observation", "Strategic and intelligence discipline still to evaluate", "Source-linking incomplete" ], "red_flags": [], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-DRC-FORTIFI-LUSHIMA", "profile_type": "young_political_activist_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "public speeches/interviews", "published writings", "detention/abduction reports", "movement documents", "right-of-reply material" ], "critical_flags_uncertainties": [ "Promising but still under observation", "Strategic and intelligence discipline still to evaluate", "Source-linking incomplete" ], "nsiku": { "summary": "Assess strategic discipline, evidence use, coalition judgment, operational security and resistance to foreign capture.", "claims": [] }, "nzola": { "summary": "Assess whether rhetoric protects people, avoids fracture and turns anger into useful protection strategy.", "claims": [] }, "bisalu": { "summary": "Assess concrete outputs: publications, organizing, education, networks, lawful action and protection results.", "proofs": [] }, "references": [] }, "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "literature_feminist_memory", "foundational" ], "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", "facets": [ "author", "feminist_thought", "Ghana" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-AMA-ATA-AIDOO" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "public_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "South Africa", "literature_anti_apartheid" ], "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", "facets": [ "author", "anti_apartheid", "South Africa" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-NADINE-GORDIMER" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "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", "Cameroun / Afrique", "authors_literature_art", "researcher_author" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ACTIVE-ACHILLE-MBEMBE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "African diaspora / USA", "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": "Black feminist educator/theorist. Evaluate pedagogy, love, domination critique and public education impact.", "visibility": "public", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-BELL-HOOKS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-BURKINA-IBRAHIM-TRAORE", "name": "Ibrahim Traoré", "country": "Burkina Faso", "entity_type": "head_of_state_military_transition", "category": "active_military_pan_african_power", "role_label": "Military transition leader / sovereignty figure", "score": 60, "positive_score": 60, "contribution_score": 60, "capture_risk_score": 52, "evidence_strength": 64, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Burkina Faso transition leader. Profile tracks anti-French sovereignty posture, self-reliance projects and Pan-African symbolism alongside military-rule, civil-liberties, security and accountability risks.", "summary": "Burkina Faso transition leader. Profile tracks anti-French sovereignty posture, self-reliance projects and Pan-African symbolism alongside military-rule, civil-liberties, security and accountability risks.", "search_keywords": [ "Ibrahim Traoré Burkina Faso head_of_state_military_transition active_military_pan_african_power Military transition leader / sovereignty figure active_current current Burkina Faso AES Pan-African military transition", "Ibrahim Traoré", "Burkina Faso", "sovereignty_security_statecraft", "mixed" ], "class": { "label": "acteur mixte / sous revue", "tone": "amber" }, "positive_components": [], "risk_components": [ "Military-rule risk", "Civil-liberties and accountability concerns require review", "High symbolic contribution does not erase governance risks" ], "red_flags": [ "Military-rule risk", "Civil-liberties and accountability concerns require review", "High symbolic contribution does not erase governance risks" ], "score_explanation": "Public provisional score. It separates active contribution, capture-risk, behavioral risk markers, source quality, right of reply and evidence strength. This is not a clinical diagnosis and not a final legal finding.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-BURKINA-IBRAHIM-TRAORE", "profile_type": "head_of_state_military_transition_profile", "score_note": "Provisional public profile. Historical and currently active figures are separated through lifecycle_status and generation_group.", "source_needs": [ "official transition records", "security/civilian protection reports", "economic/self-reliance outputs", "rights reports", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "critical_flags_uncertainties": [ "Military-rule risk", "Civil-liberties and accountability concerns require review", "High symbolic contribution does not erase governance risks", "Source-linked profile still incomplete." ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [], "proofs": [] }, "nzola": { "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "claims": [], "proofs": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [], "claims": [] }, "references": [], "source_register": [], "facets": [] }, "facets": [ "statecraft", "Burkina Faso", "sovereignty" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-IBRAHIM-TRAORE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "C+", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Nigeria / UK", "literature_imagination" ], "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", "facets": [ "author", "literature", "diaspora" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-BEN-OKRI" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 62, "facets": [ "tech_owner", "founder", "public_policy", "anti_counterfeit", "ghana", "tech", "policy", "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", "anti_counterfeit_policy_tech", "business" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-TECH-BRIGHT-SIMONS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "United States / diaspora", "african_centered_cultural_theory", "african_centered_critique" ], "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", "facets": [ "African_centered", "diaspora", "theory" ], "source_refs": [], "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", "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V67-AA-MARIMBA-ANI", "ACT-V66-INTELLECTUAL-MARIMBA-ANI" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "African diaspora / USA", "public_intellectual" ], "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", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-AUTHOR-ANGELA-DAVIS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "facets": [ "scientist", "education", "university_leadership" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-SCIENTIST-MAMOKGETHI-PHAKENG" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 70, "facets": [ "economist", "public_personality", "governance", "global_institutions", "global_governance", "Nigeria", "economics" ], "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", "Nigeria / global", "global_economic_governance", "Nigeria / global trade", "finance_global_governance" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-NGOZI-OKONJO-IWEALA", "ACT-ACTIVE-NGOZI-OKONJO-IWEALA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "Zimbabwe / diaspora", "literature_diaspora" ], "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", "facets": [ "author", "diaspora", "literature" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-NOVIOLET" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "african_centered_psychology" ], "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", "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 psychologist. Evaluate mental health, education and African-centered psychology contribution.", "visibility": "public", "facets": [ "psychology", "diaspora", "African_centered" ], "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-INTELLECTUAL-NAIM-AKBAR" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-NIGERIA-PETER-OBI", "name": "Peter Obi", "country": "Nigeria", "entity_type": "political_leader", "category": "active_reformist_political_leadership", "role_label": "Opposition political leader / 50-50 capture-risk profile", "score": 55, "positive_score": 55, "contribution_score": 55, "capture_risk_score": 50, "evidence_strength": 60, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Nigerian political leader. Recalibrated as roughly 50/50 capture-risk: reformist and technocratic credibility are real assets, but Western/market validation, elite institutional circuits and limited sovereignty architecture remain open questions. Score should move with evidence of anti-capture safeguards, economic sovereignty and protection of ordinary people.", "summary": "Nigerian political leader. Recalibrated as roughly 50/50 capture-risk: reformist and technocratic credibility are real assets, but Western/market validation, elite institutional circuits and limited sovereignty architecture remain open questions. Score should move with evidence of anti-capture safeguards, economic sovereignty and protection of ordinary people.", "search_keywords": "Peter Obi Nigeria political_leader active_reformist_political_leadership Opposition political leader active_current current Nigeria opposition youth mobilisation", "class": { "label": "réformiste 50/50 capture-risk", "tone": "amber" }, "positive_components": [], "risk_components": [ "Technocratic reform may not equal sovereignty architecture", "Source-linked review required" ], "red_flags": [], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-NIGERIA-PETER-OBI", "profile_type": "political_leader_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "party platform", "public record as governor", "election/court records", "policy statements", "right-of-reply" ], "critical_flags_uncertainties": [ "Capture-risk approximately balanced: neither high-trust nor hostile by default.", "Technocratic reform does not automatically equal sovereignty architecture.", "Monitor donor/market alignment and independent public-protection program.", "Technocratic reform may not equal sovereignty architecture", "Source-linked review required" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "proofs": [], "claims": [] }, "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.", "Source-linked profile still incomplete." ], "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.", "proofs": [], "claims": [] }, "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.", "proofs": [], "claims": [] }, "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", "references": [] }, "evidence_strength": 64, "facets": [ "economist", "researcher", "policy", "finance", "economics", "Cameroon" ], "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", "Cameroun / Africa", "finance_policy_research", "researcher_author", "Cameroon / global", "economic_policy_finance" ], "source": "seed", "source_needs": [ "official profile", "public outputs", "publication/action record", "funding/ownership context where relevant", "right-of-reply where risk is material", "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" ], "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", "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ACTIVE-VERA-SONGWE", "ACT-V66-POLICY-VERA-SONGWE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "United States / diaspora", "black_feminist_sociology" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Black feminist sociology; relevant to family, power, standpoint and institutional analysis.", "visibility": "public", "facets": [ "sociology", "feminist", "diaspora" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-CULTURE-PATRICIA-HILL-COLLINS" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "literature_public_rights" ], "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", "facets": [ "author", "filmmaker", "rights" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-AUTHOR-TSITSI-DANGAREMBGA" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "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", "United States / diaspora", "abolition_geography" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Scholar of carceral geography and state violence; relevant to protection, abolition and public-institution analysis.", "visibility": "public", "facets": [ "abolition", "geography", "diaspora" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-CULTURE-RUTH-WILSON-GILMORE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "public_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_high_public_interest_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "C", "public_tier": "Structural Dependence / Vulnerable to Capture", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "public_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "public_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "insufficient_public_sources_needs_uploads" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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": 58, "category": "active_state_power_risk_profile", "class": { "label": "acteur gouvernemental susceptible de capture à surveiller", "tone": "amber" }, "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL 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": [ "Capture susceptibility higher than first estimate.", "Monitor French, IMF, Ouattara/ECOWAS and donor-alignment signals.", "Differentiate public diplomacy from substantive policy dependence.", "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency." }, "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 in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Adeola Fayehun" }, "evidence_strength": 58, "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": 48, "red_flags": [], "risk_components": { "R1": 34, "R2": 24, "R3": 24, "R4": 24, "R6": 32, "R7": 36, "R8": 34, "R9": 34 }, "role_label": "President / reform promise under capture-risk review", "score": 48, "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "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": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "visibility": "public", "contribution_score": 48, "public_summary": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-SENEGAL-BASSIROU-DIOMAYE-FAYE", "name": "Bassirou Diomaye Faye", "country": "Senegal", "entity_type": "head_of_state", "category": "active_state_power_risk_profile", "role_label": "President / reform promise under capture-risk review", "score": 48, "positive_score": 48, "contribution_score": 48, "capture_risk_score": 58, "evidence_strength": 58, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "summary": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "search_keywords": [ "Bassirou Diomaye Faye Senegal head_of_state active_reformist_state_leadership President / reformist state leadership active_current current Senegal reform sovereignty", "Bassirou Diomaye Faye", "Senegal", "sovereignty_reform_statecraft", "mixed" ], "class": { "label": "acteur gouvernemental susceptible de capture à surveiller", "tone": "amber" }, "positive_components": [], "risk_components": [ "Early mandate; delivery evidence still maturing", "Monitor institutional independence and economic sovereignty outputs" ], "red_flags": [], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-SENEGAL-BASSIROU-DIOMAYE-FAYE", "profile_type": "head_of_state_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "government program", "public reforms", "budget/resource records", "rights reports", "right-of-reply material", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "critical_flags_uncertainties": [ "Capture susceptibility higher than first estimate.", "Monitor French, IMF, Ouattara/ECOWAS and donor-alignment signals.", "Differentiate public diplomacy from substantive policy dependence.", "Early mandate; delivery evidence still maturing", "Monitor institutional independence and economic sovereignty outputs", "Source-linked profile still incomplete." ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [], "proofs": [] }, "nzola": { "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "claims": [], "proofs": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [], "claims": [] }, "references": [], "source_register": [], "facets": [] }, "facets": [ "statecraft", "Senegal", "reform" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-BASSIROU-DIOMAYE-FAYE" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "source_linking_to_complete" }, { "capture_risk_score": 58, "category": "active_state_power_risk_profile", "class": { "label": "acteur gouvernemental susceptible de capture à surveiller", "tone": "amber" }, "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL 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.", "claims": [] }, "critical_flags_uncertainties": [ "Capture susceptibility higher than first estimate.", "Monitor French, IMF, Ouattara/ECOWAS and donor-alignment signals.", "Differentiate public diplomacy from substantive policy dependence.", "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory", "source_register": [], "facets": [] }, "evidence_strength": 58, "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": 48, "red_flags": [], "risk_components": { "R1": 22, "R2": 14, "R3": 12, "R4": 22, "R5": 8 }, "role_label": "President / reform promise under capture-risk review", "score": 48, "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "search_keywords": [ "Bassirou Diomaye Faye / Ousmane Sonko reform trajectory", "Sénégal", "current_political_civic_patterns", "active_builder", "contract_review_sovereignty" ], "source": "seed", "status": "prepublication_sources_needed", "summary": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "visibility": "public", "contribution_score": 48, "public_summary": "Senegalese president. Recalibrated as more capture-susceptible than initially scored. Concerns to monitor include accommodation with French-aligned networks, Ouattara-friendly signals, IMF/austerity alignment risk, and reported tension with Sonko around austerity or strategic direction. Still early-stage: contribution depends on actual sovereignty outputs, not campaign promise.", "facets": [], "source_refs": [], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ACTIVE-BASSIROU-SONKO" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_high_public_interest_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-DRC-MOISE-KATUMBI", "name": "Moïse Katumbi", "country": "RDC", "entity_type": "political_leader", "category": "active_opposition_capture_risk", "role_label": "Opposition political leader / Western-validation risk profile", "score": 46, "positive_score": 46, "contribution_score": 46, "capture_risk_score": 68, "evidence_strength": 60, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "DRC opposition leader. Recalibrated with higher capture-risk because of perceived Western-validation dependency, elite/corporate networks, business-political overlap and vulnerability to external legitimacy circuits. Contribution remains possible through opposition role and governance experience, but sovereignty trust requires proof of independent resource, security and constitutional policy.", "summary": "DRC opposition leader. Recalibrated with higher capture-risk because of perceived Western-validation dependency, elite/corporate networks, business-political overlap and vulnerability to external legitimacy circuits. Contribution remains possible through opposition role and governance experience, but sovereignty trust requires proof of independent resource, security and constitutional policy.", "search_keywords": "Moïse Katumbi RDC political_leader active_opposition_leadership Opposition political leader active_current current DRC opposition Ensemble pour la République", "class": { "label": "opposition leader / western-validation risk élevé", "tone": "red" }, "positive_components": [], "risk_components": [ "Business-political overlap to review", "Programmatic sovereignty depth still to document", "Not a threat finding" ], "red_flags": [], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-DRC-MOISE-KATUMBI", "profile_type": "political_leader_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "party platform", "public speeches", "business interests transparency", "parliamentary/electoral records", "right-of-reply material" ], "critical_flags_uncertainties": [ "High Western-validation and elite-network capture risk to review.", "Business-political overlap requires transparency.", "Requires source-linked sovereign-policy record and right of reply.", "Business-political overlap to review", "Programmatic sovereignty depth still to document", "Not a threat finding" ], "nsiku": { "summary": "Evaluate rules, anti-capture safeguards, institutional discipline and constitutional consistency.", "claims": [] }, "nzola": { "summary": "Evaluate protection of people, empathy, anti-fracture behavior and dignity effects.", "claims": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, laws, tools, publications, civic infrastructure, jobs, security or knowledge capability.", "proofs": [] }, "references": [] }, "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "public_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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.", "claims": [] }, "critical_flags_uncertainties": [ "Source-linked profile still incomplete." ], "nsiku": { "claims": [], "summary": "Evaluate rule, accountability, anti-capture boundaries and discourse-action consistency.", "proofs": [] }, "nzola": { "claims": [], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public 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", "source_register": [], "facets": [] }, "evidence_strength": 50, "facets": [ "Black Studies", "Caribbean", "diaspora", "researcher", "author", "caribbean", "gender" ], "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", "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": "prepublication_sources_needed", "summary": "Black diaspora studies scholar. Evaluate diaspora, gender and Pan-African knowledge contribution.", "visibility": "public", "source_refs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-RESEARCH-CAROLE-BOYCE-DAVIES" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "D", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_monopoly_and_state_dependency_review_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-KENYA-WILLIAM-RUTO", "name": "William Ruto", "country": "Kenya", "entity_type": "head_of_state", "category": "active_state_power_risk_profile", "role_label": "President / executive power holder", "score": 30, "positive_score": 30, "contribution_score": 30, "capture_risk_score": 86, "evidence_strength": 76, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Current Kenyan president. High capture-risk profile: public-health sovereignty and foreign-priority concerns remain severe, especially where court warnings, medical/scientific caution and population protection appear subordinated to foreign political alignment.", "summary": "Current Kenyan president. High capture-risk profile: public-health sovereignty and foreign-priority concerns remain severe, especially where court warnings, medical/scientific caution and population protection appear subordinated to foreign political alignment.", "search_keywords": [ "William Ruto Kenya head_of_state active_state_power_risk_profile President / executive power holder active_current current Kenya Ebola Nanyuki foreign facility", "William Ruto", "Kenya", "statecraft_health_security", "mixed" ], "class": { "label": "capture-risk exécutif très élevé", "tone": "red" }, "positive_components": [], "risk_components": [ "High foreign-priority public-health risk to review", "Court-order compliance and mitigation evidence required", "Right-of-reply record missing" ], "red_flags": [ "High foreign-priority public-health risk to review", "Court-order compliance and mitigation evidence required", "Right-of-reply record missing" ], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-KENYA-WILLIAM-RUTO", "profile_type": "head_of_state_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "court records on Ebola facility", "public presidential statements", "health expert warnings", "protest and rights reports", "security-cooperation agreements", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "critical_flags_uncertainties": [ "Foreign-priority risk remains high.", "Court-order compliance and public-health mitigation evidence required.", "Right-of-reply record missing.", "High foreign-priority public-health risk to review", "Court-order compliance and mitigation evidence required", "Right-of-reply record missing", "Source-linked profile still incomplete." ], "nsiku": { "summary": "Assess rule-of-law compliance, court-order respect, constitutional health/security mandate and foreign-cooperation safeguards.", "claims": [], "proofs": [] }, "nzola": { "summary": "Assess whether vulnerable populations are protected from imported risk, police force and health-system strain.", "claims": [], "proofs": [] }, "bisalu": { "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities.", "proofs": [], "claims": [] }, "references": [], "source_register": [], "facets": [] }, "facets": [ "statecraft", "Kenya", "public_health" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-WILLIAM-RUTO" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "source_linking_to_complete" }, { "capture_risk_score": 86, "category": "active_state_power_risk_profile", "class": { "label": "capture-risk exécutif très élevé", "tone": "red" }, "correction_pathway": "Corrections, counter-evidence, DOI/ISBN/URL 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": [ "Foreign-priority risk remains high.", "Court-order compliance and public-health mitigation evidence required.", "Right-of-reply record missing.", "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": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "title": "William Ruto / Kenya governance apparatus" }, "evidence_strength": 76, "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": 30, "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": "President / executive power holder", "score": 30, "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "search_keywords": [ "William Ruto", "Kenya", "debt", "French troops", "foreign immunity", "health", "data" ], "source": "seed", "status": "present_governance_right_of_reply_required", "summary": "Current Kenyan president. High capture-risk profile: public-health sovereignty and foreign-priority concerns remain severe, especially where court warnings, medical/scientific caution and population protection appear subordinated to foreign political alignment.", "visibility": "public", "contribution_score": 30, "public_summary": "Current Kenyan president. High capture-risk profile: public-health sovereignty and foreign-priority concerns remain severe, especially where court warnings, medical/scientific caution and population protection appear subordinated to foreign political alignment.", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "present_governance_right_of_reply_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_philanthropy_multiplier_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "entity_id": "ACT-POL-DRC-FELIX-TSHISEKEDI", "name": "Félix Tshisekedi", "country": "RDC", "entity_type": "head_of_state", "category": "active_state_power_risk_profile", "role_label": "President / executive power holder", "score": 26, "positive_score": 26, "contribution_score": 26, "capture_risk_score": 90, "evidence_strength": 74, "visibility": "public", "status": "source_linking_to_complete", "lifecycle_status": "active_current", "generation_group": "current", "public_summary": "Current DRC president. Risk remains extreme because of constitutional-change concerns, foreign-priority security decisions, INRB/biosecurity underfunding, repression/detention concerns, M23/RDF civilian-protection failure, strategic agreement opacity and institutional capture risk.", "summary": "Current DRC president. Risk remains extreme because of constitutional-change concerns, foreign-priority security decisions, INRB/biosecurity underfunding, repression/detention concerns, M23/RDF civilian-protection failure, strategic agreement opacity and institutional capture risk.", "search_keywords": [ "Félix Tshisekedi RDC head_of_state active_state_power_risk_profile President / executive power holder active_current current constitutional risk DRC M23 INRB referendum", "Félix Tshisekedi", "DRC", "statecraft_security_resources", "mixed" ], "class": { "label": "capture-risk constitutionnel extrême à instruire", "tone": "red" }, "positive_components": [], "risk_components": [ "High constitutional-capture risk to review", "Foreign-priority and security-risk decisions require source-linked proof", "Right-of-reply record missing" ], "red_flags": [ "High constitutional-capture risk to review", "Foreign-priority and security-risk decisions require source-linked proof", "Right-of-reply record missing" ], "score_explanation": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "correction_pathway": "Corrections, counter-evidence, public source URLs, speeches, court records, policy documents, publication records, reviewer notes and right-of-reply material can update this profile.", "evidence_profile": { "actor_id": "ACT-POL-DRC-FELIX-TSHISEKEDI", "profile_type": "head_of_state_profile", "score_note": "Recalibrated in v25. This is a provisional PASO public-risk score, not a final legal judgment and not a clinical diagnosis. It separates contribution, strategic autonomy, capture-risk, public-protection behavior, evidence strength and right-of-reply status.", "source_needs": [ "constitutional court filings and official speeches", "Reuters/public reporting on third-term remarks", "budget records on INRB and public spending", "detention/repression reports", "strategic agreement texts and annexes", "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant" ], "critical_flags_uncertainties": [ "Extreme constitutional-capture risk to review.", "Foreign-priority and security-risk decisions require source-linked proof.", "Right-of-reply record missing.", "High constitutional-capture risk to review", "Foreign-priority and security-risk decisions require source-linked proof", "Right-of-reply record missing", "Source-linked profile still incomplete." ], "nsiku": { "summary": "Assess constitutional mandate, term-limit/referendum conduct, court/parliament independence and executive accountability.", "claims": [], "proofs": [] }, "nzola": { "summary": "Assess protection of civilians, prisoners, journalists, activists, displaced populations and biological-security protection.", "claims": [], "proofs": [] }, "bisalu": { "summary": "Assess concrete outputs in security, health, justice, infrastructure, sovereign capability and evidence of correction after warnings.", "proofs": [], "claims": [] }, "references": [], "source_register": [], "facets": [] }, "facets": [ "statecraft", "DRC", "security" ], "source_refs": [], "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" ], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-V66-POLICY-FELIX-TSHISEKEDI" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "source_linking_to_complete" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "starter_profile_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "foreign_actor_high_dependency_review_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_template_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "foreign_tech_dependency_and_information_risk_review" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "foreign_military_dossier_sources_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "foreign_military_dossier_sources_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "pattern_module_evidence_required_not_personal_verdict" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "evidence_gated_watchlist_affiliation_and_local_footprint_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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": [ { "status": "source required", "title": "community protection or harm evidence", "type": "impact" } ], "summary": "Evaluate tangible outputs: institutions, publications, tools, jobs, infrastructure, laws, companies and local capabilities.", "claims": [] }, "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", "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.", "proofs": [] }, "nzola": { "claims": [ "Anti-migrant mobilization can redirect legitimate economic anger toward vulnerable groups." ], "summary": "Evaluate protection of people, dignity, education, health, social repair and non-fracture.", "proofs": [] }, "profile_type": "seed_or_database_profile", "references": [], "score_note": "Starter profile. Ranking must move through evidence upload, ORCID/imported records, verified public actions and reviewer approval; not through popularity or pressure.", "source_needs": [ "reference documents", "public actions", "financial/funding sources", "right-of-reply where relevant", "public statements", "incident reports", "court or police records", "community testimony", "media reports" ], "title": "Operation Dudula / anti-migrant fracture pattern", "source_register": [], "facets": [] }, "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", "Operation Dudula", "migrants", "fracture", "xénophobie", "Nzola" ], "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", "facets": [], "source_refs": [], "source_needs": [], "public_links": [], "adoption_evidence": [], "works_to_quote_or_link": [], "merged_duplicate_entity_ids": [ "ACT-ZA-OPERATION-DUDULA-PATTERN" ], "deduplication_note": "Duplicate seed records were merged into this public profile to avoid inflated dashboard presence and repeated scoring.", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "extractive_network_evidence_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "foreign_military_dossier_sources_required" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" }, { "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", "generation_group": "current", "public_grade": "E", "public_tier": "Low verified sovereign capability / provisional or risk-heavy", "score_status": "prepublication_sources_needed" } ], "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" }