{ "count": 90, "items": [ { "alignment": "constructive_reference", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational_reference", "ethical sovereignty", "spiritual resistance", "Kintuadi", "public protection ethics" ], "country": "DRC / Kongo", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-KIMBANGU-ETHICAL-SOVEREIGNTY", "record_type": "foundational_reference", "region": "central_africa", "score": 70, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "dignity politics", "community discipline", "collective memory", "ethical sovereignty" ], "status": "starter_reference", "summary": "Epistemic and civilizational reference for dignity under persecution, moral courage, community responsibility, collective endurance and public-service ethics. Cited as one reference among many, not as institutional command or membership.", "title": "Simon Kimbangu and Kimbanguist ethical-civilizational reference", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "pan_african_decolonial_research", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "CODESRIA", "decolonial_social_science", "journal" ], "country": "Senegal / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-CODESRIA-AFRICA-DEVELOPMENT", "record_type": "journal", "region": "pan_african", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [ { "label": "CODESRIA publications", "url": "https://codesria.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "CODESRIA-linked scholarly journal relevant to African social science, development critique and sovereign knowledge infrastructure.", "title": "Africa Development / Afrique et Développement", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "black_studies_research", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "Black Studies", "Africana", "journal" ], "country": "United States / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-JBS", "record_type": "journal", "region": "african_diaspora", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Longstanding journal for Black Studies/Africana research. Useful for diaspora intellectual history, psychology, politics and culture.", "title": "Journal of Black Studies", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "caribbean_diaspora_research", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "Caribbean Studies", "diaspora", "journal" ], "country": "Caribbean / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-WADABAGEI", "record_type": "journal", "region": "caribbean", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Caribbean/diaspora research outlet requiring source verification and bibliographic completion.", "title": "Wadabagei: A Journal of the Caribbean and its Diaspora", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "african_public_intellectual_history", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "culture", "politics", "literary_outlet" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-TRANSITION", "record_type": "journal", "region": "transnational", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Historically influential Africa-linked intellectual magazine. Requires period/version context before orientation scoring.", "title": "Transition Magazine", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "african_literature_research", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "African literature", "journal" ], "country": "United States / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-RESEARCH-AFRICAN-LITERATURES", "record_type": "journal", "region": "diaspora_academic", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "African literature research journal. Useful for literary memory and cultural sovereignty, subject to review of access, framing and African author density.", "title": "Research in African Literatures", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "pan_african_public_interest", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "public_outlet", "pan_african", "activist_knowledge" ], "country": "Pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-PAMBAZUKA", "record_type": "outlet", "region": "pan_african", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [ { "label": "Pambazuka", "url": "https://www.pambazuka.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Pan-African public-interest outlet historically relevant to justice, civil society and decolonial analysis. Needs current editorial/source-status review.", "title": "Pambazuka News", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "critical_africa_facing_media", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "analysis", "culture" ], "country": "transnational", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICA-IS-A-COUNTRY", "record_type": "outlet", "region": "diaspora_academic_media", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Africa-facing analysis/culture outlet. Orientation should be assessed through article corpus, ownership/funding transparency and African-source density.", "title": "Africa Is a Country", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "public_interest_investigative_analysis", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "public_interest", "analysis" ], "country": "Kenya", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-THE-ELEPHANT", "record_type": "outlet", "region": "east_africa", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Kenya-based public-interest analysis outlet. Needs source pack on ownership, corrections, investigations and sovereignty impact.", "title": "The Elephant", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "external_africa_facing_analysis", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "analysis", "external_platform" ], "country": "UK / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICAN-ARGUMENTS", "record_type": "outlet", "region": "external_africa_media", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Africa-facing analysis platform hosted in the external policy/media ecosystem. Requires funding/ownership/editorial-framing review before alignment scoring.", "title": "African Arguments", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "critical_political_economy", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "political_economy", "journal", "blog" ], "country": "UK / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-ROAPE", "record_type": "outlet", "region": "external_academic_media", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "starter_reference", "summary": "Political-economy source relevant to extraction, capitalism and African political analysis. Needs current source/context review.", "title": "Review of African Political Economy / ROAPE", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "to_be_scored", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "influencer", "decolonial_public_education" ], "country": "various", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-INFLUENCE-DECOLONIAL-CREATOR-TEMPLATE", "record_type": "influencer_template", "region": "transnational", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "template", "summary": "Template for creators who popularize African history, sovereignty, reparations, language, science or anti-capture education. Named entries require evidence and corpus review.", "title": "Decolonial Africa-facing creator template", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "risk_requires_evidence", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "influencer", "risk_pattern", "media_capture" ], "country": "various", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-INFLUENCE-GRIEVANCE-INVERSION-TEMPLATE", "record_type": "influencer_template", "region": "transnational", "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "not_scored_yet", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [], "status": "template", "summary": "Template for public influence patterns that redirect structural/external grievances inward, normalize imperial harm or ridicule African sovereignty claims. Named entries require quoted/transcript evidence and review.", "title": "Grievance-inversion influence template", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "contested_constructive", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "entrepreneurship", "African prosperity", "Atlas Network adjacent", "contested_positive", "anti-aid" ], "country": "Senegal / United States", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-MAGATTE-WADE-CONTESTED-POSITIVE", "record_type": "public_personality", "region": "african_diaspora", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Magatte Wade official site", "url": "https://www.magattewade.com/" }, { "label": "Atlas Network Center for African Prosperity", "url": "https://www.atlasnetwork.org/partners/center-for-african-prosperity" }, { "label": "Reason interview/profile", "url": "https://reason.com/2024/03/10/magatte-wade-on-african-entrepreneurship/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "entrepreneurship", "anti-bureaucracy", "business creation", "public advocacy" ], "status": "starter_reference", "summary": "Included as a constructive/contested public profile. Wade’s entrepreneurship, anti-pity and anti-bureaucracy work can support African agency and enterprise dignity. Her Atlas Network adjacency also requires transparent review where policy prescriptions affect public goods, labour protection, land, resources or state capacity.", "title": "Magatte Wade — African entrepreneurship and anti-pity prosperity advocacy", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "strong_constructive", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "grassroots_engineering", "youth_innovation", "energy", "education", "capability_builder" ], "country": "Malawi", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-WILLIAM-KAMKWAMBA-CAPABILITY", "record_type": "public_personality", "region": "southern_africa", "score": 84, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "William Kamkwamba official site", "url": "https://williamkamkwamba.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "wind energy", "practical science", "youth education", "maker culture" ], "status": "starter_reference", "summary": "Positive capability-building profile for practical engineering, youth inspiration and local problem-solving. Useful as a contrast to prestige-only or dependency-oriented narratives because it shows how curiosity, repair, experimentation and community needs can produce real technical capability.", "title": "William Kamkwamba — grassroots engineering, youth innovation and practical capability", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_capability_builder", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "technology", "entrepreneurship", "digital_sovereignty", "women_in_tech", "capability_builder" ], "country": "Cameroon / United States", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-REBECCA-ENONCHONG-TECH", "record_type": "public_personality", "region": "central_africa_diaspora", "score": 78, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "AppsTech profile/company context", "url": "https://www.appstech.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "software", "startup ecosystem", "tech advocacy", "African digital economy" ], "status": "starter_reference", "summary": "Positive profile for African technology entrepreneurship, ecosystem building, women in tech and public advocacy around Africa’s digital future. Useful for contrasting platform/data extraction with African-owned and African-led tech capacity.", "title": "Rebecca Enonchong — African tech entrepreneurship and digital ecosystem building", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_capability_builder", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "civic_technology", "crisis_mapping", "open_source", "digital_public_good", "capability_builder" ], "country": "Kenya", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-JULIANA-ROTICH-TECH", "record_type": "public_personality", "region": "east_africa", "score": 82, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Ushahidi official site", "url": "https://www.ushahidi.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "Ushahidi", "crisis response", "open technology", "civic mapping" ], "status": "starter_reference", "summary": "Positive technology/civic profile for crisis mapping, open-source civic infrastructure and African-led digital public goods. Useful for PASO’s citizen-protection and evidence-mapping logic.", "title": "Juliana Rotich — Ushahidi, crisis mapping and African civic technology", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_business_capacity", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "telecommunications", "entrepreneurship", "digital_infrastructure", "capability_builder" ], "country": "Zimbabwe / pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-STRIVE-MASIYIWA-TECH", "record_type": "public_personality", "region": "southern_africa", "score": 76, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "Econet official group", "url": "https://www.econetafrica.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "telecom infrastructure", "enterprise building", "philanthropy", "digital access" ], "status": "starter_reference", "summary": "Constructive business-capability profile for African telecoms, entrepreneurship and digital infrastructure. Assessment should distinguish real infrastructure/capability building from philanthropy narratives and market concentration risks.", "title": "Strive Masiyiwa — telecoms, entrepreneurship and African digital infrastructure", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_education_capacity", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "education", "leadership", "talent_pipeline", "capability_builder" ], "country": "Ghana / pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-FRED-SWANIKER-EDUCATION", "record_type": "public_personality", "region": "pan_african", "score": 74, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "African Leadership Group", "url": "https://www.algroup.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "African Leadership Group", "higher education", "leadership training" ], "status": "starter_reference", "summary": "Constructive education/talent profile for building leadership and skills infrastructure. Assessment should measure alumni outcomes, affordability, local relevance and whether training builds public-interest capability rather than elite circulation alone.", "title": "Fred Swaniker — African leadership education and talent infrastructure", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_business_capacity", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "manufacturing", "women_entrepreneurship", "local_value", "capability_builder" ], "country": "Ethiopia", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-BETHLEHEM-TILAHUN-ALEMU", "record_type": "public_personality", "region": "east_africa", "score": 72, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "soleRebels official site", "url": "https://www.solerebels.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "footwear", "local production", "branding", "jobs" ], "status": "starter_reference", "summary": "Positive profile for local manufacturing, African branding and job creation. Useful for contrasting extractive value chains with businesses that seek to retain production, design and brand value locally.", "title": "Bethlehem Tilahun Alemu — Ethiopian manufacturing, brand and local value creation", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_data_capacity", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "food_security", "data_intelligence", "agriculture", "capability_builder" ], "country": "Ethiopia / United States", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-SARA-MENKER-GRO", "record_type": "public_personality", "region": "african_diaspora", "score": 70, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "Gro Intelligence official site", "url": "https://gro-intelligence.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "food systems", "supply chain data", "agricultural intelligence" ], "status": "starter_reference", "summary": "Constructive/technical profile for food-system intelligence and agricultural risk analysis. Assessment should examine whether data systems increase African food sovereignty, farmer power and policy autonomy.", "title": "Sara Menker — food systems data and African/global agricultural intelligence", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_contested_business", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "entrepreneurship", "technology", "manufacturing", "capability_builder" ], "country": "Uganda / Rwanda / pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-ASHISH-THAKKAR-MARA", "record_type": "public_personality", "region": "east_africa", "score": 65, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "Mara Phones official site", "url": "https://maraphones.com/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "enterprise building", "phones", "investment", "youth entrepreneurship" ], "status": "starter_reference", "summary": "Constructive/contested business profile for African entrepreneurship, technology branding and investment. Assessment should inspect durable local manufacturing, ownership, jobs, transfer and public-interest outcomes.", "title": "Ashish Thakkar — Mara Group and African entrepreneurship ecosystem", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "constructive_human_dignity_reference", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "health", "public_ethics", "anti_violence", "human_dignity", "solidarity_reference" ], "country": "Palestine / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PERSON-IZZELDIN-ABUELAISH-HEALTH-PEACE", "record_type": "public_personality", "region": "middle_east_diaspora", "score": 68, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "I Shall Not Hate Foundation", "url": "https://ishallnothate.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "medicine", "peace advocacy", "public health ethics" ], "status": "starter_reference", "summary": "Non-African but allied ethical reference for public health, dignity and anti-violence reasoning. Useful where PASO evaluates health sovereignty, war, trauma and protection of civilians.", "title": "Dr. Izzeldin Abuelaish — health, dignity and anti-violence public ethics", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_liberation_framework", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "liberation_psychology", "decolonial_theory" ], "country": "Martinique / Algeria / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-FANON-WRETCHED", "record_type": "foundational_reading", "region": "pan_african_diaspora", "score": 88, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Penguin Random House author/books page", "url": "https://www.penguinrandomhouse.com/authors/8919/frantz-fanon/" }, { "label": "Britannica profile", "url": "https://www.britannica.com/biography/Frantz-Fanon" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "mental sovereignty", "anti-colonial theory", "political education" ], "status": "starter_reference", "summary": "Foundational analysis of colonial violence, national consciousness, elite substitution and liberation. Useful for understanding why sovereignty requires psychological, institutional and material repair.", "title": "Frantz Fanon — The Wretched of the Earth", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_pan_african_political_economy", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "political_economy", "underdevelopment" ], "country": "Guyana / Pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-RODNEY-UNDERDEVELOPED", "record_type": "foundational_reading", "region": "caribbean_pan_african", "score": 90, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Verso Books page", "url": "https://www.versobooks.com/products/2785-how-europe-underdeveloped-africa" }, { "label": "Walter Rodney Foundation", "url": "https://www.walterrodneyfoundation.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "resource extraction", "history", "development critique" ], "status": "starter_reference", "summary": "Explains underdevelopment as a historical process produced through slavery, colonialism, unequal trade and external extraction rather than African incapacity.", "title": "Walter Rodney — How Europe Underdeveloped Africa", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_black_liberation", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "public_education", "human_rights" ], "country": "United States / African diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-MALCOLM-X-HUMAN-RIGHTS", "record_type": "foundational_reading", "region": "african_diaspora", "score": 87, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Malcolm X Project at Columbia University", "url": "https://malcolmxproject.columbia.edu/" }, { "label": "Library of Congress guide", "url": "https://guides.loc.gov/malcolm-x" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "internationalization", "self-defense", "dignity politics" ], "status": "starter_reference", "summary": "Useful for understanding how local racial oppression becomes an international human-rights question and why dignity, self-defense and political clarity matter.", "title": "Malcolm X — Human rights, self-respect and internationalization", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_pan_african_organizing", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "black_power", "pan_africanism" ], "country": "Trinidad and Tobago / United States / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-KWAME-TURE-BLACK-POWER", "record_type": "foundational_reading", "region": "caribbean_african_diaspora", "score": 86, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "SNCC Digital Gateway profile", "url": "https://snccdigital.org/people/stokely-carmichael/" }, { "label": "Britannica profile", "url": "https://www.britannica.com/biography/Stokely-Carmichael" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "movement building", "political education", "anti-imperialism" ], "status": "starter_reference", "summary": "Clarifies Black Power, organization, anti-imperialism and political education as necessary tools for collective agency and protection.", "title": "Kwame Ture / Stokely Carmichael — Black Power and Pan-African organization", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_liberation_strategy", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "liberation_strategy", "culture" ], "country": "Guinea-Bissau / Cabo Verde", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-CABRAL-UNITY-STRUGGLE", "record_type": "foundational_reading", "region": "west_africa", "score": 86, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Marxists Internet Archive Cabral texts", "url": "https://www.marxists.org/subject/africa/cabral/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "movement ethics", "cadre formation", "cultural sovereignty" ], "status": "starter_reference", "summary": "Cabral connects culture, class suicide, organization and liberation as concrete disciplined work rather than slogans.", "title": "Amílcar Cabral — Culture, organization and liberation discipline", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_decolonial_humanism", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "colonial_critique", "civilization" ], "country": "Martinique / Africa diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-CESAIRE-DISCOURSE", "record_type": "foundational_reading", "region": "caribbean_african_diaspora", "score": 85, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Poetry Foundation biography", "url": "https://www.poetryfoundation.org/poets/aime-cesaire" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "colonial violence", "civilizational critique", "language" ], "status": "starter_reference", "summary": "Shows colonialism as dehumanizing both colonized and colonizer, and exposes the moral contradiction of European civilizing claims.", "title": "Aimé Césaire — Discourse on Colonialism", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_african_history", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "history", "epistemic_sovereignty" ], "country": "Senegal", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-DIOP-AFRICAN-ORIGIN", "record_type": "foundational_reading", "region": "west_africa", "score": 85, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [ { "label": "Cheikh Anta Diop University", "url": "https://www.ucad.sn/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "ancient Africa", "language", "scientific sovereignty" ], "status": "starter_reference", "summary": "Foundational for African historical continuity, scientific confidence and epistemic recovery, with relevance to education, identity and civilizational capacity.", "title": "Cheikh Anta Diop — African historical continuity and scientific recovery", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_african_history", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "history", "language" ], "country": "Republic of Congo / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-OBENGA-HISTORY-LANGUAGE", "record_type": "foundational_reading", "region": "central_africa", "score": 82, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "African antiquity", "language", "civilizational continuity" ], "status": "starter_reference", "summary": "Important for African-centered historical and linguistic continuity debates. Requires bibliographic completion and source pack.", "title": "Théophile Obenga — African history, language and civilizational continuity", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_decolonial_epistemology", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "humanism", "epistemology" ], "country": "Jamaica / Caribbean", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-WYNTER-HUMAN", "record_type": "foundational_reading", "region": "caribbean", "score": 84, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Stanford profile/archive context", "url": "https://profiles.stanford.edu/sylvia-wynter" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "decolonial theory", "human sciences", "race" ], "status": "starter_reference", "summary": "Wynter helps explain how colonial knowledge systems define the human and why liberation requires epistemic reconstruction.", "title": "Sylvia Wynter — Human, race and colonial knowledge orders", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_african_centered_psychology", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "psychology", "mental_health" ], "country": "United States / African diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-NOBLES-AFRICAN-PSYCHOLOGY", "record_type": "foundational_reading", "region": "african_diaspora", "score": 82, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "African psychology", "healing", "identity" ], "status": "starter_reference", "summary": "Useful for African-centered psychological repair, identity, community health and education models. Requires source pack for specific works.", "title": "Wade Nobles — African-centered psychology and Sakhu", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "foundational_african_centered_psychology", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational", "psychology", "colonial_trauma" ], "country": "United States / African diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-AKBAR-AFRICAN-PSYCHOLOGY", "record_type": "foundational_reading", "region": "african_diaspora", "score": 81, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "psychological slavery", "identity repair", "education" ], "status": "starter_reference", "summary": "Important for public education on mental colonization, self-image and repair. Requires bibliographic/source completion.", "title": "Na'im Akbar — Chains and Images of Psychological Slavery", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "operational_complement_to_liberation_traditions", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "foundational_method", "Mandombe", "Mfuma", "OSPCRM", "Ma-Ma-Kia-Wa-Nga", "Nsiku-Nzola-Bisalu", "African psychology", "anti-capture" ], "country": "DRC / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-FOUND-NSIANGANI-MFUMA-METHODS", "record_type": "foundational_method", "region": "central_africa_diaspora", "score": 80, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "security architecture", "Mandombe epistemology", "Ma-Ma-Kia-Wa-Nga methodology", "Nsiku Nzola Bisalu", "psychology/psychiatry", "DSM-H", "anti-capture testing", "capability scoring", "public intelligence" ], "status": "starter_reference", "summary": "Nsiangani's works are treated as operational and methodological contributions within the wider PASO reference ecosystem, especially where they clarify psychology/psychiatry, mechanism diagnosis and countermeasure design. The record covers Nsiku-Nzola-Bisalu doctrine, Ma-Ma-Kia-Wa-Nga as a scientific methodology for formalizing and socializing non-Western and traditional knowledge, curricula/program design for schools and universities, Crying Demon Syndrome, Colonial Dark Tetrad, DSM-H, African-relevant psychiatric baselines, household tyranny/narcissism analysis, anti-capture tests, OSPCRM, evidence workflows and measurable sovereignty. PASO remains independent and must not depend on one person, institution, school or tradition.", "title": "Kibavuidi Nsiangani — Mfuma/Mandombe operational sovereignty methods", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "african_research_discovery_infrastructure", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal_index", "African publishing", "metadata" ], "country": "Africa / South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AJOL", "record_type": "journal_index", "region": "pan_african", "score": 78, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "AJOL", "url": "https://www.ajol.info/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "journal discovery", "African research", "scholarly infrastructure" ], "status": "published", "summary": "African journal discovery platform. Useful for identifying African journals, article metadata and discipline coverage. Verify each journal separately before scoring.", "title": "African Journals Online (AJOL)", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "african_open_science_infrastructure", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "open access", "repository", "African research" ], "country": "Pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-PORTAL-AFRICARXIV", "record_type": "open_access_portal", "region": "pan_african", "score": 80, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "AfricArXiv", "url": "https://info.africarxiv.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "open science", "preprints", "datasets" ], "status": "published", "summary": "Community-led digital archive for African research items, useful for discoverability of African manuscripts, datasets and scholarly outputs.", "title": "AfricArXiv — pan-African open access portal", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "african_gender_knowledge", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "gender", "African women studies" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-JENDA", "record_type": "journal", "region": "pan_african_diaspora", "score": 68, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "gender", "culture", "decolonial studies" ], "status": "starter_reference", "summary": "Relevant for African women studies, culture and gendered dimensions of liberation and social repair. Requires active status/source review.", "title": "JENdA: A Journal of Culture and African Women Studies", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "global_south_political_economy", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "political economy", "agrarian" ], "country": "Global South / Africa-relevant", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AGRARIAN-SOUTH", "record_type": "journal", "region": "global_south", "score": 72, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "land", "food sovereignty", "political economy" ], "status": "starter_reference", "summary": "Useful for land, agrarian political economy, food systems and rural sovereignty debates. Requires article-level scoring by Africa relevance.", "title": "Agrarian South: Journal of Political Economy", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_editorial_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "African studies" ], "country": "Africa-facing / external academic", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-STUDIES-REVIEW", "record_type": "journal", "region": "external_academic", "score": 60, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "needs_review", "source_anchors": [ { "label": "Cambridge University Press journal page", "url": "https://www.cambridge.org/core/journals/african-studies-review" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "African studies", "politics", "history" ], "status": "starter_reference", "summary": "Major African studies journal. Useful but must be reviewed for African author density, editorial framing, funding, access and contribution to African capability.", "title": "African Studies Review", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "critical_political_economy_needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "political economy", "Africa" ], "country": "UK / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-ROAPE-JOURNAL", "record_type": "journal", "region": "external_academic", "score": 72, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "ROAPE", "url": "https://roape.net/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "political economy", "resource extraction", "class" ], "status": "starter_reference", "summary": "Important political-economy outlet for Africa-focused critique. Review funding, editorial framing and African author density before scoring.", "title": "Review of African Political Economy (ROAPE)", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "public_scholarship_needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "research communication", "Africa" ], "country": "South Africa / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-THE-CONVERSATION-AFRICA", "record_type": "media_outlet", "region": "africa_media", "score": 65, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "The Conversation Africa", "url": "https://theconversation.com/africa" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "public scholarship", "science communication", "policy" ], "status": "published", "summary": "Public scholarship and analysis outlet. Useful for accessible research communication, but alignment/scoring should inspect ownership, funding, editorial frame, author density and correction discipline.", "title": "The Conversation Africa", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "public_interest_archive_needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "archive", "public_interest" ], "country": "South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-NEW-FRAME-ARCHIVE", "record_type": "media_outlet_archive", "region": "southern_africa", "score": 60, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "labor", "public culture" ], "status": "starter_reference", "summary": "Defunct but useful archive for South African and African public-interest reporting. Score as archive, not active outlet.", "title": "New Frame archive", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "pan_african_media_needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "pan_african", "video" ], "country": "Pan-African / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICAN-STREAM", "record_type": "media_outlet", "region": "pan_african_media", "score": 62, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "public education", "anti-imperial media", "youth communication" ], "status": "starter_reference", "summary": "Pan-African media/video outlet. Useful for public education and narrative contestation; requires ownership, funding, accuracy and correction-discipline review.", "title": "African Stream", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "archive_useful_needs_curation", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "library", "archives", "public_domain" ], "country": "Global / Africa-relevant", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-LIBRARY-HATHITRUST-AFRICA", "record_type": "digital_library", "region": "global_archive", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "Internet Archive", "url": "https://archive.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "historical archives", "books", "colonial records" ], "status": "starter_reference", "summary": "Useful for locating historical books and public-domain materials. Requires curation and source criticism because colonial archives contain bias and administrative violence.", "title": "HathiTrust / Internet Archive African public-domain materials", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "useful_metadata_requires_bias_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "dataset", "metadata", "bibliometrics" ], "country": "Global", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DATA-OPENALEX-AFRICA", "record_type": "dataset", "region": "global_metadata", "score": 68, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "OpenAlex", "url": "https://openalex.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "publication metadata", "ORCID", "institutional analysis" ], "status": "starter_reference", "summary": "Useful for mapping publications, authors and institutional outputs, but must be calibrated against language, indexing, funding and Global North visibility bias.", "title": "OpenAlex — African research metadata source", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "useful_metadata_requires_context", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "dataset", "ORCID", "researcher identity" ], "country": "Global", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DATA-ORCID", "record_type": "dataset", "region": "global_metadata", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_linked", "source_anchors": [ { "label": "ORCID", "url": "https://orcid.org/" } ], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "researcher profiles", "publication linking" ], "status": "starter_reference", "summary": "Useful for linking authors to works, but must not be used as the only measure of African impact because many relevant builders are not fully captured by ORCID metadata.", "title": "ORCID — researcher identifier infrastructure", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "African studies", "policy" ], "country": "Germany / Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICA-SPECTRUM", "record_type": "journal", "region": "germany___africa-facing", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "society", "governance" ], "status": "starter_reference", "summary": "Africa-focused academic journal. Useful for policy and social-science coverage, but must be reviewed for African authorship, framing and relevance before scoring.", "title": "Africa Spectrum", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "African studies" ], "country": "Africa-facing / external academic", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-JCAS", "record_type": "journal", "region": "africa-facing___external_academic", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "economy", "society" ], "status": "starter_reference", "summary": "Useful Africa-facing journal for contemporary social, political and economic studies. Requires editorial and author-density review.", "title": "Journal of Contemporary African Studies", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "policy", "African studies" ], "country": "Africa-facing / external academic", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-AFFAIRS", "record_type": "journal", "region": "africa-facing___external_academic", "score": 56, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "international relations" ], "status": "starter_reference", "summary": "Important but externally situated Africa-focused journal. Useful when critically assessed for framing, ownership, access and policy influence.", "title": "African Affairs", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "CODESRIA", "public scholarship" ], "country": "Pan-African", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-CODESRIA-BULLETIN", "record_type": "journal", "region": "pan-african", "score": 74, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "social sciences", "decolonial studies" ], "status": "starter_reference", "summary": "CODESRIA-linked public scholarly outlet useful for African social-science debates and institutional memory.", "title": "CODESRIA Bulletin", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "identity", "culture" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-IDENTITY-CULTURE-POLITICS", "record_type": "journal", "region": "africa___diaspora", "score": 65, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "identity", "culture", "politics" ], "status": "starter_reference", "summary": "Relevant to identity, culture and political debates in African and diaspora contexts. Requires source completion.", "title": "Identity, Culture and Politics", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "sociology", "CODESRIA" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-SOCIOLOGICAL-REVIEW", "record_type": "journal", "region": "africa", "score": 70, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "sociology", "social structure" ], "status": "starter_reference", "summary": "African sociology journal useful for social-structure, institutions and transformation analysis.", "title": "African Sociological Review", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "economics", "finance" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-REVIEW-ECONOMICS-FINANCE", "record_type": "journal", "region": "africa", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "economics", "finance", "development" ], "status": "starter_reference", "summary": "Useful for African economics and finance analysis, subject to article-level relevance and policy-impact review.", "title": "African Review of Economics and Finance", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "ICT", "policy" ], "country": "Africa / South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-JOURNAL-ICT", "record_type": "journal", "region": "africa___south_africa", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "digital sovereignty", "communications", "policy" ], "status": "starter_reference", "summary": "Relevant for ICT policy, communications and digital sovereignty. Requires current publication/source review.", "title": "African Journal of Information and Communication", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "security" ], "country": "Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-SECURITY-REVIEW", "record_type": "journal", "region": "africa-facing", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "security", "peace", "conflict" ], "status": "starter_reference", "summary": "Security journal useful for conflict/security debates. Requires careful review of funding, framing and local accountability assumptions.", "title": "African Security Review", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "law", "human rights" ], "country": "Africa / South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-HUMAN-RIGHTS-LAW", "record_type": "journal", "region": "africa___south_africa", "score": 72, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "law", "human rights", "constitutionalism" ], "status": "starter_reference", "summary": "Relevant for African human-rights law, legal accountability and regional jurisprudence.", "title": "African Human Rights Law Journal", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "African studies" ], "country": "Africa-facing / external academic", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-STUDIES-QUARTERLY", "record_type": "journal", "region": "africa-facing___external_academic", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "history", "politics", "culture" ], "status": "starter_reference", "summary": "Useful open academic outlet for African studies. Requires article-level scoring and author-density review.", "title": "African Studies Quarterly", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "history" ], "country": "Southern Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-KRONOS", "record_type": "journal", "region": "southern_africa", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "history", "archives", "memory" ], "status": "starter_reference", "summary": "Useful for Southern African history, archives and memory work.", "title": "Kronos: Southern African Histories", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "gender", "feminism" ], "country": "South Africa / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AGENDA", "record_type": "journal", "region": "south_africa___africa", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "gender", "women", "social repair" ], "status": "starter_reference", "summary": "Relevant to gendered social repair, women’s rights and African feminist analysis.", "title": "Agenda: Feminist Media", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "archaeology" ], "country": "Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-ARCHAEOLOGICAL-REVIEW", "record_type": "journal", "region": "africa-facing", "score": 60, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "archaeology", "deep history", "heritage" ], "status": "starter_reference", "summary": "Useful for African deep history and heritage debates. Requires review for accessibility and African leadership.", "title": "African Archaeological Review", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "journal", "linguistics" ], "country": "Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-JOURNAL-AFRICAN-LANGUAGES-LINGUISTICS", "record_type": "journal", "region": "africa-facing", "score": 62, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "African languages", "linguistics", "cognitive sovereignty" ], "status": "starter_reference", "summary": "Relevant to African language systems and cognitive/epistemic sovereignty.", "title": "Journal of African Languages and Linguistics", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "fact-checking", "media", "public education" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICA-CHECK", "record_type": "media_outlet", "region": "africa", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "misinformation", "public accountability" ], "status": "starter_reference", "summary": "Fact-checking organization useful for public verification. Scoring should assess funding, correction discipline and coverage priorities.", "title": "Africa Check", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "analysis", "culture" ], "country": "Africa-facing / Netherlands", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-ZAM-MAGAZINE", "record_type": "media_outlet", "region": "africa-facing___netherlands", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "journalism", "culture", "politics" ], "status": "starter_reference", "summary": "Africa-facing journalism/culture platform. Requires ownership/funding/editorial review.", "title": "ZAM Magazine", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "analysis" ], "country": "South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-MAIL-GUARDIAN-AFRICA", "record_type": "media_outlet", "region": "south_africa", "score": 62, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "society", "investigation" ], "status": "starter_reference", "summary": "Useful for South African/African reporting, with scoring dependent on correction discipline and source density.", "title": "Mail & Guardian Africa / South African public-interest journalism", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "magazine", "pan_african" ], "country": "Pan-African / UK-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-NEW-AFRICAN", "record_type": "media_outlet", "region": "pan-african___uk-facing", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "public education", "politics", "culture" ], "status": "starter_reference", "summary": "Long-running Africa-facing magazine. Review ownership, editorial frame and alignment before strong scoring.", "title": "New African Magazine", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "business", "policy" ], "country": "Africa-facing / external media", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICA-REPORT", "record_type": "media_outlet", "region": "africa-facing___external_media", "score": 52, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "politics", "business", "geopolitics" ], "status": "starter_reference", "summary": "Useful but externally situated Africa-facing outlet. Requires ownership/funding and narrative-capture review.", "title": "The Africa Report", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "investigative", "accountability" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-AFRICANIST-PRESS", "record_type": "media_outlet", "region": "africa___diaspora", "score": 60, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "investigation", "corruption", "public accountability" ], "status": "starter_reference", "summary": "Investigative/accountability source requiring source verification and legal review when used in dossiers.", "title": "Africanist Press", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "investigative", "public interest" ], "country": "Nigeria", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-PREMIUM-TIMES", "record_type": "media_outlet", "region": "nigeria", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "journalism", "governance", "corruption" ], "status": "starter_reference", "summary": "Nigeria-based public-interest outlet useful for governance and accountability records. Requires article-level sourcing.", "title": "Premium Times", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "investigative", "analysis" ], "country": "South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-DAILY-MAVERICK", "record_type": "media_outlet", "region": "south_africa", "score": 62, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "governance", "corruption", "public accountability" ], "status": "starter_reference", "summary": "South African analysis/investigative outlet. Useful but must be reviewed for editorial frame and source discipline.", "title": "Daily Maverick", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "media", "Black radical tradition", "anti-imperial" ], "country": "United States / African diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-BLACK-AGENDA-REPORT", "record_type": "media_outlet", "region": "united_states___african_diaspora", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "anti-imperialism", "public education" ], "status": "starter_reference", "summary": "Diaspora outlet relevant to anti-imperial analysis and Black liberation debates. Requires article-level review.", "title": "Black Agenda Report", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "research institute", "public education", "anti-imperial" ], "country": "Global South", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-OUTLET-TRICONTINENTAL", "record_type": "research_outlet", "region": "global_south", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "political economy", "imperialism", "popular education" ], "status": "starter_reference", "summary": "Global South research/public education institute useful for anti-imperial analysis. Requires alignment and source review.", "title": "Tricontinental: Institute for Social Research", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "library", "archives", "heritage" ], "country": "Global", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-WORLD-AFRICA-LIBRARY", "record_type": "digital_library", "region": "global", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "archives", "history", "education" ], "status": "starter_reference", "summary": "Useful for historical and cultural materials. Requires careful source criticism and context.", "title": "World Digital Library / African materials", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "library", "archives", "heritage" ], "country": "Global / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-ALUKA-JSTOR-AFRICA", "record_type": "digital_library", "region": "global___africa", "score": 58, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "archives", "heritage", "education" ], "status": "starter_reference", "summary": "Useful archive/library source for African heritage and documents, subject to access and framing review.", "title": "JSTOR / Aluka African cultural heritage collections", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "education", "language", "open resources" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-AFRICAN-STORYBOOK", "record_type": "education_hub", "region": "africa", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "education", "children", "language" ], "status": "starter_reference", "summary": "Useful open education resource for African languages and literacy. Requires current governance/source review.", "title": "African Storybook", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "publisher", "open access", "African research" ], "country": "Africa / South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-AFRICAN-MINDS", "record_type": "publisher", "region": "africa___south_africa", "score": 68, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "books", "open access", "policy" ], "status": "starter_reference", "summary": "Open-access publisher focused on African scholarship and policy work. Useful for accessible research.", "title": "African Minds", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "publisher", "African scholarship" ], "country": "Cameroon / Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-LANGAA", "record_type": "publisher", "region": "cameroon___africa", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "books", "social sciences", "culture" ], "status": "starter_reference", "summary": "African publisher useful for social-science, political and cultural scholarship. Requires catalog/source review.", "title": "Langaa RPCIG", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "publisher", "research", "policy" ], "country": "South Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-HSRC-PRESS", "record_type": "publisher", "region": "south_africa", "score": 64, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "social sciences", "policy", "open access" ], "status": "starter_reference", "summary": "Research publisher with African social-science and policy outputs. Requires catalog review.", "title": "HSRC Press", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "research network", "economics" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-AERC", "record_type": "research_network", "region": "africa", "score": 62, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "economics", "policy", "training" ], "status": "starter_reference", "summary": "African economic research/training network. Useful for capability and policy analysis, subject to funding and framing review.", "title": "African Economic Research Consortium (AERC)", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "think tank", "policy", "research" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-APRI", "record_type": "research_institute", "region": "africa___diaspora", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "climate", "policy", "geopolitics" ], "status": "starter_reference", "summary": "Policy research institute requiring ownership/funding and editorial orientation review before scoring.", "title": "Africa Policy Research Institute (APRI)", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "dataset", "public opinion" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-AFROBAROMETER", "record_type": "dataset", "region": "africa", "score": 66, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "governance", "public opinion", "democracy" ], "status": "starter_reference", "summary": "Pan-African survey dataset useful for public opinion and governance analysis. Requires methodology and funding context.", "title": "Afrobarometer", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "dataset", "governance", "index" ], "country": "Africa-facing", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-MO-IBRAHIM-INDEX", "record_type": "dataset", "region": "africa-facing", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "governance", "state capability" ], "status": "starter_reference", "summary": "Governance index useful as one source, not a sovereign truth. Must be recalibrated against PASO capability/protection metrics.", "title": "Ibrahim Index of African Governance", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "institutional source", "law", "policy" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-AU-ARCHIVES", "record_type": "institutional_source", "region": "africa", "score": 70, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "treaties", "policy", "governance" ], "status": "starter_reference", "summary": "Official AU documents and decisions useful for legal/policy grounding, with political limitations noted.", "title": "African Union public documents", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "institutional source", "human rights", "law" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-HUB-ACHPR", "record_type": "institutional_source", "region": "africa", "score": 72, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "human rights", "law", "accountability" ], "status": "starter_reference", "summary": "Official human-rights documents useful for accountability, legal review and public protection.", "title": "African Commission on Human and Peoples' Rights documents", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "cybersecurity", "digital sovereignty", "cluster" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-AFRICAN-CYBERSECURITY", "record_type": "knowledge_cluster", "region": "africa___diaspora", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "cybersecurity", "data protection", "infrastructure" ], "status": "starter_reference", "summary": "Starter cluster for African cybersecurity, data protection, incident response and sovereign digital infrastructure references. Populate with verified journals, standards, CERTs and authors.", "title": "African cybersecurity sovereignty resources", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "quantum", "science", "cluster" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-QUANTUM-AFRICA", "record_type": "knowledge_cluster", "region": "africa___diaspora", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "quantum", "advanced computing", "physics" ], "status": "starter_reference", "summary": "Starter cluster for quantum science, advanced computing and African capability mapping. Requires verified institutions, labs and publications.", "title": "African quantum science and advanced computing resources", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "nanotech", "materials", "cluster" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-NANOTECH-AFRICA", "record_type": "knowledge_cluster", "region": "africa___diaspora", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "nanotechnology", "materials", "energy" ], "status": "starter_reference", "summary": "Starter cluster for nanotech and advanced materials. Requires publications, labs, patents and technology-transfer evidence.", "title": "African nanotechnology and advanced materials resources", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "energy", "infrastructure", "cluster" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-ENERGY-SOVEREIGNTY", "record_type": "knowledge_cluster", "region": "africa", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "energy", "grid", "productive capacity" ], "status": "starter_reference", "summary": "Starter cluster for productive energy, grid sovereignty, maintenance, storage and industrial power resources.", "title": "African energy sovereignty and productive power resources", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "decolonial studies", "Africana", "cluster" ], "country": "Africa / diaspora", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-DECOLONIAL-STUDIES", "record_type": "knowledge_cluster", "region": "africa___diaspora", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "decolonial theory", "education", "epistemology" ], "status": "starter_reference", "summary": "Starter cluster for decolonial studies, Africana thought, epistemology and educational repair.", "title": "Decolonial and African-centered studies resources", "updated_at": 1780258399, "visibility": "public" }, { "alignment": "needs_review", "alignment_note": "Imported record. Alignment/orientation must be verified through source-linked review before public reliance.", "bibliography": [], "capture_risk_score": 50, "categories": [ "health", "biobank", "genomics" ], "country": "Africa", "evidence_strength": 0, "flags": [], "media_refs": [], "overall_score": 50, "record_id": "KI-DOMAIN-HEALTH-BIOBANKS", "record_type": "knowledge_cluster", "region": "africa", "score": 55, "scores": {}, "scoring_method": "neutral_default", "scoring_rationale": "Neutral default assigned because no AI/human scoring was completed.", "scoring_status": "source_needed", "source_anchors": [], "source_needs": [ "official website or publisher page", "ISSN/ISBN/DOI/ORCID where applicable", "ownership/funding/governance statement where applicable", "representative article/book/video/transcript links", "correction/right-of-response record where relevant", "reviewer note before any high-risk alignment label is treated as public finding" ], "specialties": [ "public health", "biosecurity", "data custody" ], "status": "starter_reference", "summary": "Starter cluster for African health sovereignty, biobanks, genomic data custody and benefit sharing.", "title": "Health, biobanks and genomic sovereignty resources", "updated_at": 1780258399, "visibility": "public" } ], "policy": { "protected_terms_rule": "Terms such as Françafrique-adjacent, NED-adjacent, Mossad/foreign-intelligence-adjacent, propaganda-linked, or capture-enabling must be treated as allegation/risk categories requiring documented source linkage, not casual labels.", "public_goal": "Make reliable African/decolonial information easier to find while identifying influence channels that may redirect grievance inward, normalize colonial harm, or weaken African capacity to define its own future.", "publication_boundary": "Alignment labels are evidence-state labels, not declarations of secret control, guilt, membership, sponsorship or intelligence affiliation. Risk-adjacent classifications require source anchors, review and correction pathway before public promotion.", "purpose": "Provide a backend-editable index for African, decolonial, Pan-African and Africa-relevant knowledge sources, outlets and influencers, including their observable usefulness for African liberation, protection and progress.", "schema": "paso-knowledge-index-policy-v1", "scoring_rule": "If AI/LLM scoring is unavailable, imported records receive neutral base scores and scoring_status='not_scored_yet'. AI/rules scores remain provisional until human review.", "title": "Bibliography, journals, outlets and influence-source index" }, "schema": "paso-knowledge-index-v1", "scoring_dimensions": { "accessibility": "Open access, language accessibility, diaspora reach, public educational usability.", "african_liberation_relevance": "Contribution to African sovereignty, liberation, repair, epistemic independence or public capability.", "capability_transfer": "Evidence that the source builds local institutions, skills, tools, curricula or policy capability.", "capture_risk": "Risk that the outlet/actor/source normalizes imperial dependency, masks funding influence, redirects grievances inward, or shields harmful conduct.", "evidence_strength": "Strength of the source anchors supporting the assessment.", "source_quality": "Traceability, peer review, editorial discipline, archival quality, DOI/ISSN/ISBN/source stability." }, "type_counts": { "dataset": 4, "digital_library": 3, "education_hub": 1, "foundational_method": 1, "foundational_reading": 11, "foundational_reference": 1, "influencer_template": 2, "institutional_source": 2, "journal": 24, "journal_index": 1, "knowledge_cluster": 6, "media_outlet": 11, "media_outlet_archive": 1, "open_access_portal": 1, "outlet": 5, "public_personality": 10, "publisher": 3, "research_institute": 1, "research_network": 1, "research_outlet": 1 } }