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"tone": "amber" }, "computed_score": 65, "conventional": 76, "country": "Ghana", "epistemic": 58, "evidence": 68, "gaps": [ "ATSS rural", "souveraineté épistémique" ], "impact": 70, "innovation": 74, "name": "Kwame Nkrumah University of Science and Technology", "openKnowledge": 64, "region": "Afrique de l’Ouest", "short": "KNUST", "sourceNeeds": [ "OpenAlex", "brevets", "prototypes", "rapports" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 70, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 82, "health": 70, "industry_maintenance": 78, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 70, "biotech_genomics": 35, "climate_environment": 52, "culture_civilization": 52, "cybersecurity": 35, "data_ai_cyber": 52, "decolonial_studies": 35, "education_epistemic": 52, "energy_transition": 35, "engineering_energy": 76, "health": 70, "industry_maintenance": 74, 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"agriculture_food", 72 ], [ "public_policy", 71 ] ] }, { "atss": 72, "audit": 64, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 65, "conventional": 68, "country": "Maroc", "epistemic": 52, "evidence": 66, "gaps": [ "dépendance capital/agenda", "épistémique" ], "impact": 70, "innovation": 82, "name": "Université Mohammed VI Polytechnique", "openKnowledge": 58, "region": "Afrique du Nord", "short": "UM6P", "sourceNeeds": [ "brevets", "prototypes", "rapports ATSS" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 86, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 74, "education_epistemic": 35, "engineering_energy": 82, "health": 35, "industry_maintenance": 76, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 79, "biotech_genomics": 36, "climate_environment": 53, "culture_civilization": 53, "cybersecurity": 36, "data_ai_cyber": 73, "decolonial_studies": 36, 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"mental_health_psychiatry": 33, "mining_resource_governance": 33, "nanotech_materials": 33, "public_policy": 65, "quantum_science": 33, "reparations_memory": 33, "space_satellite": 33 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "ingénierie", "taille", "recherche" ], "top_specialties": [ [ "health", 72 ], [ "engineering_energy", 69 ], [ "public_policy", 65 ] ] }, { "atss": 64, "audit": 66, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 62, "conventional": 74, "country": "Ghana", "epistemic": 60, "evidence": 66, "gaps": [ "innovation brevetable", "ATSS adoption" ], "impact": 66, "innovation": 62, "name": "University of Ghana", "openKnowledge": 66, "region": "Afrique de l’Ouest", "short": "UG", "sourceNeeds": [ "OpenAlex", "AJOL", "rapports", "outputs utiles" ], "sovereignty": 60, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 66, "engineering_energy": 35, "health": 72, "industry_maintenance": 35, "law_governance": 72, "public_policy": 74 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 32, "data_ai_cyber": 49, "decolonial_studies": 32, "education_epistemic": 65, "energy_transition": 32, "engineering_energy": 49, "health": 68, "industry_maintenance": 49, "language_cognitive_sovereignty": 32, "law_governance": 68, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 69, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — preuves à lier", "strengths": [ "santé", "sciences sociales", "politique publique", "diaspora" ], "top_specialties": [ [ "public_policy", 69 ], [ "health", 68 ], [ "law_governance", 68 ] ] }, { "atss": 70, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 62, "conventional": 58, "country": "Tanzanie", "epistemic": 60, "evidence": 62, "gaps": [ "open knowledge", "brevets" ], "impact": 70, "innovation": 58, "name": "Sokoine University of Agriculture", "openKnowledge": 54, "region": "Afrique de l’Est", "short": "SUA", "sourceNeeds": [ "rapports agricoles", "extension", "adoption" ], "sovereignty": 68, "specialty_scores": { "agriculture_food": 88, "climate_environment": 66, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 35, "health": 35, "industry_maintenance": 58, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 77, "biotech_genomics": 33, "climate_environment": 66, "culture_civilization": 51, "cybersecurity": 33, "data_ai_cyber": 51, "decolonial_studies": 33, "education_epistemic": 51, "energy_transition": 33, "engineering_energy": 51, "health": 51, "industry_maintenance": 62, "language_cognitive_sovereignty": 33, "law_governance": 51, "manufacturing_robotics": 33, "mental_health_psychiatry": 33, "mining_resource_governance": 33, "nanotech_materials": 33, "public_policy": 51, "quantum_science": 33, "reparations_memory": 33, "space_satellite": 33 }, "status": "Prépublication — forte utilité alimentaire", "strengths": [ "agriculture", "sécurité alimentaire", "vétérinaire", "rural" ], "top_specialties": [ [ "agriculture_food", 77 ], [ "climate_environment", 66 ], [ "industry_maintenance", 62 ] ] }, { "atss": 60, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 62, "conventional": 64, "country": "United States / African diaspora", "epistemic": 76, "evidence": 62, "gaps": [ "Africa-facing capability evidence", "patent/prototype mapping" ], "impact": 62, "innovation": 54, "name": "Howard University", "openKnowledge": 58, "region": "HBCU / diaspora", "short": "Howard", "sourceNeeds": [ "official programs", "faculty publications", "medical/law outputs", "Africa partnerships" ], "sovereignty": 68, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 82, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 70, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 78, "manufacturing_robotics": 36, "mental_health_psychiatry": 60, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 76, "quantum_science": 36, "reparations_memory": 76, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 48, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 48, "data_ai_cyber": 48, "decolonial_studies": 71, "education_epistemic": 48, "energy_transition": 48, "engineering_energy": 48, "health": 65, "industry_maintenance": 48, "language_cognitive_sovereignty": 48, "law_governance": 69, "manufacturing_robotics": 48, "mental_health_psychiatry": 60, "mining_resource_governance": 48, "nanotech_materials": 48, "public_policy": 68, "quantum_science": 48, "reparations_memory": 68, "space_satellite": 48 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "medicine", "law", "Black Studies", "public leadership" ], "top_specialties": [ [ "decolonial_studies", 71 ], [ "law_governance", 69 ], [ "public_policy", 68 ] ] }, { "atss": 62, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 76, "country": "Nigeria", "epistemic": 54, "evidence": 66, "gaps": [ "ATSS national", "auditabilité" ], "impact": 64, "innovation": 70, "name": "University of Lagos", "openKnowledge": 62, "region": "Afrique de l’Ouest", "short": "UNILAG", "sourceNeeds": [ "incubateurs", "OpenAlex", "rapports alumni" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 76, "education_epistemic": 35, "engineering_energy": 68, "health": 35, "industry_maintenance": 62, "law_governance": 70, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 32, "data_ai_cyber": 70, "decolonial_studies": 32, "education_epistemic": 49, "energy_transition": 32, "engineering_energy": 66, "health": 49, "industry_maintenance": 63, "language_cognitive_sovereignty": 32, "law_governance": 67, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 49, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — preuves à lier", "strengths": [ "technologie", "entrepreneuriat", "droit", "ville" ], "top_specialties": [ [ "data_ai_cyber", 70 ], [ "law_governance", 67 ], [ "engineering_energy", 66 ] ] }, { "atss": 64, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 52, "country": "Burkina Faso", "epistemic": 78, "evidence": 58, "gaps": [ "preuves récentes", "infrastructure", "sécurité" ], "impact": 64, "innovation": 56, "name": "Université Joseph Ki-Zerbo", "openKnowledge": 52, "region": "Afrique de l’Ouest / Sahel", "short": "UJKZ", "sourceNeeds": [ "rapports nationaux", "programmes", "publications", "adoption" ], "sovereignty": 76, "specialty_scores": { "agriculture_food": 60, "climate_environment": 35, "culture_civilization": 82, "data_ai_cyber": 35, "education_epistemic": 80, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 72, "public_policy": 70 }, "specialty_summary": { "agriculture_food": 61, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 72, "cybersecurity": 32, "data_ai_cyber": 49, "decolonial_studies": 32, "education_epistemic": 72, "energy_transition": 32, "engineering_energy": 49, "health": 49, "industry_maintenance": 49, "language_cognitive_sovereignty": 32, "law_governance": 68, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 66, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — trajectoire souveraine à documenter", "strengths": [ "souveraineté culturelle", "formation", "Sahel", "droit" ], "top_specialties": [ [ "education_epistemic", 72 ], [ "culture_civilization", 72 ], [ "law_governance", 68 ] ] }, { "atss": 62, "audit": 64, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 78, "country": "Égypte", "epistemic": 52, "evidence": 70, "gaps": [ "auditabilité", "données ATSS" ], "impact": 66, "innovation": 64, "name": "Ain 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"space_satellite": 32 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "ingénierie", "éducation", "taille" ], "top_specialties": [ [ "health", 70 ], [ "engineering_energy", 66 ], [ "education_epistemic", 63 ] ] }, { "atss": 62, "audit": 64, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 72, "country": "Tunisie", "epistemic": 58, "evidence": 66, "gaps": [ "dette/contexte", "ATSS" ], "impact": 64, "innovation": 66, "name": "Université de Tunis El Manar", "openKnowledge": 60, "region": "Afrique du Nord", "short": "UTM", "sourceNeeds": [ "OpenAlex", "rapports", "brevets" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 66, "education_epistemic": 35, "engineering_energy": 72, "health": 74, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 32, "data_ai_cyber": 65, "decolonial_studies": 32, "education_epistemic": 49, "energy_transition": 32, "engineering_energy": 68, "health": 69, "industry_maintenance": 49, "language_cognitive_sovereignty": 32, "law_governance": 49, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 49, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "ingénierie", "sciences", "recherche" ], "top_specialties": [ [ "health", 69 ], [ "engineering_energy", 68 ], [ "data_ai_cyber", 65 ] ] }, { "atss": 62, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 74, "country": "Éthiopie", "epistemic": 64, "evidence": 66, "gaps": [ "conflits", "preuves ATSS", "audit" ], "impact": 64, "innovation": 58, "name": "Addis Ababa University", "openKnowledge": 62, "region": "Afrique de l’Est", "short": "AAU", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 68, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 68, "engineering_energy": 35, "health": 70, "industry_maintenance": 35, "law_governance": 35, "public_policy": 76 }, "specialty_summary": { "agriculture_food": 65, "biotech_genomics": 31, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 31, "data_ai_cyber": 49, "decolonial_studies": 31, "education_epistemic": 65, "energy_transition": 31, "engineering_energy": 49, "health": 66, "industry_maintenance": 49, "language_cognitive_sovereignty": 31, "law_governance": 49, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 69, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "politique publique", "santé", "agriculture", "formation" ], "top_specialties": [ [ "public_policy", 69 ], [ "health", 66 ], [ "agriculture_food", 65 ] ] }, { "atss": 64, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 68, "country": "Tanzanie", "epistemic": 66, "evidence": 64, "gaps": [ "innovation brevetable", "open data" ], "impact": 66, "innovation": 56, "name": "University of Dar es Salaam", "openKnowledge": 58, "region": "Afrique de l’Est", "short": "UDSM", "sourceNeeds": [ "OpenAlex", "programmes", "rapports" ], "sovereignty": 66, "specialty_scores": { "agriculture_food": 62, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 72, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 72, "public_policy": 70 }, "specialty_summary": { "agriculture_food": 63, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 32, "data_ai_cyber": 49, "decolonial_studies": 32, "education_epistemic": 68, "energy_transition": 32, "engineering_energy": 49, "health": 49, "industry_maintenance": 49, "language_cognitive_sovereignty": 32, "law_governance": 68, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 67, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation", "droit", "sciences", "Afrique de l’Est" ], "top_specialties": [ [ "law_governance", 68 ], [ "education_epistemic", 68 ], [ "public_policy", 67 ] ] }, { "atss": 66, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 68, "country": "Kenya", "epistemic": 52, "evidence": 64, "gaps": [ "données ATSS", "propriété locale" ], "impact": 66, "innovation": 72, "name": "Jomo Kenyatta University of Agriculture and Technology", "openKnowledge": 58, "region": "Afrique de l’Est", "short": "JKUAT", "sourceNeeds": [ "brevets", "incubateurs", "OpenAlex" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 78, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 76, "education_epistemic": 35, "engineering_energy": 72, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 72, "biotech_genomics": 33, "climate_environment": 51, "culture_civilization": 51, "cybersecurity": 33, "data_ai_cyber": 71, "decolonial_studies": 33, "education_epistemic": 51, "energy_transition": 33, "engineering_energy": 69, "health": 51, "industry_maintenance": 51, "language_cognitive_sovereignty": 33, "law_governance": 51, "manufacturing_robotics": 33, "mental_health_psychiatry": 33, "mining_resource_governance": 33, "nanotech_materials": 33, "public_policy": 51, "quantum_science": 33, "reparations_memory": 33, "space_satellite": 33 }, "status": "Prépublication — preuves à lier", "strengths": [ "agriculture", "technologie", "ingénierie", "ICT" ], "top_specialties": [ [ "agriculture_food", 72 ], [ "data_ai_cyber", 71 ], [ "engineering_energy", 69 ] ] }, { "atss": 62, "audit": 66, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 66, "country": "Maurice", "epistemic": 60, "evidence": 66, "gaps": [ "échelle", "impact continental" ], "impact": 62, "innovation": 62, "name": "University of Mauritius", "openKnowledge": 64, "region": "Afrique australe / Océan Indien", "short": "UoM", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 35, "climate_environment": 70, "culture_civilization": 35, "data_ai_cyber": 68, "education_epistemic": 35, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 64 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 31, "climate_environment": 66, "culture_civilization": 49, "cybersecurity": 31, "data_ai_cyber": 65, "decolonial_studies": 31, "education_epistemic": 49, "energy_transition": 31, "engineering_energy": 49, "health": 49, "industry_maintenance": 49, "language_cognitive_sovereignty": 31, "law_governance": 49, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 63, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation", "économie insulaire", "ICT", "environnement" ], "top_specialties": [ [ "climate_environment", 66 ], [ "data_ai_cyber", 65 ], [ "public_policy", 63 ] ] }, { "atss": 60, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 61, "conventional": 66, "country": "Morocco", "epistemic": 58, "evidence": 62, "gaps": [ "continental transfer", "funding/ownership context" ], "impact": 62, "innovation": 70, "name": "Université Mohammed VI Polytechnique", "openKnowledge": 58, "region": "North Africa", "short": "UM6P", "sourceNeeds": [ "official programs", "patents", "research centers" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 72, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 70, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 78, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 68, "mental_health_psychiatry": 36, "mining_resource_governance": 68, "nanotech_materials": 76, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 67, "biotech_genomics": 49, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 49, "data_ai_cyber": 66, "decolonial_studies": 49, "education_epistemic": 49, "energy_transition": 70, "engineering_energy": 49, "health": 49, "industry_maintenance": 49, "language_cognitive_sovereignty": 49, "law_governance": 49, "manufacturing_robotics": 65, "mental_health_psychiatry": 49, "mining_resource_governance": 65, "nanotech_materials": 69, "public_policy": 49, "quantum_science": 49, "reparations_memory": 49, "space_satellite": 49 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "energy", "materials", "AI", "agriculture", "industry" ], "top_specialties": [ [ "energy_transition", 70 ], [ "nanotech_materials", 69 ], [ "agriculture_food", 67 ] ] }, { "atss": 60, "audit": 68, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 60, "conventional": 70, "country": "Afrique du Sud", "epistemic": 60, "evidence": 66, "gaps": [ "petite taille", "innovation limitée" ], "impact": 62, "innovation": 58, "name": "Rhodes University", "openKnowledge": 66, "region": "Afrique australe", "short": "Rhodes", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 55, "specialty_scores": { "agriculture_food": 35, "climate_environment": 58, "culture_civilization": 70, "data_ai_cyber": 35, "education_epistemic": 68, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 66 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 30, "climate_environment": 59, "culture_civilization": 65, "cybersecurity": 30, "data_ai_cyber": 48, "decolonial_studies": 30, "education_epistemic": 64, "energy_transition": 30, "engineering_energy": 48, "health": 48, "industry_maintenance": 48, "language_cognitive_sovereignty": 30, "law_governance": 48, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 63, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "journalisme", "humanités", "sciences", "formation" ], "top_specialties": [ [ "culture_civilization", 65 ], [ "education_epistemic", 64 ], [ "public_policy", 63 ] ] }, { "atss": 62, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 60, "conventional": 70, "country": "Nigeria", "epistemic": 58, "evidence": 64, "gaps": [ "sécurité régionale", "preuves innovation" ], "impact": 64, "innovation": 60, "name": "Ahmadu Bello University", "openKnowledge": 58, "region": "Afrique de l’Ouest", "short": "ABU", "sourceNeeds": [ "programmes", "rapports agricoles", "OpenAlex" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 78, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 62, "engineering_energy": 35, "health": 60, "industry_maintenance": 35, "law_governance": 35, "public_policy": 66 }, "specialty_summary": { "agriculture_food": 70, "biotech_genomics": 31, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 31, "data_ai_cyber": 48, "decolonial_studies": 31, "education_epistemic": 62, "energy_transition": 31, "engineering_energy": 48, "health": 61, "industry_maintenance": 48, "language_cognitive_sovereignty": 31, "law_governance": 48, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 64, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "agriculture", "vétérinaire", "Nord Nigeria", "administration" ], "top_specialties": [ [ "agriculture_food", 70 ], [ "public_policy", 64 ], [ "education_epistemic", 62 ] ] }, { "atss": 60, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 60, "conventional": 70, "country": "Nigeria", "epistemic": 60, "evidence": 64, "gaps": [ "impact mesuré", "innovation" ], "impact": 62, "innovation": 60, "name": "Obafemi Awolowo University", "openKnowledge": 60, "region": "Afrique de l’Ouest", "short": "OAU", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 66, "data_ai_cyber": 35, "education_epistemic": 66, "engineering_energy": 35, "health": 70, "industry_maintenance": 35, "law_governance": 70, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 30, "climate_environment": 48, "culture_civilization": 63, "cybersecurity": 30, "data_ai_cyber": 48, "decolonial_studies": 30, "education_epistemic": 63, "energy_transition": 30, "engineering_energy": 48, "health": 65, "industry_maintenance": 48, "language_cognitive_sovereignty": 30, "law_governance": 65, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 48, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "droit", "architecture", "humanités" ], "top_specialties": [ [ "health", 65 ], [ "law_governance", 65 ], [ "education_epistemic", 63 ] ] }, { "atss": 60, "audit": 64, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 60, "conventional": 70, "country": "Maroc", "epistemic": 55, "evidence": 66, "gaps": [ "impact Afrique subsaharienne", "souveraineté épistémique" ], "impact": 62, "innovation": 68, "name": "Université Mohammed V", "openKnowledge": 58, "region": "Afrique du Nord", "short": "UM5", "sourceNeeds": [ "brevets", "OpenAlex", "rapports partenariats" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 68, "education_epistemic": 35, "engineering_energy": 72, "health": 35, "industry_maintenance": 35, "law_governance": 66, "public_policy": 64 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 31, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 31, "data_ai_cyber": 65, "decolonial_studies": 31, "education_epistemic": 49, "energy_transition": 31, "engineering_energy": 67, "health": 49, "industry_maintenance": 49, "language_cognitive_sovereignty": 31, "law_governance": 64, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 63, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "ingénierie", "sciences", "administration", "innovation" ], "top_specialties": [ [ "engineering_energy", 67 ], [ "data_ai_cyber", 65 ], [ "law_governance", 64 ] ] }, { "atss": 66, "audit": 46, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 59, "conventional": 42, "country": "Burkina Faso", "epistemic": 70, "evidence": 54, "gaps": [ "preuves ATSS", "infrastructure" ], "impact": 62, "innovation": 58, "name": "Université Nazi Boni", "openKnowledge": 46, "region": "Afrique de l’Ouest / Sahel", "short": "UNB", "sourceNeeds": [ "rapports agricoles", "programmes", "prototypes" ], "sovereignty": 74, "specialty_scores": { "agriculture_food": 76, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 62, "health": 66, "industry_maintenance": 60, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 70, "biotech_genomics": 32, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 32, "data_ai_cyber": 49, "decolonial_studies": 32, "education_epistemic": 49, "energy_transition": 32, "engineering_energy": 63, "health": 65, "industry_maintenance": 62, "language_cognitive_sovereignty": 32, "law_governance": 49, "manufacturing_robotics": 32, "mental_health_psychiatry": 32, "mining_resource_governance": 32, "nanotech_materials": 32, "public_policy": 49, "quantum_science": 32, "reparations_memory": 32, "space_satellite": 32 }, "status": "Prépublication — utile pour souveraineté productive", "strengths": [ "sciences appliquées", "agriculture", "santé", "Bobo-Dioulasso" ], "top_specialties": [ [ "agriculture_food", 70 ], [ "health", 65 ], [ "engineering_energy", 63 ] ] }, { "atss": 64, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 59, "conventional": 48, "country": "Mali", "epistemic": 68, "evidence": 56, "gaps": [ "preuves impact", "sécurité", "infrastructures" ], "impact": 64, "innovation": 56, "name": "Université des Sciences, des Techniques et des Technologies de Bamako", "openKnowledge": 48, "region": "Afrique de l’Ouest / Sahel", "short": "USTTB", "sourceNeeds": [ "programmes", "rapports santé", "publications" ], "sovereignty": 72, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 58, "education_epistemic": 66, "engineering_energy": 62, "health": 76, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 31, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 31, "data_ai_cyber": 60, "decolonial_studies": 31, "education_epistemic": 64, "energy_transition": 31, "engineering_energy": 62, "health": 69, "industry_maintenance": 49, "language_cognitive_sovereignty": 31, "law_governance": 49, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 49, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — trajectoire souveraine malienne", "strengths": [ "santé", "sciences", "technologies", "Sahel" ], "top_specialties": [ [ "health", 69 ], [ "education_epistemic", 64 ], [ "engineering_energy", 62 ] ] }, { "atss": 60, "audit": 62, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 59, "conventional": 68, "country": "Maroc", "epistemic": 52, "evidence": 64, "gaps": [ "preuve ATSS", "orientation africaine" ], "impact": 62, "innovation": 68, "name": "Université Hassan II de Casablanca", "openKnowledge": 56, "region": "Afrique du Nord", "short": "UH2C", "sourceNeeds": [ "OpenAlex", "brevets", "rapports" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 66, "education_epistemic": 35, "engineering_energy": 70, "health": 64, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 49, "biotech_genomics": 31, "climate_environment": 49, "culture_civilization": 49, "cybersecurity": 31, "data_ai_cyber": 64, "decolonial_studies": 31, "education_epistemic": 49, "energy_transition": 31, "engineering_energy": 66, "health": 63, "industry_maintenance": 49, "language_cognitive_sovereignty": 31, "law_governance": 49, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 49, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "ville", "sciences", "ingénierie", "santé" ], "top_specialties": [ [ "engineering_energy", 66 ], [ "data_ai_cyber", 64 ], [ "health", 63 ] ] }, { "atss": 56, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 59, "conventional": 72, "country": "Égypte", "epistemic": 78, "evidence": 64, "gaps": [ "science appliquée", "innovation" ], "impact": 60, "innovation": 44, "name": "Al-Azhar University", "openKnowledge": 54, "region": "Afrique du Nord", "short": "Azhar", "sourceNeeds": [ "archives", "curricula", "publications" ], "sovereignty": 66, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 88, "data_ai_cyber": 35, "education_epistemic": 78, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 60, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 28, "climate_environment": 46, "culture_civilization": 72, "cybersecurity": 28, "data_ai_cyber": 46, "decolonial_studies": 28, "education_epistemic": 67, "energy_transition": 28, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 28, "law_governance": 58, "manufacturing_robotics": 28, "mental_health_psychiatry": 28, "mining_resource_governance": 28, "nanotech_materials": 28, "public_policy": 46, "quantum_science": 28, "reparations_memory": 28, "space_satellite": 28 }, "status": "Prépublication — preuves à lier", "strengths": [ "civilisation", "théologie", "langues", "formation" ], "top_specialties": [ [ "culture_civilization", 72 ], [ "education_epistemic", 67 ], [ "law_governance", 58 ] ] }, { "atss": 58, "audit": 62, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 78, "country": "Nigeria", "epistemic": 46, "evidence": 62, "gaps": [ "prestige quantitatif", "souveraineté épistémique faible" ], "impact": 60, "innovation": 72, "name": "Covenant University", "openKnowledge": 58, "region": "Afrique de l’Ouest", "short": "Covenant", "sourceNeeds": [ "OpenAlex", "brevets", "startups", "rapports" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 78, "education_epistemic": 35, "engineering_energy": 70, "health": 35, "industry_maintenance": 66, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 30, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 30, "data_ai_cyber": 69, "decolonial_studies": 30, "education_epistemic": 48, "energy_transition": 30, "engineering_energy": 65, "health": 48, "industry_maintenance": 63, "language_cognitive_sovereignty": 30, "law_governance": 48, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 48, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "ingénierie", "ICT", "entrepreneuriat", "privé" ], "top_specialties": [ [ "data_ai_cyber", 69 ], [ "engineering_energy", 65 ], [ "industry_maintenance", 63 ] ] }, { "atss": 58, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 58, "country": "Sénégal", "epistemic": 70, "evidence": 58, "gaps": [ "taille", "innovation", "preuves" ], "impact": 58, "innovation": 54, "name": "Université Gaston Berger", "openKnowledge": 54, "region": "Afrique de l’Ouest", "short": "UGB", "sourceNeeds": [ "programmes", "rapports", "OpenAlex" ], "sovereignty": 66, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 72, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 64, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 29, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 29, "data_ai_cyber": 46, "decolonial_studies": 29, "education_epistemic": 65, "energy_transition": 29, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 29, "law_governance": 61, "manufacturing_robotics": 29, "mental_health_psychiatry": 29, "mining_resource_governance": 29, "nanotech_materials": 29, "public_policy": 60, "quantum_science": 29, "reparations_memory": 29, "space_satellite": 29 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation", "sciences sociales", "région", "recherche" ], "top_specialties": [ [ "education_epistemic", 65 ], [ "law_governance", 61 ], [ "public_policy", 60 ] ] }, { "atss": 60, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 64, "country": "Maroc", "epistemic": 52, "evidence": 62, "gaps": [ "impact continental", "open knowledge" ], "impact": 60, "innovation": 66, "name": "Université Cadi Ayyad", "openKnowledge": 54, "region": "Afrique du Nord", "short": "UCA", "sourceNeeds": [ "OpenAlex", "rapports", "brevets" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 35, "climate_environment": 68, "culture_civilization": 35, "data_ai_cyber": 62, "education_epistemic": 35, "engineering_energy": 70, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 31, "climate_environment": 64, "culture_civilization": 48, "cybersecurity": 31, "data_ai_cyber": 62, "decolonial_studies": 31, "education_epistemic": 48, "energy_transition": 31, "engineering_energy": 66, "health": 48, "industry_maintenance": 48, "language_cognitive_sovereignty": 31, "law_governance": 48, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 48, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "sciences", "énergie", "Marrakech", "innovation" ], "top_specialties": [ [ "engineering_energy", 66 ], [ "climate_environment", 64 ], [ "data_ai_cyber", 62 ] ] }, { "atss": 60, "audit": 62, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 74, "country": "Égypte", "epistemic": 52, "evidence": 68, "gaps": [ "impact mesuré", "souveraineté" ], "impact": 64, "innovation": 62, "name": "Alexandria University", "openKnowledge": 56, "region": "Afrique du Nord", "short": "AlexU", "sourceNeeds": [ "OpenAlex", "rapports", "partenariats" ], "sovereignty": 55, "specialty_scores": { "agriculture_food": 35, "climate_environment": 72, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 66, "health": 70, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 31, "climate_environment": 67, "culture_civilization": 48, "cybersecurity": 31, "data_ai_cyber": 48, "decolonial_studies": 31, "education_epistemic": 48, "energy_transition": 31, "engineering_energy": 64, "health": 66, "industry_maintenance": 48, "language_cognitive_sovereignty": 31, "law_governance": 48, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 48, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "sciences marines", "ingénierie" ], "top_specialties": [ [ "climate_environment", 67 ], [ "health", 66 ], [ "engineering_energy", 64 ] ] }, { "atss": 62, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 60, "country": "Namibie", "epistemic": 60, "evidence": 62, "gaps": [ "preuves innovation", "open data" ], "impact": 62, "innovation": 58, "name": "University of Namibia", "openKnowledge": 56, "region": "Afrique australe", "short": "UNAM", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 64, "specialty_scores": { "agriculture_food": 35, "climate_environment": 70, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 64, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 31, "climate_environment": 66, "culture_civilization": 48, "cybersecurity": 31, "data_ai_cyber": 48, "decolonial_studies": 31, "education_epistemic": 48, "energy_transition": 31, "engineering_energy": 63, "health": 48, "industry_maintenance": 48, "language_cognitive_sovereignty": 31, "law_governance": 48, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 62, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation nationale", "ressources", "environnement" ], "top_specialties": [ [ "climate_environment", 66 ], [ "engineering_energy", 63 ], [ "public_policy", 62 ] ] }, { "atss": 58, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 58, "conventional": 66, "country": "United States / African diaspora", "epistemic": 60, "evidence": 60, "gaps": [ "Africa-facing partnerships", "sovereign tech transfer" ], "impact": 60, "innovation": 62, "name": "North Carolina A&T State University", "openKnowledge": 52, "region": "HBCU / diaspora", "short": "NC A&T", "sourceNeeds": [ "official research", "engineering centers", "patents", "industry output" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 70, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 64, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 66, "engineering_energy": 76, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 70, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 65, "biotech_genomics": 48, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 62, "data_ai_cyber": 48, "decolonial_studies": 48, "education_epistemic": 48, "energy_transition": 63, "engineering_energy": 68, "health": 48, "industry_maintenance": 48, "language_cognitive_sovereignty": 48, "law_governance": 48, "manufacturing_robotics": 65, "mental_health_psychiatry": 48, "mining_resource_governance": 48, "nanotech_materials": 48, "public_policy": 48, "quantum_science": 48, "reparations_memory": 48, "space_satellite": 48 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "engineering", "agriculture", "applied research" ], "top_specialties": [ [ "engineering_energy", 68 ], [ "agriculture_food", 65 ], [ "manufacturing_robotics", 65 ] ] }, { "atss": 62, "audit": 46, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 44, "country": "Niger", "epistemic": 68, "evidence": 54, "gaps": [ "preuves impact", "infrastructure", "sécurité" ], "impact": 60, "innovation": 50, "name": "Université Abdou Moumouni", "openKnowledge": 45, "region": "Afrique de l’Ouest / Sahel", "short": "UAM", "sourceNeeds": [ "programmes", "rapports ressources", "publications" ], "sovereignty": 72, "specialty_scores": { "agriculture_food": 68, "climate_environment": 35, "culture_civilization": 70, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 64, "health": 35, "industry_maintenance": 35, "law_governance": 35, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 64, "biotech_genomics": 30, "climate_environment": 47, "culture_civilization": 65, "cybersecurity": 30, "data_ai_cyber": 47, "decolonial_studies": 30, "education_epistemic": 47, "energy_transition": 30, "engineering_energy": 62, "health": 47, "industry_maintenance": 47, "language_cognitive_sovereignty": 30, "law_governance": 47, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 61, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — trajectoire souveraine à sourcer", "strengths": [ "Sahel", "ressources", "agriculture", "formation" ], "top_specialties": [ [ "culture_civilization", 65 ], [ "agriculture_food", 64 ], [ "engineering_energy", 62 ] ] }, { "atss": 60, "audit": 60, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 66, "country": "Tunisie", "epistemic": 54, "evidence": 62, "gaps": [ "open knowledge", "impact" ], "impact": 60, "innovation": 64, "name": "Université de Sfax", "openKnowledge": 56, "region": "Afrique du Nord", "short": "Sfax", "sourceNeeds": [ "OpenAlex", "brevets", "rapports" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 68, "health": 64, "industry_maintenance": 68, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 30, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 30, "data_ai_cyber": 48, "decolonial_studies": 30, "education_epistemic": 48, "energy_transition": 30, "engineering_energy": 64, "health": 62, "industry_maintenance": 64, "language_cognitive_sovereignty": 30, "law_governance": 48, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 48, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "ingénierie", "santé", "industrie" ], "top_specialties": [ [ "engineering_energy", 64 ], [ "industry_maintenance", 64 ], [ "health", 62 ] ] }, { "atss": 62, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 62, "country": "Rwanda", "epistemic": 58, "evidence": 60, "gaps": [ "liberté académique", "dépendance partenariats" ], "impact": 62, "innovation": 60, "name": "University of Rwanda", "openKnowledge": 56, "region": "Afrique de l’Est", "short": "UR", "sourceNeeds": [ "rapports", "OpenAlex", "programmes" ], "sovereignty": 60, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 70, "education_epistemic": 62, "engineering_energy": 35, "health": 68, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 31, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 31, "data_ai_cyber": 66, "decolonial_studies": 31, "education_epistemic": 62, "energy_transition": 31, "engineering_energy": 48, "health": 65, "industry_maintenance": 48, "language_cognitive_sovereignty": 31, "law_governance": 48, "manufacturing_robotics": 31, "mental_health_psychiatry": 31, "mining_resource_governance": 31, "nanotech_materials": 31, "public_policy": 48, "quantum_science": 31, "reparations_memory": 31, "space_satellite": 31 }, "status": "Prépublication — preuves à lier", "strengths": [ "santé", "ICT", "formation nationale" ], "top_specialties": [ [ "data_ai_cyber", 66 ], [ "health", 65 ], [ "education_epistemic", 62 ] ] }, { "atss": 58, "audit": 62, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 64, "country": "Kenya", "epistemic": 46, "evidence": 60, "gaps": [ "souveraineté épistémique", "accès populaire" ], "impact": 58, "innovation": 70, "name": "Strathmore University", "openKnowledge": 56, "region": "Afrique de l’Est", "short": "Strathmore", "sourceNeeds": [ "incubateurs", "rapports", "programmes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 76, "education_epistemic": 35, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 68, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 30, "climate_environment": 47, "culture_civilization": 47, "cybersecurity": 30, "data_ai_cyber": 68, "decolonial_studies": 30, "education_epistemic": 47, "energy_transition": 30, "engineering_energy": 47, "health": 47, "industry_maintenance": 47, "language_cognitive_sovereignty": 30, "law_governance": 64, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 61, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "business", "data", "law", "private" ], "top_specialties": [ [ "data_ai_cyber", 68 ], [ "law_governance", 64 ], [ "public_policy", 61 ] ] }, { "atss": 60, "audit": 62, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 62, "country": "Botswana", "epistemic": 60, "evidence": 62, "gaps": [ "innovation", "ATSS" ], "impact": 60, "innovation": 56, "name": "University of Botswana", "openKnowledge": 56, "region": "Afrique australe", "short": "UB", "sourceNeeds": [ "OpenAlex", "rapports nationaux" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 35, "climate_environment": 66, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 35, "health": 64, "industry_maintenance": 35, "law_governance": 35, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 30, "climate_environment": 63, "culture_civilization": 47, "cybersecurity": 30, "data_ai_cyber": 47, "decolonial_studies": 30, "education_epistemic": 47, "energy_transition": 30, "engineering_energy": 47, "health": 62, "industry_maintenance": 47, "language_cognitive_sovereignty": 30, "law_governance": 47, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 61, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation nationale", "santé", "environnement" ], "top_specialties": [ [ "climate_environment", 63 ], [ "health", 62 ], [ "public_policy", 61 ] ] }, { "atss": 55, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 58, "country": "United States / African diaspora", "epistemic": 74, "evidence": 58, "gaps": [ "Africa-facing outputs", "open evidence" ], "impact": 56, "innovation": 48, "name": "Spelman College", "openKnowledge": 52, "region": "HBCU / diaspora", "short": "Spelman", "sourceNeeds": [ "official programs", "STEM outcomes", "Black Studies outputs" ], "sovereignty": 66, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 74, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 78, "education_epistemic": 72, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 68, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 46, "climate_environment": 46, "culture_civilization": 65, "cybersecurity": 46, "data_ai_cyber": 46, "decolonial_studies": 67, "education_epistemic": 64, "energy_transition": 46, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 46, "quantum_science": 46, "reparations_memory": 62, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "women leadership", "Black Studies", "STEM pipeline" ], "top_specialties": [ [ "decolonial_studies", 67 ], [ "culture_civilization", 65 ], [ "education_epistemic", 64 ] ] }, { "atss": 55, "audit": 55, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 58, "country": "United States / African diaspora", "epistemic": 72, "evidence": 58, "gaps": [ "capability transfer evidence", "African institutional links" ], "impact": 56, "innovation": 48, "name": "Morehouse College", "openKnowledge": 52, "region": "HBCU / diaspora", "short": "Morehouse", "sourceNeeds": [ "official programs", "alumni public service", "research outputs" ], "sovereignty": 65, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 72, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 76, "education_epistemic": 70, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 70, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 46, "climate_environment": 46, "culture_civilization": 64, "cybersecurity": 46, "data_ai_cyber": 46, "decolonial_studies": 66, "education_epistemic": 63, "energy_transition": 46, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 63, "quantum_science": 46, "reparations_memory": 46, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "leadership", "Black public thought", "STEM pipeline" ], "top_specialties": [ [ "decolonial_studies", 66 ], [ "culture_civilization", 64 ], [ "education_epistemic", 63 ] ] }, { "atss": 58, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 66, "country": "Rwanda / Pan-African", "epistemic": 52, "evidence": 60, "gaps": [ "ownership/curriculum sovereignty", "local retention" ], "impact": 60, "innovation": 66, "name": "Carnegie Mellon University Africa", "openKnowledge": 56, "region": "technology university node", "short": "CMU-Africa", "sourceNeeds": [ "official programs", "graduate outcomes", "industry links" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 78, "data_ai_cyber": 82, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 68, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 60, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 48, "biotech_genomics": 48, "climate_environment": 48, "culture_civilization": 48, "cybersecurity": 69, "data_ai_cyber": 71, "decolonial_studies": 48, "education_epistemic": 48, "energy_transition": 48, "engineering_energy": 64, "health": 48, "industry_maintenance": 48, "language_cognitive_sovereignty": 48, "law_governance": 48, "manufacturing_robotics": 60, "mental_health_psychiatry": 48, "mining_resource_governance": 48, "nanotech_materials": 48, "public_policy": 58, "quantum_science": 48, "reparations_memory": 48, "space_satellite": 48 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "engineering", "ICT", "AI", "cybersecurity" ], "top_specialties": [ [ "data_ai_cyber", 71 ], [ "cybersecurity", 69 ], [ "engineering_energy", 64 ] ] }, { "atss": 58, "audit": 56, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 57, "conventional": 62, "country": "Ghana", "epistemic": 62, "evidence": 58, "gaps": [ "scale", "long-term public impact" ], "impact": 58, "innovation": 56, "name": "Ashesi University", "openKnowledge": 54, "region": "West Africa", "short": "Ashesi", "sourceNeeds": [ "official programs", "alumni outcomes", "innovation output" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 58, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 74, "energy_transition": 36, "engineering_energy": 64, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 66, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 47, "climate_environment": 47, "culture_civilization": 47, "cybersecurity": 58, "data_ai_cyber": 60, "decolonial_studies": 47, "education_epistemic": 66, "energy_transition": 47, "engineering_energy": 61, "health": 47, "industry_maintenance": 47, "language_cognitive_sovereignty": 47, "law_governance": 47, "manufacturing_robotics": 47, "mental_health_psychiatry": 47, "mining_resource_governance": 47, "nanotech_materials": 47, "public_policy": 62, "quantum_science": 47, "reparations_memory": 47, "space_satellite": 47 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "ethical leadership", "engineering", "entrepreneurship", "African education model" ], "top_specialties": [ [ "education_epistemic", 66 ], [ "public_policy", 62 ], [ "engineering_energy", 61 ] ] }, { "atss": 60, "audit": 46, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 38, "country": "Mali", "epistemic": 78, "evidence": 52, "gaps": [ "innovation technique", "open knowledge" ], "impact": 58, "innovation": 42, "name": "Université des Lettres et des Sciences Humaines de Bamako", "openKnowledge": 44, "region": "Afrique de l’Ouest / Sahel", "short": "ULSHB", "sourceNeeds": [ "curricula", "archives", "publications" ], "sovereignty": 74, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 86, "data_ai_cyber": 35, "education_epistemic": 78, "engineering_energy": 35, "health": 35, "industry_maintenance": 35, "law_governance": 62, "public_policy": 60 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 28, "climate_environment": 46, "culture_civilization": 71, "cybersecurity": 28, "data_ai_cyber": 46, "decolonial_studies": 28, "education_epistemic": 67, "energy_transition": 28, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 28, "law_governance": 59, "manufacturing_robotics": 28, "mental_health_psychiatry": 28, "mining_resource_governance": 28, "nanotech_materials": 28, "public_policy": 58, "quantum_science": 28, "reparations_memory": 28, "space_satellite": 28 }, "status": "Prépublication — souveraineté culturelle à documenter", "strengths": [ "langues", "histoire", "culture", "refondation" ], "top_specialties": [ [ "culture_civilization", 71 ], [ "education_epistemic", 67 ], [ "law_governance", 59 ] ] }, { "atss": 58, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 62, "country": "Zambie", "epistemic": 58, "evidence": 60, "gaps": [ "financement", "innovation" ], "impact": 60, "innovation": 54, "name": "University of Zambia", "openKnowledge": 54, "region": "Afrique australe", "short": "UNZA", "sourceNeeds": [ "OpenAlex", "rapports mines", "programmes" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 68, "health": 64, "industry_maintenance": 35, "law_governance": 35, "public_policy": 62 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 29, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 29, "data_ai_cyber": 46, "decolonial_studies": 29, "education_epistemic": 46, "energy_transition": 29, "engineering_energy": 63, "health": 61, "industry_maintenance": 46, "language_cognitive_sovereignty": 29, "law_governance": 46, "manufacturing_robotics": 29, "mental_health_psychiatry": 29, "mining_resource_governance": 29, "nanotech_materials": 29, "public_policy": 60, "quantum_science": 29, "reparations_memory": 29, "space_satellite": 29 }, "status": "Prépublication — preuves à lier", "strengths": [ "mines", "santé", "politique publique" ], "top_specialties": [ [ "engineering_energy", 63 ], [ "health", 61 ], [ "public_policy", 60 ] ] }, { "atss": 56, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 60, "country": "United States / African diaspora", "epistemic": 62, "evidence": 58, "gaps": [ "Africa-facing output", "local capability metrics" ], "impact": 58, "innovation": 54, "name": "Florida A&M University", "openKnowledge": 50, "region": "HBCU / diaspora", "short": "FAMU", "sourceNeeds": [ "official programs", "research centers", "patents", "alumni outcomes" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 66, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 58, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 62, "health": 72, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 61, "biotech_genomics": 46, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 57, "data_ai_cyber": 46, "decolonial_studies": 46, "education_epistemic": 46, "energy_transition": 46, "engineering_energy": 59, "health": 64, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 57, "quantum_science": 46, "reparations_memory": 46, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "pharmacy", "agriculture", "engineering pipeline" ], "top_specialties": [ [ "health", 64 ], [ "agriculture_food", 61 ], [ "engineering_energy", 59 ] ] }, { "atss": 56, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 58, "country": "United States / African diaspora", "epistemic": 66, "evidence": 58, "gaps": [ "current Africa links", "updated research evidence" ], "impact": 58, "innovation": 52, "name": "Tuskegee University", "openKnowledge": 50, "region": "HBCU / diaspora", "short": "Tuskegee", "sourceNeeds": [ "official programs", "agriculture outputs", "public health history" ], "sovereignty": 60, "specialty_scores": { "agriculture_food": 76, "biotech_genomics": 58, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 70, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 66, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 72, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 66, "biotech_genomics": 57, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 46, "data_ai_cyber": 46, "decolonial_studies": 63, "education_epistemic": 46, "energy_transition": 46, "engineering_energy": 46, "health": 61, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 46, "quantum_science": 46, "reparations_memory": 64, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "veterinary medicine", "Black scientific history" ], "top_specialties": [ [ "agriculture_food", 66 ], [ "reparations_memory", 64 ], [ "decolonial_studies", 63 ] ] }, { "atss": 54, "audit": 58, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 60, "country": "United States / African diaspora", "epistemic": 78, "evidence": 62, "gaps": [ "direct African capability transfer", "method transparency" ], "impact": 58, "innovation": 42, "name": "Harvard Hutchins Center for African & African American Research", "openKnowledge": 60, "region": "research center", "short": "Hutchins Center", "sourceNeeds": [ "official center profile", "publications", "archives" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 76, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 82, "education_epistemic": 70, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 78, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 65, "cybersecurity": 45, "data_ai_cyber": 45, "decolonial_studies": 68, "education_epistemic": 62, "energy_transition": 45, "engineering_energy": 45, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 45, "manufacturing_robotics": 45, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 45, "quantum_science": 45, "reparations_memory": 66, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "African and African-American research", "archives", "public scholarship" ], "top_specialties": [ [ "decolonial_studies", 68 ], [ "reparations_memory", 66 ], [ "culture_civilization", 65 ] ] }, { "atss": 58, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 56, "conventional": 58, "country": "Senegal / Pan-African", "epistemic": 62, "evidence": 58, "gaps": [ "local industry transfer", "graduate tracking" ], "impact": 58, "innovation": 54, "name": "African Institute for Mathematical Sciences Senegal", "openKnowledge": 54, "region": "Pan-African research network", "short": "AIMS Senegal", "sourceNeeds": [ "official programs", "research outputs", "alumni outcomes" ], "sovereignty": 64, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 70, "decolonial_studies": 36, "education_epistemic": 64, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 58, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 47, "climate_environment": 47, "culture_civilization": 47, "cybersecurity": 47, "data_ai_cyber": 64, "decolonial_studies": 47, "education_epistemic": 61, "energy_transition": 47, "engineering_energy": 47, "health": 47, "industry_maintenance": 47, "language_cognitive_sovereignty": 47, "law_governance": 47, "manufacturing_robotics": 47, "mental_health_psychiatry": 47, "mining_resource_governance": 47, "nanotech_materials": 47, "public_policy": 57, "quantum_science": 58, "reparations_memory": 47, "space_satellite": 47 }, "status": "Starter evidence-gated 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"engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 60, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 47, "climate_environment": 59, "culture_civilization": 47, "cybersecurity": 47, "data_ai_cyber": 65, "decolonial_studies": 47, "education_epistemic": 61, "energy_transition": 47, "engineering_energy": 47, "health": 47, "industry_maintenance": 47, "language_cognitive_sovereignty": 47, "law_governance": 47, "manufacturing_robotics": 47, "mental_health_psychiatry": 47, "mining_resource_governance": 47, "nanotech_materials": 47, "public_policy": 47, "quantum_science": 59, "reparations_memory": 47, "space_satellite": 47 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "mathematics", "AI", "pan-African training" ], "top_specialties": [ [ "data_ai_cyber", 65 ], [ "education_epistemic", 61 ], [ "climate_environment", 59 ] ] }, { "atss": 60, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 54, "country": "Zambie", "epistemic": 50, "evidence": 56, "gaps": [ "open knowledge", "ATSS" ], "impact": 60, "innovation": 58, "name": "Copperbelt University", "openKnowledge": 48, "region": "Afrique australe", "short": "CBU", "sourceNeeds": [ "rapports mines", "brevets", "programmes" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 74, "health": 35, "industry_maintenance": 72, "law_governance": 35, "public_policy": 48 }, "specialty_summary": { "agriculture_food": 47, "biotech_genomics": 30, "climate_environment": 47, "culture_civilization": 47, "cybersecurity": 30, "data_ai_cyber": 47, "decolonial_studies": 30, "education_epistemic": 47, "energy_transition": 30, "engineering_energy": 66, "health": 47, "industry_maintenance": 66, "language_cognitive_sovereignty": 30, "law_governance": 47, "manufacturing_robotics": 30, "mental_health_psychiatry": 30, "mining_resource_governance": 30, "nanotech_materials": 30, "public_policy": 53, "quantum_science": 30, "reparations_memory": 30, "space_satellite": 30 }, "status": "Prépublication — preuves à lier", "strengths": [ "mines", "ingénierie", "industrie" ], "top_specialties": [ [ "engineering_energy", 66 ], [ "industry_maintenance", 66 ], [ "public_policy", 53 ] ] }, { "atss": 58, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 60, "country": "Zimbabwe", "epistemic": 56, "evidence": 58, "gaps": [ "financement", "preuves innovation" ], "impact": 58, "innovation": 54, "name": "University of Zimbabwe", "openKnowledge": 52, "region": "Afrique australe", "short": "UZ", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 66, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 35, "health": 66, "industry_maintenance": 35, "law_governance": 62, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 62, "biotech_genomics": 29, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 29, "data_ai_cyber": 46, "decolonial_studies": 29, "education_epistemic": 46, "energy_transition": 29, "engineering_energy": 46, "health": 62, "industry_maintenance": 46, "language_cognitive_sovereignty": 29, "law_governance": 60, "manufacturing_robotics": 29, "mental_health_psychiatry": 29, "mining_resource_governance": 29, "nanotech_materials": 29, "public_policy": 46, "quantum_science": 29, "reparations_memory": 29, "space_satellite": 29 }, "status": "Prépublication — preuves à lier", "strengths": [ "médecine", "agriculture", "droit" ], "top_specialties": [ [ "health", 62 ], [ "agriculture_food", 62 ], [ "law_governance", 60 ] ] }, { "atss": 54, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 58, "country": "United States / African diaspora", "epistemic": 62, "evidence": 56, "gaps": [ "source-linked Africa output" ], "impact": 54, "innovation": 50, "name": "Morgan State University", "openKnowledge": 48, "region": "HBCU / diaspora", "short": "Morgan State", "sourceNeeds": [ "official programs", "research centers", "public policy outputs" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 62, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 62, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 60, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 68, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 45, "data_ai_cyber": 45, "decolonial_studies": 58, "education_epistemic": 45, "energy_transition": 45, "engineering_energy": 58, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 57, "manufacturing_robotics": 45, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 61, "quantum_science": 45, "reparations_memory": 45, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "urban research", "engineering", "policy" ], "top_specialties": [ [ "public_policy", 61 ], [ "engineering_energy", 58 ], [ "decolonial_studies", 58 ] ] }, { "atss": 56, "audit": 52, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 58, "country": "Rwanda / Pan-African", "epistemic": 60, "evidence": 56, "gaps": [ "local ownership", "public evidence" ], "impact": 56, "innovation": 52, "name": "AIMS Rwanda", "openKnowledge": 52, "region": "Pan-African research network", "short": "AIMS Rwanda", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 58, "data_ai_cyber": 70, "decolonial_studies": 36, "education_epistemic": 62, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 58, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 46, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 57, "data_ai_cyber": 63, "decolonial_studies": 46, "education_epistemic": 59, "energy_transition": 46, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 46, "quantum_science": 57, "reparations_memory": 46, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "mathematics", "AI", "pan-African training" ], "top_specialties": [ [ "data_ai_cyber", 63 ], [ "education_epistemic", 59 ], [ "cybersecurity", 57 ] ] }, { "atss": 56, "audit": 52, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 58, "country": "Ghana / Pan-African", "epistemic": 60, "evidence": 56, "gaps": [ "local adoption" ], "impact": 56, "innovation": 52, "name": "AIMS Ghana", "openKnowledge": 52, "region": "Pan-African research network", "short": "AIMS Ghana", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 70, "decolonial_studies": 36, "education_epistemic": 62, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 58, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 46, "biotech_genomics": 46, "climate_environment": 46, "culture_civilization": 46, "cybersecurity": 46, "data_ai_cyber": 63, "decolonial_studies": 46, "education_epistemic": 59, "energy_transition": 46, "engineering_energy": 46, "health": 46, "industry_maintenance": 46, "language_cognitive_sovereignty": 46, "law_governance": 46, "manufacturing_robotics": 46, "mental_health_psychiatry": 46, "mining_resource_governance": 46, "nanotech_materials": 46, "public_policy": 46, "quantum_science": 57, "reparations_memory": 46, "space_satellite": 46 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "mathematics", "AI", "pan-African training" ], "top_specialties": [ [ "data_ai_cyber", 63 ], [ "education_epistemic", 59 ], [ "quantum_science", 57 ] ] }, { "atss": 54, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 54, "conventional": 58, "country": "Caribbean / diaspora", "epistemic": 68, "evidence": 56, "gaps": [ "Africa-facing capability evidence" ], "impact": 54, "innovation": 46, "name": "University of the West Indies Global Campus", "openKnowledge": 56, "region": "Caribbean / diaspora", "short": "UWI Global", "sourceNeeds": [ "official programs", "regional outputs" ], "sovereignty": 62, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 68, "education_epistemic": 72, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 62, "quantum_science": 36, "reparations_memory": 64, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 45, "data_ai_cyber": 45, "decolonial_studies": 61, "education_epistemic": 63, "energy_transition": 45, "engineering_energy": 45, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 45, "manufacturing_robotics": 45, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 58, "quantum_science": 45, "reparations_memory": 59, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "distance education", "Caribbean reach", "diaspora" ], "top_specialties": [ [ "education_epistemic", 63 ], [ "decolonial_studies", 61 ], [ "reparations_memory", 59 ] ] }, { "atss": 58, "audit": 54, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 53, "conventional": 54, "country": "Malawi", "epistemic": 56, "evidence": 56, "gaps": [ "infrastructure", "innovation" ], "impact": 58, "innovation": 48, "name": "University of Malawi", "openKnowledge": 50, "region": "Afrique australe", "short": "UNIMA", "sourceNeeds": [ "programmes", "rapports", "OpenAlex" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 66, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 64, "engineering_energy": 35, "health": 62, "industry_maintenance": 35, "law_governance": 35, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 61, "biotech_genomics": 28, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 28, "data_ai_cyber": 45, "decolonial_studies": 28, "education_epistemic": 60, "energy_transition": 28, "engineering_energy": 45, "health": 59, "industry_maintenance": 45, "language_cognitive_sovereignty": 28, "law_governance": 45, "manufacturing_robotics": 28, "mental_health_psychiatry": 28, "mining_resource_governance": 28, "nanotech_materials": 28, "public_policy": 45, "quantum_science": 28, "reparations_memory": 28, "space_satellite": 28 }, "status": "Prépublication — preuves à lier", "strengths": [ "éducation", "agriculture", "santé" ], "top_specialties": [ [ "agriculture_food", 61 ], [ "education_epistemic", 60 ], [ "health", 59 ] ] }, { "atss": 58, "audit": 52, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 53, "conventional": 56, "country": "Mozambique", "epistemic": 54, "evidence": 56, "gaps": [ "conflit", "infrastructure", "ATSS" ], "impact": 58, "innovation": 50, "name": "Eduardo Mondlane University", "openKnowledge": 48, "region": "Afrique australe", "short": "UEM", "sourceNeeds": [ "OpenAlex", "rapports", "programmes" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 60, "health": 62, "industry_maintenance": 35, "law_governance": 35, "public_policy": 58 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 28, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 28, "data_ai_cyber": 45, "decolonial_studies": 28, "education_epistemic": 45, "energy_transition": 28, "engineering_energy": 58, "health": 59, "industry_maintenance": 45, "language_cognitive_sovereignty": 28, "law_governance": 45, "manufacturing_robotics": 28, "mental_health_psychiatry": 28, "mining_resource_governance": 28, "nanotech_materials": 28, "public_policy": 57, "quantum_science": 28, "reparations_memory": 28, "space_satellite": 28 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation nationale", "ressources", "santé" ], "top_specialties": [ [ "health", 59 ], [ "engineering_energy", 58 ], [ "public_policy", 57 ] ] }, { "atss": 56, "audit": 52, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 53, "conventional": 54, "country": "Bénin", "epistemic": 56, "evidence": 56, "gaps": [ "preuves ATSS", "infrastructure" ], "impact": 56, "innovation": 48, "name": "Université d’Abomey-Calavi", "openKnowledge": 48, "region": "Afrique de l’Ouest", "short": "UAC", "sourceNeeds": [ "OpenAlex", "programmes", "rapports" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 64, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 35, "health": 62, "industry_maintenance": 35, "law_governance": 60, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 59, "biotech_genomics": 27, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 27, "data_ai_cyber": 45, "decolonial_studies": 27, "education_epistemic": 45, "energy_transition": 27, "engineering_energy": 45, "health": 58, "industry_maintenance": 45, "language_cognitive_sovereignty": 27, "law_governance": 57, "manufacturing_robotics": 27, "mental_health_psychiatry": 27, "mining_resource_governance": 27, "nanotech_materials": 27, "public_policy": 45, "quantum_science": 27, "reparations_memory": 27, "space_satellite": 27 }, "status": "Prépublication — preuves à lier", "strengths": [ "santé", "agriculture", "droit", "formation" ], "top_specialties": [ [ "agriculture_food", 59 ], [ "health", 58 ], [ "law_governance", 57 ] ] }, { "atss": 52, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 56, "country": "United States / African diaspora", "epistemic": 60, "evidence": 55, "gaps": [ "updated output evidence" ], "impact": 52, "innovation": 50, "name": "Hampton University", "openKnowledge": 46, "region": "HBCU / diaspora", "short": "Hampton", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 62, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 64, "education_epistemic": 66, "energy_transition": 36, "engineering_energy": 36, "health": 62, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 57, "cybersecurity": 44, "data_ai_cyber": 44, "decolonial_studies": 58, "education_epistemic": 59, "energy_transition": 44, "engineering_energy": 44, "health": 57, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 44, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "STEM", "health", "Black education history" ], "top_specialties": [ [ "education_epistemic", 59 ], [ "decolonial_studies", 58 ], [ "health", 57 ] ] }, { "atss": 52, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 58, "country": "United States / African diaspora", "epistemic": 60, "evidence": 56, "gaps": [ "Africa-facing output", "research translation" ], "impact": 56, "innovation": 46, "name": "Xavier University of Louisiana", "openKnowledge": 46, "region": "HBCU / diaspora", "short": "XULA", "sourceNeeds": [ "official programs", "health outcomes", "alumni data" ], "sovereignty": 54, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 56, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 78, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 58, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 54, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 44, "decolonial_studies": 44, "education_epistemic": 55, "energy_transition": 44, "engineering_energy": 44, "health": 65, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 44, "mental_health_psychiatry": 55, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "health pipeline", "pharmacy", "pre-med" ], "top_specialties": [ [ "health", 65 ], [ "education_epistemic", 55 ], [ "mental_health_psychiatry", 55 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 54, "country": "United States / African diaspora", "epistemic": 66, "evidence": 54, "gaps": [ "current research evidence" ], "impact": 52, "innovation": 44, "name": "Clark Atlanta University", "openKnowledge": 46, "region": "HBCU / diaspora", "short": "CAU", "sourceNeeds": [ "official programs", "Africana studies outputs" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 76, "education_epistemic": 64, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 62, "quantum_science": 36, "reparations_memory": 70, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 43, "biotech_genomics": 43, "climate_environment": 43, "culture_civilization": 43, "cybersecurity": 43, "data_ai_cyber": 43, "decolonial_studies": 63, "education_epistemic": 57, "energy_transition": 43, "engineering_energy": 43, "health": 43, "industry_maintenance": 43, "language_cognitive_sovereignty": 43, "law_governance": 43, "manufacturing_robotics": 43, "mental_health_psychiatry": 43, "mining_resource_governance": 43, "nanotech_materials": 43, "public_policy": 56, "quantum_science": 43, "reparations_memory": 60, "space_satellite": 43 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Africana studies", "public policy", "STEM" ], "top_specialties": [ [ "decolonial_studies", 63 ], [ "reparations_memory", 60 ], [ "education_epistemic", 57 ] ] }, { "atss": 54, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 56, "country": "Cameroon / Pan-African", "epistemic": 58, "evidence": 54, "gaps": [ "evidence packaging" ], "impact": 54, "innovation": 50, "name": "AIMS Cameroon", "openKnowledge": 50, "region": "Pan-African research network", "short": "AIMS Cameroon", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 60, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 66, "decolonial_studies": 36, "education_epistemic": 60, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 56, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 45, "data_ai_cyber": 60, "decolonial_studies": 45, "education_epistemic": 57, "energy_transition": 45, "engineering_energy": 45, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 45, "manufacturing_robotics": 45, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 45, "quantum_science": 55, "reparations_memory": 45, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "mathematics", "AI", "pan-African training" ], "top_specialties": [ [ "data_ai_cyber", 60 ], [ "education_epistemic", 57 ], [ "quantum_science", 55 ] ] }, { "atss": 52, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 58, "country": "Côte d’Ivoire", "epistemic": 56, "evidence": 54, "gaps": [ "sovereignty output evidence" ], "impact": 54, "innovation": 48, "name": "Université Félix Houphouët-Boigny", "openKnowledge": 46, "region": "West Africa", "short": "UFHB", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 62, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 60, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 44, "decolonial_studies": 44, "education_epistemic": 54, "energy_transition": 44, "engineering_energy": 44, "health": 57, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 56, "manufacturing_robotics": 44, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 55, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "public university", "science", "law", "health" ], "top_specialties": [ [ "health", 57 ], [ "law_governance", 56 ], [ "public_policy", 55 ] ] }, { "atss": 52, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 58, "country": "Nigeria", "epistemic": 50, "evidence": 54, "gaps": [ "public adoption evidence" ], "impact": 54, "innovation": 58, "name": "Federal University of Technology Akure", "openKnowledge": 44, "region": "West Africa", "short": "FUTA", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 62, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 64, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 70, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 60, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 58, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 45, "data_ai_cyber": 59, "decolonial_studies": 45, "education_epistemic": 45, "energy_transition": 45, "engineering_energy": 62, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 45, "manufacturing_robotics": 57, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 45, "quantum_science": 45, "reparations_memory": 45, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "technology", "engineering", "ICT", "agriculture" ], "top_specialties": [ [ "engineering_energy", 62 ], [ "data_ai_cyber", 59 ], [ "agriculture_food", 58 ] ] }, { "atss": 52, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 52, "conventional": 58, "country": "Mauritius", "epistemic": 54, "evidence": 54, "gaps": [ "Africa-facing output" ], "impact": 54, "innovation": 50, "name": "University of Mauritius", "openKnowledge": 46, "region": "Indian Ocean / Africa", "short": "UoM", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 64, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 54, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 62, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 60, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 58, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 53, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 44, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 57, "manufacturing_robotics": 44, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 56, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "small island capability", "law", "finance", "environment" ], "top_specialties": [ [ "climate_environment", 58 ], [ "law_governance", 57 ], [ "public_policy", 56 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 56, "country": "United States / African diaspora", "epistemic": 56, "evidence": 54, "gaps": [ "source-linked output" ], "impact": 52, "innovation": 50, "name": "Prairie View A&M University", "openKnowledge": 44, "region": "HBCU / diaspora", "short": "PVAMU", "sourceNeeds": [ "official programs", "research centers" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 64, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 56, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 66, "health": 62, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 58, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 54, "data_ai_cyber": 44, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 59, "health": 57, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 44, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "engineering", "agriculture", "nursing" ], "top_specialties": [ [ "engineering_energy", 59 ], [ "agriculture_food", 58 ], [ "health", 57 ] ] }, { "atss": 50, "audit": 52, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 56, "country": "United States / African diaspora", "epistemic": 74, "evidence": 56, "gaps": [ "Africa-facing capacity evidence" ], "impact": 52, "innovation": 38, "name": "Columbia Institute for Research in African-American Studies", "openKnowledge": 52, "region": "research center", "short": "IRAAS", "sourceNeeds": [ "official programs", "publications" ], "sovereignty": 58, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 70, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 78, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 72, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 43, "biotech_genomics": 43, "climate_environment": 43, "culture_civilization": 60, "cybersecurity": 43, "data_ai_cyber": 43, "decolonial_studies": 64, "education_epistemic": 43, "energy_transition": 43, "engineering_energy": 43, "health": 43, "industry_maintenance": 43, "language_cognitive_sovereignty": 43, "law_governance": 43, "manufacturing_robotics": 43, "mental_health_psychiatry": 43, "mining_resource_governance": 43, "nanotech_materials": 43, "public_policy": 43, "quantum_science": 43, "reparations_memory": 61, "space_satellite": 43 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "African-American studies", "public scholarship" ], "top_specialties": [ [ "decolonial_studies", 64 ], [ "reparations_memory", 61 ], [ "culture_civilization", 60 ] ] }, { "atss": 48, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 56, "country": "United States / African diaspora", "epistemic": 72, "evidence": 56, "gaps": [ "African capability transfer" ], "impact": 50, "innovation": 38, "name": "UCLA Ralph J. Bunche Center for African American Studies", "openKnowledge": 52, "region": "research center", "short": "UCLA Bunche Center", "sourceNeeds": [ "official center profile", "publications" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 74, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 66, "quantum_science": 36, "reparations_memory": 70, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 61, "education_epistemic": 42, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 57, "quantum_science": 42, "reparations_memory": 59, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "African-American studies", "policy", "media" ], "top_specialties": [ [ "decolonial_studies", 61 ], [ "reparations_memory", 59 ], [ "public_policy", 57 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 56, "country": "Ethiopia", "epistemic": 50, "evidence": 52, "gaps": [ "public evidence" ], "impact": 52, "innovation": 56, "name": "Bahir Dar Institute of Technology", "openKnowledge": 44, "region": "East Africa", "short": "BiT", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 58, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 62, "engineering_energy": 68, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 62, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 55, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 57, "engineering_energy": 60, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 57, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "engineering", "water", "ICT", "manufacturing" ], "top_specialties": [ [ "engineering_energy", 60 ], [ "energy_transition", 57 ], [ "manufacturing_robotics", 57 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 56, "country": "Kenya", "epistemic": 50, "evidence": 52, "gaps": [ "evidence packaging" ], "impact": 52, "innovation": 56, "name": "Dedan Kimathi University of Technology", "openKnowledge": 44, "region": "East Africa", "short": "DeKUT", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 58, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 66, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 58, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 55, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 57, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 59, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 55, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "technology", "engineering", "coffee/agri", "ICT" ], "top_specialties": [ [ "engineering_energy", 59 ], [ "data_ai_cyber", 57 ], [ "agriculture_food", 55 ] ] }, { "atss": 54, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 51, "conventional": 58, "country": "Rwanda / Mauritius / Pan-African", "epistemic": 54, "evidence": 54, "gaps": [ "financial model", "depth of hard science" ], "impact": 54, "innovation": 50, "name": "African Leadership University", "openKnowledge": 48, "region": "Pan-African private university", "short": "ALU", "sourceNeeds": [ "official programs", "graduate outcomes" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 54, "decolonial_studies": 36, "education_epistemic": 66, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 62, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 45, "biotech_genomics": 45, "climate_environment": 45, "culture_civilization": 45, "cybersecurity": 45, "data_ai_cyber": 54, "decolonial_studies": 45, "education_epistemic": 60, "energy_transition": 45, "engineering_energy": 45, "health": 45, "industry_maintenance": 45, "language_cognitive_sovereignty": 45, "law_governance": 45, "manufacturing_robotics": 45, "mental_health_psychiatry": 45, "mining_resource_governance": 45, "nanotech_materials": 45, "public_policy": 58, "quantum_science": 45, "reparations_memory": 45, "space_satellite": 45 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "leadership", "entrepreneurship", "pan-African training" ], "top_specialties": [ [ "education_epistemic", 60 ], [ "public_policy", 58 ], [ "data_ai_cyber", 54 ] ] }, { "atss": 54, "audit": 50, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 50, "conventional": 50, "country": "Togo", "epistemic": 52, "evidence": 54, "gaps": [ "financement", "innovation", "audit" ], "impact": 54, "innovation": 46, "name": "University of Lomé", "openKnowledge": 46, "region": "Afrique de l’Ouest", "short": "UL", "sourceNeeds": [ "programmes", "OpenAlex", "rapports" ], "sovereignty": 54, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 58, "engineering_energy": 35, "health": 56, "industry_maintenance": 35, "law_governance": 60, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 26, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 26, "data_ai_cyber": 44, "decolonial_studies": 26, "education_epistemic": 55, "energy_transition": 26, "engineering_energy": 44, "health": 54, "industry_maintenance": 44, "language_cognitive_sovereignty": 26, "law_governance": 56, "manufacturing_robotics": 26, "mental_health_psychiatry": 26, "mining_resource_governance": 26, "nanotech_materials": 26, "public_policy": 44, "quantum_science": 26, "reparations_memory": 26, "space_satellite": 26 }, "status": "Prépublication — preuves à lier", "strengths": [ "formation nationale", "droit", "santé" ], "top_specialties": [ [ "law_governance", 56 ], [ "education_epistemic", 55 ], [ "health", 54 ] ] }, { "atss": 48, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 50, "conventional": 54, "country": "United States / African diaspora", "epistemic": 56, "evidence": 52, "gaps": [ "evidence packaging" ], "impact": 50, "innovation": 46, "name": "Jackson State University", "openKnowledge": 44, "region": "HBCU / diaspora", "short": "JSU", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 60, "education_epistemic": 62, "energy_transition": 36, "engineering_energy": 36, "health": 58, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 62, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 54, "education_epistemic": 55, "energy_transition": 42, "engineering_energy": 42, "health": 53, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 55, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "urban research", "public 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36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 55, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 42, "education_epistemic": 53, "energy_transition": 42, "engineering_energy": 55, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 52, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "engineering", "public service" ], "top_specialties": [ [ "agriculture_food", 55 ], [ "engineering_energy", 55 ], [ "education_epistemic", 53 ] ] }, { "atss": 48, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 50, "conventional": 54, "country": "United States / African diaspora", "epistemic": 56, "evidence": 52, "gaps": [ "evidence curation" ], "impact": 50, "innovation": 46, "name": "Southern University and A&M College", "openKnowledge": 44, "region": "HBCU / diaspora", "short": "Southern", "sourceNeeds": [ "official programs", "law/agriculture outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 62, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 56, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 64, "manufacturing_robotics": 36, 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"top_specialties": [ [ "law_governance", 56 ], [ "agriculture_food", 55 ], [ "public_policy", 54 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 50, "conventional": 56, "country": "Nigeria", "epistemic": 52, "evidence": 52, "gaps": [ "public evidence", "local adoption" ], "impact": 50, "innovation": 58, "name": "African University of Science and Technology", "openKnowledge": 44, "region": "West Africa", "short": "AUST", "sourceNeeds": [ "official programs", "publications", "innovation outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 68, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 60, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 56, "public_policy": 36, "quantum_science": 52, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 57, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 60, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 56, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 54, "public_policy": 44, "quantum_science": 52, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "science", "engineering", "technology" ], "top_specialties": [ [ "engineering_energy", 60 ], [ "data_ai_cyber", 57 ], [ "manufacturing_robotics", 56 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "potentiel à consolider", "tone": "amber" }, "computed_score": 50, "conventional": 56, "country": "Ghana", "epistemic": 50, "evidence": 54, "gaps": [ "local value-chain evidence" ], "impact": 54, "innovation": 56, "name": "University of Mines and Technology", "openKnowledge": 44, "region": "West Africa", "short": "UMaT", "sourceNeeds": [ "official programs", "industry outputs", "research" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 68, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 58, "mental_health_psychiatry": 36, "mining_resource_governance": 78, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 44, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 60, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 55, "mental_health_psychiatry": 44, "mining_resource_governance": 65, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "mining", "geology", "engineering" ], "top_specialties": [ [ "mining_resource_governance", 65 ], [ "engineering_energy", 60 ], [ "manufacturing_robotics", 55 ] ] }, { "atss": 46, "audit": 48, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 52, "country": "United States / African diaspora", "epistemic": 68, "evidence": 52, "gaps": [ "current output evidence" ], "impact": 48, "innovation": 42, "name": "Fisk University", "openKnowledge": 44, "region": "HBCU / diaspora", "short": "Fisk", "sourceNeeds": [ "official programs", "archives", "public scholarship" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 72, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 70, "education_epistemic": 62, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 66, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 60, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 59, "education_epistemic": 55, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 57, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Black intellectual history", "arts/science" ], "top_specialties": [ [ "culture_civilization", 60 ], [ "decolonial_studies", 59 ], [ "reparations_memory", 57 ] ] }, { "atss": 48, "audit": 50, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 56, "country": "United States / African diaspora", "epistemic": 72, "evidence": 54, "gaps": [ "direct capability outputs" ], "impact": 50, "innovation": 38, "name": "Northwestern Department of African American Studies", "openKnowledge": 50, "region": "research center", "short": "Northwestern AAS", "sourceNeeds": [ "official programs", "publications" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 76, "education_epistemic": 66, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 70, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 62, "education_epistemic": 57, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 59, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "African-American studies", "critical theory" ], "top_specialties": [ [ "decolonial_studies", 62 ], [ "reparations_memory", 59 ], [ "education_epistemic", 57 ] ] }, { "atss": 48, "audit": 50, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 56, "country": "United States / African diaspora", "epistemic": 72, "evidence": 54, "gaps": [ "Africa-facing output" ], "impact": 50, "innovation": 38, "name": "UC Berkeley African American Studies", "openKnowledge": 50, "region": "research center", "short": "Berkeley AAS", "sourceNeeds": [ "official programs", "publications" ], "sovereignty": 56, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 68, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 76, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 70, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 58, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 62, "education_epistemic": 42, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 59, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "African-American studies", "public scholarship" ], "top_specialties": [ [ "decolonial_studies", 62 ], [ "reparations_memory", 59 ], [ "culture_civilization", 58 ] ] }, { "atss": 50, "audit": 48, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 54, "country": "Ghana", "epistemic": 50, "evidence": 52, "gaps": [ "impact evidence" ], "impact": 52, "innovation": 52, "name": "University of Energy and Natural Resources", "openKnowledge": 44, "region": "West Africa", "short": "UENR", "sourceNeeds": [ "official programs", "energy/environment outputs" ], "sovereignty": 52, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 68, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 74, "engineering_energy": 64, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 62, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 60, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 44, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 63, "engineering_energy": 58, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 44, "mental_health_psychiatry": 44, "mining_resource_governance": 57, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "energy", "natural resources", "environment" ], "top_specialties": [ [ "energy_transition", 63 ], [ "climate_environment", 60 ], [ "engineering_energy", 58 ] ] }, { "atss": 50, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 56, "country": "Nigeria", "epistemic": 48, "evidence": 52, "gaps": [ "source-linked outputs" ], "impact": 52, "innovation": 54, "name": "Federal University of Technology Minna", "openKnowledge": 42, "region": "West Africa", "short": "FUT Minna", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 66, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 58, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 57, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 59, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 55, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "technology", "engineering", "ICT" ], "top_specialties": [ [ "engineering_energy", 59 ], [ "data_ai_cyber", 57 ], [ "manufacturing_robotics", 55 ] ] }, { "atss": 50, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 49, "conventional": 56, "country": "Nigeria", "epistemic": 48, "evidence": 52, "gaps": [ "source-linked outputs" ], "impact": 52, "innovation": 54, "name": "Federal University of Technology Owerri", "openKnowledge": 42, "region": "West Africa", "short": "FUTO", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 66, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 58, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 44, "biotech_genomics": 44, "climate_environment": 44, "culture_civilization": 44, "cybersecurity": 44, "data_ai_cyber": 57, "decolonial_studies": 44, "education_epistemic": 44, "energy_transition": 44, "engineering_energy": 59, "health": 44, "industry_maintenance": 44, "language_cognitive_sovereignty": 44, "law_governance": 44, "manufacturing_robotics": 55, "mental_health_psychiatry": 44, "mining_resource_governance": 44, "nanotech_materials": 44, "public_policy": 44, "quantum_science": 44, "reparations_memory": 44, "space_satellite": 44 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "technology", "engineering", "ICT" ], "top_specialties": [ [ "engineering_energy", 59 ], [ "data_ai_cyber", 57 ], [ "manufacturing_robotics", 55 ] ] }, { "atss": 46, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 52, "country": "United States / African diaspora", "epistemic": 52, "evidence": 50, "gaps": [ "source-linked cybersecurity output" ], "impact": 48, "innovation": 46, "name": "Bowie State University", "openKnowledge": 42, "region": "HBCU / diaspora", "short": "Bowie State", "sourceNeeds": [ "official programs", "cyber centers", "alumni outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 68, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 58, "data_ai_cyber": 55, "decolonial_studies": 42, "education_epistemic": 52, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "cybersecurity", "education", "public service" ], "top_specialties": [ [ "cybersecurity", 58 ], [ "data_ai_cyber", 55 ], [ "education_epistemic", 52 ] ] }, { "atss": 46, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 52, "country": "United States / African diaspora", "epistemic": 52, "evidence": 50, "gaps": [ "source-linked output" ], "impact": 48, "innovation": 46, "name": "University of Maryland Eastern Shore", "openKnowledge": 42, "region": "HBCU / diaspora", "short": "UMES", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 66, "biotech_genomics": 36, "climate_environment": 60, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 62, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 57, "biotech_genomics": 42, "climate_environment": 54, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 42, "education_epistemic": 42, "energy_transition": 42, "engineering_energy": 42, "health": 55, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "marine science", "pharmacy" ], "top_specialties": [ [ "agriculture_food", 57 ], [ "health", 55 ], [ "climate_environment", 54 ] ] }, { "atss": 46, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 52, "country": "United States / African diaspora", "epistemic": 52, "evidence": 50, "gaps": [ "evidence packaging" ], "impact": 48, "innovation": 46, "name": "Alabama A&M University", "openKnowledge": 42, "region": "HBCU / diaspora", "short": "AAMU", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 66, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 60, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 54, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 57, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 42, "education_epistemic": 42, "energy_transition": 42, "engineering_energy": 54, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 51, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "engineering", "STEM" ], "top_specialties": [ [ "agriculture_food", 57 ], [ "engineering_energy", 54 ], [ "manufacturing_robotics", 51 ] ] }, { "atss": 46, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 52, "country": "United States / African diaspora", "epistemic": 52, "evidence": 50, "gaps": [ "Africa-facing evidence" ], "impact": 48, "innovation": 44, "name": "Delaware State University", "openKnowledge": 42, "region": "HBCU / diaspora", "short": "DSU", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 58, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 56 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 52, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 51, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 51 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "aviation", "STEM", "public service" ], "top_specialties": [ [ "engineering_energy", 52 ], [ "public_policy", 51 ], [ "space_satellite", 51 ] ] }, { "atss": 46, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 52, "country": "United States / African diaspora", "epistemic": 52, "evidence": 50, "gaps": [ "source-linked output" ], "impact": 48, "innovation": 44, "name": "University of the District of Columbia", "openKnowledge": 42, "region": "public urban university / diaspora", "short": "UDC", "sourceNeeds": [ "official programs", "law/community outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 62, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 64, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 54, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 55, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "urban public university", "law", "community capability", "Black city context" ], "top_specialties": [ [ "public_policy", 55 ], [ "law_governance", 54 ], [ "education_epistemic", 52 ] ] }, { "atss": 48, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 48, "conventional": 54, "country": "Côte d’Ivoire", "epistemic": 52, "evidence": 50, "gaps": [ "source-linked output" ], "impact": 50, "innovation": 48, "name": "Université Nangui Abrogoua", "openKnowledge": 44, "region": "West Africa", "short": "UNA", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 62, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 56, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 52, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 55, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 42, "decolonial_studies": 42, "education_epistemic": 42, "energy_transition": 42, "engineering_energy": 52, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 50, "public_policy": 42, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "science", "environment", "technology" ], "top_specialties": [ [ "climate_environment", 55 ], [ "engineering_energy", 52 ], [ "nanotech_materials", 50 ] ] }, { "atss": 48, "audit": 46, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 54, "country": "Nigeria", "epistemic": 50, "evidence": 50, "gaps": [ "sovereignty orientation evidence" ], "impact": 50, "innovation": 46, "name": "Pan-Atlantic University / Lagos Business and media capability", "openKnowledge": 44, "region": "West Africa", "short": "PAU Lagos", "sourceNeeds": [ "official programs", "enterprise outputs" ], "sovereignty": 48, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 52, "decolonial_studies": 36, "education_epistemic": 52, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 42, "data_ai_cyber": 50, "decolonial_studies": 42, "education_epistemic": 50, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 53, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "business", "media", "enterprise" ], "top_specialties": [ [ "public_policy", 53 ], [ "data_ai_cyber", 50 ], [ "education_epistemic", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Meharry Medical College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Meharry", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 60, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 82, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 64, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 58, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 53, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 64, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 55, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 52, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "medicine", "public health", "health equity" ], "top_specialties": [ [ "health", 64 ], [ "mental_health_psychiatry", 55 ], [ "biotech_genomics", 53 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Charles R. Drew University of Medicine and Science", "openKnowledge": 40, "region": "HBCU-adjacent / diaspora", "short": "CDU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 60, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 84, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 66, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 53, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 65, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 56, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "medicine", "public health", "urban health", "Black health equity" ], "top_specialties": [ [ "health", 65 ], [ "mental_health_psychiatry", 56 ], [ "biotech_genomics", 53 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Florida Memorial University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "FMU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 52, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 54 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 49, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 50 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "aviation", "education", "business" ], "top_specialties": [ [ "education_epistemic", 51 ], [ "space_satellite", 50 ], [ "public_policy", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Virginia State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "VSU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 64, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 58, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 55, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 52, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 51, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "engineering", "public service" ], "top_specialties": [ [ "agriculture_food", 55 ], [ "engineering_energy", 52 ], [ "public_policy", 51 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Norfolk State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "NSU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 66, "data_ai_cyber": 62, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 56, "data_ai_cyber": 54, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "cybersecurity", "STEM", "public service" ], "top_specialties": [ [ "cybersecurity", 56 ], [ "data_ai_cyber", 54 ], [ "education_epistemic", 51 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Alcorn State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Alcorn", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 66, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 60, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 56, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 53, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "nursing", "public service" ], "top_specialties": [ [ "agriculture_food", 56 ], [ "health", 53 ], [ "public_policy", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Winston-Salem State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "WSSU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 68, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 58, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 57, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 52, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "health", "nursing", "public service" ], "top_specialties": [ [ "health", 57 ], [ "mental_health_psychiatry", 52 ], [ "education_epistemic", 51 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "North Carolina Central University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "NCCU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 56, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 68, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 62, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 51, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 57, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 54, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "law", "public administration", "STEM" ], "top_specialties": [ [ "law_governance", 57 ], [ "public_policy", 54 ], [ "decolonial_studies", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Texas Southern University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "TSU Houston", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { 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41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 56, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "law", "public affairs", "urban policy" ], "top_specialties": [ [ "law_governance", 57 ], [ "public_policy", 56 ], [ "decolonial_studies", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "University of Arkansas at Pine Bluff", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "UAPB", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 68, "biotech_genomics": 36, "climate_environment": 58, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 52, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 57, "biotech_genomics": 41, "climate_environment": 52, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 49, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "aquaculture", "public service" ], "top_specialties": [ [ "agriculture_food", 57 ], [ "climate_environment", 52 ], [ "public_policy", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Coppin State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Coppin", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 62, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 56, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 54, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 51, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "health", "urban education", "public service" ], "top_specialties": [ [ "health", 54 ], [ "education_epistemic", 52 ], [ "mental_health_psychiatry", 51 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public 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"culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 51, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 53 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "aviation", "STEM", "education" ], "top_specialties": [ [ "space_satellite", 53 ], [ "engineering_energy", 51 ], [ "education_epistemic", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 47, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Fayetteville State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "FSU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 62, "data_ai_cyber": 58, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 54, "data_ai_cyber": 52, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "cybersecurity", "education", "public service" ], "top_specialties": [ [ "cybersecurity", 54 ], [ "data_ai_cyber", 52 ], [ "education_epistemic", 51 ] ] }, { "atss": 48, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "Rwanda", "epistemic": 44, "evidence": 48, "gaps": [ "university equivalence", "long-term outcomes" ], "impact": 48, "innovation": 52, "name": "Rwanda Coding Academy / digital talent pipeline", "openKnowledge": 42, "region": "East Africa", "short": "RCA", "sourceNeeds": [ "official records", "graduate outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 62, "data_ai_cyber": 66, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 42, "biotech_genomics": 42, "climate_environment": 42, "culture_civilization": 42, "cybersecurity": 56, "data_ai_cyber": 58, "decolonial_studies": 42, "education_epistemic": 52, "energy_transition": 42, "engineering_energy": 42, "health": 42, "industry_maintenance": 42, "language_cognitive_sovereignty": 42, "law_governance": 42, "manufacturing_robotics": 42, "mental_health_psychiatry": 42, "mining_resource_governance": 42, "nanotech_materials": 42, "public_policy": 42, "quantum_science": 42, "reparations_memory": 42, "space_satellite": 42 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "software", "youth training", "digital skills" ], "top_specialties": [ [ "data_ai_cyber", 58 ], [ "cybersecurity", 56 ], [ "education_epistemic", 52 ] ] }, { "atss": 46, "audit": 44, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "Senegal", "epistemic": 52, "evidence": 48, "gaps": [ "evidence packaging" ], "impact": 48, "innovation": 44, "name": "Université Assane Seck de Ziguinchor", "openKnowledge": 42, "region": "West Africa", "short": "UASZ", "sourceNeeds": [ "official programs", "regional outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 60, "biotech_genomics": 36, "climate_environment": 56, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 56, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 53, "biotech_genomics": 41, "climate_environment": 51, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 51, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "regional university", "agriculture", "peace/local development" ], "top_specialties": [ [ "agriculture_food", 53 ], [ "climate_environment", 51 ], [ "public_policy", 51 ] ] }, { "atss": 46, "audit": 44, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "Senegal", "epistemic": 52, "evidence": 48, "gaps": [ "source-linked output" ], "impact": 48, "innovation": 44, "name": "Université Alioune Diop de Bambey", "openKnowledge": 42, "region": "West Africa", "short": "UADB", "sourceNeeds": [ "official programs", "research outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 58, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 54, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 52, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 50, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "regional university", "ICT", "science" ], "top_specialties": [ [ "data_ai_cyber", 52 ], [ "education_epistemic", 51 ], [ "engineering_energy", 50 ] ] }, { "atss": 46, "audit": 44, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 52, "country": "Bahamas / Caribbean", "epistemic": 52, "evidence": 50, "gaps": [ "open research evidence" ], "impact": 48, "innovation": 42, "name": "College of The Bahamas / University of The Bahamas research capability", "openKnowledge": 42, "region": "Caribbean", "short": "UB Research", "sourceNeeds": [ "official programs", "climate outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 64, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 52, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 55, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 52, "quantum_science": 41, "reparations_memory": 49, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "small island development", "climate", "tourism economy" ], "top_specialties": [ [ "climate_environment", 55 ], [ "public_policy", 52 ], [ "reparations_memory", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Morehouse School of Medicine", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "MSM", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 58, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 84, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 66, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 60, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 52, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 65, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 56, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 53, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "medicine", "public health", "Black health equity" ], "top_specialties": [ [ "health", 65 ], [ "mental_health_psychiatry", 56 ], [ "public_policy", 53 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Meharry-Vanderbilt Alliance", "openKnowledge": 40, "region": "health research partnership", "short": "MVA", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 58, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 72, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 62, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 52, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 59, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 54, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "health equity", "clinical research", "community health" ], "top_specialties": [ [ "health", 59 ], [ "mental_health_psychiatry", 54 ], [ "biotech_genomics", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Interdenominational Theological Center", "openKnowledge": 40, "region": "HBCU / theology / public ethics", "short": "ITC", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 70, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 68, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 64, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 58, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 57, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 52, "quantum_science": 41, "reparations_memory": 55, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "Black theology", "public ethics", "community leadership" ], "top_specialties": [ [ "culture_civilization", 58 ], [ "decolonial_studies", 57 ], [ "reparations_memory", 55 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Bethune-Cookman University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "BCU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 60, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 53, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "education", "public service" ], "top_specialties": [ [ "education_epistemic", 53 ], [ "decolonial_studies", 52 ], [ "public_policy", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Dillard University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Dillard", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 62, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 58, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 54, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 52, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "liberal arts", "New Orleans Black history" ], "top_specialties": [ [ "decolonial_studies", 54 ], [ "education_epistemic", 52 ], [ "reparations_memory", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Lincoln University of Pennsylvania", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Lincoln PA", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 66, "education_epistemic": 62, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 56, "education_epistemic": 54, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 52, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "historic HBCU", "public leadership", "Black education" ], "top_specialties": [ [ "decolonial_studies", 56 ], [ "education_epistemic", 54 ], [ "public_policy", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Cheyney University of Pennsylvania", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Cheyney", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 64, "education_epistemic": 60, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 58, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 55, "education_epistemic": 53, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 52, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "historic HBCU", "Black education", "public leadership" ], "top_specialties": [ [ "decolonial_studies", 55 ], [ "education_epistemic", 53 ], [ "reparations_memory", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Grambling State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Grambling", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 54, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 50, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "education", "public service" ], "top_specialties": [ [ "education_epistemic", 52 ], [ "public_policy", 50 ], [ "decolonial_studies", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Langston University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Langston", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 60, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 52, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 53, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 49, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "education" ], "top_specialties": [ [ "agriculture_food", 53 ], [ "education_epistemic", 51 ], [ "public_policy", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Fort Valley State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "FVSU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 68, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 52, "energy_transition": 36, "engineering_energy": 36, "health": 56, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 57, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 49, "energy_transition": 41, "engineering_energy": 41, "health": 51, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "veterinary/public service" ], "top_specialties": [ [ "agriculture_food", 57 ], [ "health", 51 ], [ "education_epistemic", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Bluefield State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Bluefield State", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 52, "energy_transition": 36, "engineering_energy": 60, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 54, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 49, "energy_transition": 41, "engineering_energy": 53, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 50, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "engineering technology", "public service" ], "top_specialties": [ [ "engineering_energy", 53 ], [ "manufacturing_robotics", 50 ], [ "education_epistemic", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Savannah State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Savannah State", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 62, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 36, "health": 54, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 52, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 54, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 41, "health": 50, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 49, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "marine science", "public service" ], "top_specialties": [ [ "climate_environment", 54 ], [ "health", 50 ], [ "public_policy", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Central State University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Central State", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 64, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 52, "energy_transition": 36, "engineering_energy": 54, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 55, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 49, "energy_transition": 41, "engineering_energy": 50, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "agriculture", "STEM" ], "top_specialties": [ [ "agriculture_food", 55 ], [ "engineering_energy", 50 ], [ "education_epistemic", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Tougaloo College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Tougaloo", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 64, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 62, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 55, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 54, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "civil rights history", "science pipeline" ], "top_specialties": [ [ "decolonial_studies", 55 ], [ "reparations_memory", 54 ], [ "education_epistemic", 52 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Bennett College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Bennett", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 62, "education_epistemic": 60, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 54, "education_epistemic": 53, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "women education", "public leadership" ], "top_specialties": [ [ "decolonial_studies", 54 ], [ "education_epistemic", 53 ], [ "public_policy", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "LeMoyne-Owen College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "LOC", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 56, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 51, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Memphis Black history", "public education" ], "top_specialties": [ [ "decolonial_studies", 52 ], [ "reparations_memory", 51 ], [ "education_epistemic", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Philander Smith University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Philander Smith", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 58, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 52, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "social justice", "public leadership" ], "top_specialties": [ [ "public_policy", 52 ], [ "decolonial_studies", 52 ], [ "education_epistemic", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "St. Augustine's University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "SAU", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "public education", "Black history" ], "top_specialties": [ [ "decolonial_studies", 52 ], [ "education_epistemic", 51 ], [ "health", 41 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Voorhees University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Voorhees", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 52, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 49, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "rural education", "public service" ], "top_specialties": [ [ "education_epistemic", 51 ], [ "public_policy", 49 ], [ "health", 41 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Claflin University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Claflin", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 52, "decolonial_studies": 54, "education_epistemic": 58, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 49, "decolonial_studies": 50, "education_epistemic": 52, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "STEM", "public education" ], "top_specialties": [ [ "education_epistemic", 52 ], [ "decolonial_studies", 50 ], [ "data_ai_cyber", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Miles College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Miles", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 58, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 56, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 52, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 51, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "civil rights region", "public education" ], "top_specialties": [ [ "decolonial_studies", 52 ], [ "reparations_memory", 51 ], [ "education_epistemic", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Talladega College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Talladega", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 58, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 60, "education_epistemic": 56, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 52, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 53, "education_epistemic": 51, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Black history", "liberal arts" ], "top_specialties": [ [ "decolonial_studies", 53 ], [ "culture_civilization", 52 ], [ "education_epistemic", 51 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Paine College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Paine", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 54, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 50, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Black education", "public service" ], "top_specialties": [ [ "education_epistemic", 50 ], [ "decolonial_studies", 50 ], [ "health", 41 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Allen University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Allen", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 56, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 54, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 51, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 50, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "theology", "public education" ], "top_specialties": [ [ "culture_civilization", 51 ], [ "education_epistemic", 50 ], [ "decolonial_studies", 50 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 46, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Oakwood University", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Oakwood", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 56, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 58, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 51, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 52, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "health", "faith-based education" ], "top_specialties": [ [ "health", 52 ], [ "culture_civilization", 51 ], [ "education_epistemic", 50 ] ] }, { "atss": 46, "audit": 44, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 45, "conventional": 50, "country": "Seychelles", "epistemic": 50, "evidence": 48, "gaps": [ "research depth", "source evidence" ], "impact": 48, "innovation": 42, "name": "University of Seychelles", "openKnowledge": 40, "region": "Indian Ocean / Africa", "short": "UniSey", "sourceNeeds": [ "official programs", "climate/ocean outputs" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 66, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 52, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 56, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 41, "education_epistemic": 49, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "small island capability", "ocean", "environment" ], "top_specialties": [ [ "climate_environment", 56 ], [ "public_policy", 50 ], [ "education_epistemic", 49 ] ] }, { "atss": 44, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 44, "conventional": 50, "country": "Mauritius", "epistemic": 48, "evidence": 48, "gaps": [ "research output" ], "impact": 46, "innovation": 44, "name": "University of Technology Mauritius", "openKnowledge": 38, "region": "Indian Ocean / Africa", "short": "UTM", "sourceNeeds": [ "official programs", "outputs" ], "sovereignty": 48, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 56, "decolonial_studies": 36, "education_epistemic": 36, "energy_transition": 36, "engineering_energy": 52, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 51, "decolonial_studies": 41, "education_epistemic": 41, "energy_transition": 41, "engineering_energy": 49, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 50, "quantum_science": 41, "reparations_memory": 41, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "technology", "management", "small island capability" ], "top_specialties": [ [ "data_ai_cyber", 51 ], [ "public_policy", 50 ], [ "engineering_energy", 49 ] ] }, { "atss": 45, "audit": 42, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 44, "conventional": 50, "country": "United States / African diaspora", "epistemic": 54, "evidence": 48, "gaps": [ "source-linked outputs", "Africa-facing capability evidence", "reviewed public impact" ], "impact": 48, "innovation": 42, "name": "Morris Brown College", "openKnowledge": 40, "region": "HBCU / diaspora", "short": "Morris Brown", "sourceNeeds": [ "official profile", "program pages", "research/public-service outputs", "alumni/capability outcomes" ], "sovereignty": 50, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 56, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 52, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 41, "biotech_genomics": 41, "climate_environment": 41, "culture_civilization": 41, "cybersecurity": 41, "data_ai_cyber": 41, "decolonial_studies": 51, "education_epistemic": 50, "energy_transition": 41, "engineering_energy": 41, "health": 41, "industry_maintenance": 41, "language_cognitive_sovereignty": 41, "law_governance": 41, "manufacturing_robotics": 41, "mental_health_psychiatry": 41, "mining_resource_governance": 41, "nanotech_materials": 41, "public_policy": 41, "quantum_science": 41, "reparations_memory": 49, "space_satellite": 41 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "HBCU", "Atlanta Black education history" ], "top_specialties": [ [ "decolonial_studies", 51 ], [ "education_epistemic", 50 ], [ "reparations_memory", 49 ] ] }, { "atss": 44, "audit": 40, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 43, "conventional": 48, "country": "Curaçao / Caribbean", "epistemic": 48, "evidence": 46, "gaps": [ "source evidence", "research outputs" ], "impact": 44, "innovation": 40, "name": "University of Curaçao", "openKnowledge": 38, "region": "Caribbean", "short": "UoC", "sourceNeeds": [ "official programs", "public records" ], "sovereignty": 48, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 36, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 50, "energy_transition": 36, "engineering_energy": 36, "health": 36, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 56, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 54, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 40, "biotech_genomics": 40, "climate_environment": 40, "culture_civilization": 40, "cybersecurity": 40, "data_ai_cyber": 40, "decolonial_studies": 40, "education_epistemic": 47, "energy_transition": 40, "engineering_energy": 40, "health": 40, "industry_maintenance": 40, "language_cognitive_sovereignty": 40, "law_governance": 50, "manufacturing_robotics": 40, "mental_health_psychiatry": 40, "mining_resource_governance": 40, "nanotech_materials": 40, "public_policy": 49, "quantum_science": 40, "reparations_memory": 40, "space_satellite": 40 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "small island public university", "law", "governance" ], "top_specialties": [ [ "law_governance", 50 ], [ "public_policy", 49 ], [ "education_epistemic", 47 ] ] }, { "atss": 44, "audit": 40, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 43, "conventional": 48, "country": "Trinidad and Tobago / Caribbean", "epistemic": 48, "evidence": 46, "gaps": [ "source evidence" ], "impact": 44, "innovation": 40, "name": "University of the Southern Caribbean", "openKnowledge": 38, "region": "Caribbean", "short": "USC Caribbean", "sourceNeeds": [ "official programs", "outputs" ], "sovereignty": 48, "specialty_scores": { "agriculture_food": 36, "biotech_genomics": 36, "climate_environment": 36, "culture_civilization": 50, "cybersecurity": 36, "data_ai_cyber": 36, "decolonial_studies": 36, "education_epistemic": 54, "energy_transition": 36, "engineering_energy": 36, "health": 56, "industry_maintenance": 36, "language_cognitive_sovereignty": 36, "law_governance": 36, "manufacturing_robotics": 36, "mental_health_psychiatry": 36, "mining_resource_governance": 36, "nanotech_materials": 36, "public_policy": 36, "quantum_science": 36, "reparations_memory": 36, "space_satellite": 36 }, "specialty_summary": { "agriculture_food": 40, "biotech_genomics": 40, "climate_environment": 40, "culture_civilization": 47, "cybersecurity": 40, "data_ai_cyber": 40, "decolonial_studies": 40, "education_epistemic": 49, "energy_transition": 40, "engineering_energy": 40, "health": 50, "industry_maintenance": 40, "language_cognitive_sovereignty": 40, "law_governance": 40, "manufacturing_robotics": 40, "mental_health_psychiatry": 40, "mining_resource_governance": 40, "nanotech_materials": 40, "public_policy": 40, "quantum_science": 40, "reparations_memory": 40, "space_satellite": 40 }, "status": "Starter evidence-gated profile — scoring requires source links, reviewer approval and correction pathway before final ranking.", "strengths": [ "private university", "health", "education" ], "top_specialties": [ [ "health", 50 ], [ "education_epistemic", 49 ], [ "culture_civilization", 47 ] ] }, { "atss": 38, "audit": 38, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 42, "conventional": 48, "country": "RDC", "epistemic": 45, "evidence": 55, "gaps": [ "financement", "laboratoires", "biobanques", "publication utile", "audit" ], "impact": 42, "innovation": 34, "name": "Université de Kinshasa", "openKnowledge": 40, "region": "Afrique centrale", "short": "UNIKIN", "sourceNeeds": [ "budgets", "programmes", "rapports labo", "publications", "données santé" ], "sovereignty": 40, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 48, "engineering_energy": 40, "health": 58, "industry_maintenance": 35, "law_governance": 55, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 38, "biotech_genomics": 20, "climate_environment": 38, "culture_civilization": 38, "cybersecurity": 20, "data_ai_cyber": 38, "decolonial_studies": 20, "education_epistemic": 44, "energy_transition": 20, "engineering_energy": 40, "health": 49, "industry_maintenance": 38, "language_cognitive_sovereignty": 20, "law_governance": 48, "manufacturing_robotics": 20, "mental_health_psychiatry": 20, "mining_resource_governance": 20, "nanotech_materials": 20, "public_policy": 38, "quantum_science": 20, "reparations_memory": 20, "space_satellite": 20 }, "status": "Prépublication — potentiel massif sous-financé", "strengths": [ "taille", "médecine", "droit", "vivier humain" ], "top_specialties": [ [ "health", 49 ], [ "law_governance", 48 ], [ "education_epistemic", 44 ] ] }, { "atss": 36, "audit": 35, "class": { "label": "mimétisme / faible output", "tone": "red" }, "computed_score": 39, "conventional": 42, "country": "RDC", "epistemic": 40, "evidence": 48, "gaps": [ "preuve d’impact", "laboratoires", "capture extractive" ], "impact": 40, "innovation": 36, "name": "Université de Lubumbashi", "openKnowledge": 34, "region": "Afrique centrale", "short": "UNILU", "sourceNeeds": [ "programmes", "rapports mines", "publications", "partenariats" ], "sovereignty": 38, "specialty_scores": { "agriculture_food": 35, "climate_environment": 35, "culture_civilization": 35, "data_ai_cyber": 35, "education_epistemic": 35, "engineering_energy": 54, "health": 42, "industry_maintenance": 50, "law_governance": 44, "public_policy": 35 }, "specialty_summary": { "agriculture_food": 37, "biotech_genomics": 19, "climate_environment": 37, "culture_civilization": 37, "cybersecurity": 19, "data_ai_cyber": 37, "decolonial_studies": 19, "education_epistemic": 37, "energy_transition": 19, "engineering_energy": 46, "health": 40, "industry_maintenance": 44, "language_cognitive_sovereignty": 19, "law_governance": 41, "manufacturing_robotics": 19, "mental_health_psychiatry": 19, "mining_resource_governance": 19, "nanotech_materials": 19, "public_policy": 37, "quantum_science": 19, "reparations_memory": 19, "space_satellite": 19 }, "status": "Prépublication — potentiel minier sous-capturé", "strengths": [ "mines", "droit", "médecine", "Katanga" ], "top_specialties": [ [ "engineering_energy", 46 ], [ "industry_maintenance", 44 ], [ "law_governance", 41 ] ] } ], "methodology": { "dimensions": [ { "code": "U1", "description": "Santé, eau, énergie, agriculture, droit, sécurité, éducation, psychodesign, IA, industrie et gouvernance; les publications génériques sans usage local sont plafonnées.", "label": "Recherche utile aux problèmes africains", "weight": 14 }, { "code": "U2", "description": "Adoption, transférabilité, soutenabilité, scalabilité, souveraineté et effet mesurable sur les capacités locales.", "label": "ATSS impact réel", "weight": 16 }, { "code": "U3", "description": "Outils, logiciels, procédés, dispositifs, normes, curricula ou méthodes réellement produits et réutilisables.", "label": "Innovation / brevets / prototypes / méthodes", "weight": 13 }, { "code": "U4", "description": "Langues africaines, Mandombe, méthodes africaines, archives locales, non-mimétisme scientifique et production doctrinale.", "label": "Souveraineté épistémique", "weight": 12 }, { "code": "U5", "description": "Labs, maintenance, enseignants formés, compétences productives, continuité sans dépendance externe.", "label": "Formation de capacités locales", "weight": 10 }, { "code": "U6", "description": "Revues ouvertes, dépôts, datasets, bibliothèques numériques, supports publics et circulation continentale.", "label": "Open knowledge africain", "weight": 8 }, { "code": "U7", "description": "Diplômés créant écoles, cliniques, entreprises, logiciels, standards, ateliers, usines ou services utiles.", "label": "Employabilité productive et entreprises", "weight": 8 }, { "code": "U8", "description": "Transparence, qualité, éthique, anticorruption, documentation, évaluation et droit de réponse.", "label": "Gouvernance académique et auditabilité", "weight": 7 }, { "code": "U9", "description": "Coopérations africaines, mutualisation d’archives, plateformes, laboratoires et souveraineté partagée.", "label": "Réseaux africains et mutualisation", "weight": 6 }, { "code": "U10", "description": "Science utile non soumise uniquement aux classements, labels, citations externes ou agendas non africains.", "label": "Résistance au prestige mimétique", "weight": 6 } ], "method": { "anti_gaming_rules": [ "le volume de publications est plafonné et ne peut pas dominer le score", "si ATSS et impact sont faibles, le score général est plafonné à 58", "si la souveraineté épistémique est très faible, le score général est plafonné à 72 sauf preuve forte de capacité stratégique locale", "si la preuve est faible, le score est prépublication et ne peut pas être utilisé comme classement définitif", "les centres populaires ou doctrinaux peuvent être classés comme capacités scientifiques non conventionnelles, mais leur statut doit être explicite" ], "evidence_required": [ "publications utiles", "prototypes ou brevets", "rapports d’impact", "syllabus/programmes", "datasets/dépôts ouverts", "preuves d’adoption", "données alumni/emploi", "audit ou rapport institutionnel", "droit de réponse" ], "formula": "score = somme pondérée de U1–U10; specialty_score = 50% force du domaine + 18% ATSS + 12% impact + 10% innovation + 5% souveraineté + 5% preuve", "specialty_split": "chaque spécialité est classée séparément pour éviter qu’une université généraliste forte masque les meilleurs centres en santé, agriculture, IA, droit, énergie ou souveraineté cognitive", "standard": "CSSP-UNIV-1 + CSSP-ATSS-1", "unit": "université, faculté, programme, école doctorale, centre de recherche ou infrastructure scientifique populaire" }, "specialties": { "agriculture_food": "Agriculture, alimentation, semences, transformation et souveraineté calorique", "biotech_genomics": "Biotechnologie, génomique, biobanques, éthique, santé moléculaire et souveraineté des données biologiques", "climate_environment": "Climat, environnement, biodiversité et résilience territoriale", "culture_civilization": "Langues, cultures, archives, civilisations et souveraineté cognitive", "cybersecurity": "Cybersécurité, cyberdéfense, sécurité des infrastructures critiques et réponse à incident", "data_ai_cyber": "Données, cloud, IA, cybersécurité et logiciels souverains", "decolonial_studies": "Études décoloniales, Africana/Black Studies, épistémologie africaine et réparation cognitive", "education_epistemic": "Éducation, pédagogie, curriculum et production épistémique", "energy_transition": "Énergie productive, réseaux, solaire, hydro, nucléaire civil, stockage et maintenance", "engineering_energy": "Ingénierie, énergie, eau, infrastructures et maintenance", "health": "Santé, médecine, laboratoires, biobanques et santé publique", "industry_maintenance": "Industrie, prototypage, pièces, maintenance et production locale", "language_cognitive_sovereignty": "Langues africaines, cognition symbolique, Mandombe, alphabets, traduction scientifique et souveraineté cognitive", "law_governance": "Droit, gouvernance, constitution, anti-capture et politiques publiques", "manufacturing_robotics": "Robotique, manufacture avancée, procédés, outillage, automatisation et maintenance industrielle", "mental_health_psychiatry": "Psychologie, psychiatrie, santé mentale, trauma colonial, protection familiale et sociale", "mining_resource_governance": "Mines, géologie, raffinage, transformation locale, droit des ressources et chaîne de valeur", "nanotech_materials": "Nanotechnologies, matériaux avancés, chimie, microfabrication et instrumentation", "public_policy": "Économie publique, administration, sécurité sociale et décision d’État", "quantum_science": "Quantum, calcul avancé, cryptographie post-quantique, optique et information quantique", "reparations_memory": "Réparations, mémoire, histoire publique, archives, musées et justice historique", "space_satellite": "Espace, satellites, télédétection, météo, géo-intelligence et infrastructures spatiales" } }, "module": { "capability_indicators": [ { "code": "UNI-01", "label": "Useful research output", "meaning": "Publications, prototypes, methods, patents or applied outputs that solve real social, technical or institutional problems." }, { "code": "UNI-02", "label": "Sovereign knowledge infrastructure", "meaning": "Repositories, journals, libraries, archives, datasets and local review capacity under African institutional control." }, { "code": "UNI-03", "label": "Training-to-capability bridge", "meaning": "Programs create measurable competence, not only certificates." }, { "code": "UNI-04", "label": "Community and national utility", "meaning": "Research visibly improves public health, education, justice, infrastructure, production, culture or protection." }, { "code": "UNI-05", "label": "Evidence and transparency discipline", "meaning": "Claims are reviewable, source-linked and open to correction where public rankings are published." } ], "publication_discipline": { "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.", "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.", "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.", "schema": "cssp-public-disclaimer-v1", "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding." }, "purpose": "Track the role of African universities, research institutes and public-interest knowledge infrastructure in civilizational sovereignty.", "schema": "cssp-university-research-capability-module-v1", "scope": [ "African universities", "research institutions", "sovereign science", "public-interest knowledge production", "capability-building indicators", "university contribution to civilizational sovereignty" ], "title": "Universities and sovereign research capability module" }, "publication_discipline": { "protected_sources": "Raw evidence, witness identity, exact sensitive locations and protected contributor details are not exposed in the public layer.", "red_rule": "Red does not mean final legal guilt. Red means insufficient demonstrated compliance, transparency, responsibility, or public-interest assurance.", "right_of_reply": "Right of reply, correction and documented update remain part of the publication discipline.", "schema": "cssp-public-disclaimer-v1", "separation_rule": "Accusations must be separated from evidence, analysis, recommendation, and confirmed finding." }, "schema": "cssp-universities-public-export-v1", "specialties": { "agriculture_food": "Agriculture, alimentation, semences, transformation et souveraineté calorique", "biotech_genomics": "Biotechnologie, génomique, biobanques, éthique, santé moléculaire et souveraineté des données biologiques", "climate_environment": "Climat, environnement, biodiversité et résilience territoriale", "culture_civilization": "Langues, cultures, archives, civilisations et souveraineté cognitive", "cybersecurity": "Cybersécurité, cyberdéfense, sécurité des infrastructures critiques et réponse à incident", "data_ai_cyber": "Données, cloud, IA, cybersécurité et logiciels souverains", "decolonial_studies": "Études décoloniales, Africana/Black Studies, épistémologie africaine et réparation cognitive", "education_epistemic": "Éducation, pédagogie, curriculum et production épistémique", "energy_transition": "Énergie productive, réseaux, solaire, hydro, nucléaire civil, stockage et maintenance", "engineering_energy": "Ingénierie, énergie, eau, infrastructures et maintenance", "health": "Santé, médecine, laboratoires, biobanques et santé publique", "industry_maintenance": "Industrie, prototypage, pièces, maintenance et production locale", "language_cognitive_sovereignty": "Langues africaines, cognition symbolique, Mandombe, alphabets, traduction scientifique et souveraineté cognitive", "law_governance": "Droit, gouvernance, constitution, anti-capture et politiques publiques", "manufacturing_robotics": "Robotique, manufacture avancée, procédés, outillage, automatisation et maintenance industrielle", "mental_health_psychiatry": "Psychologie, psychiatrie, santé mentale, trauma colonial, protection familiale et sociale", "mining_resource_governance": "Mines, géologie, raffinage, transformation locale, droit des ressources et chaîne de valeur", "nanotech_materials": "Nanotechnologies, matériaux avancés, chimie, microfabrication et instrumentation", "public_policy": "Économie publique, administration, sécurité sociale et décision d’État", "quantum_science": "Quantum, calcul avancé, cryptographie post-quantique, optique et information quantique", "reparations_memory": "Réparations, mémoire, histoire publique, archives, musées et justice historique", "space_satellite": "Espace, satellites, télédétection, météo, géo-intelligence et infrastructures spatiales" } }