{"id":"W3119985119","doi":"10.2196/25623","title":"Key Population Hotspots in Nigeria for Targeted HIV Program Planning: Mapping, Validation, and Reconciliation","year":2021,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention; U.S. President’s Emergency Plan for AIDS Relief","keywords":"Population; Men who have sex with men; Geography; Psychological intervention; Demography; Environmental health; Medicine; Human immunodeficiency virus (HIV); Family medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004711462,0.0005127613,0.000338411,0.003366826,0.001227357,0.001462365,0.0009343516,0.0003239747,0.001440197],"category_scores_gemma":[0.008722068,0.0002896666,0.0003064186,0.003099011,0.000488826,0.001324262,0.002280599,0.0004263983,0.0002119147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001495607,"about_ca_system_score_gemma":0.004122015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01108981,"about_ca_topic_score_gemma":0.0200351,"domain_scores_codex":[0.9981551,0.0009552382,0.000206887,0.0002134128,0.0002705166,0.0001988934],"domain_scores_gemma":[0.9962722,0.001175008,0.0009158367,0.0004033505,0.001062108,0.0001715563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002363673,0.0002025291,0.591412,0.002114566,0.0001069643,0.001147956,0.02424845,0.00679443,0.0038977,0.005938673,0.00602256,0.3578777],"study_design_scores_gemma":[0.00006482877,0.0004323696,0.7989224,0.004277846,0.0002577703,0.001234219,0.1060118,0.02896364,0.006770327,0.01355221,0.03940598,0.0001067826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262242,0.002268396,0.04276728,0.001246729,0.0001340387,0.003826133,0.003541716,0.0002338245,0.01975765],"genre_scores_gemma":[0.9187278,0.001258289,0.07563236,0.00008584325,0.00001714898,0.002081349,0.001356247,0.00001774458,0.0008232288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01108981,"threshold_uncertainty_score":0.02491689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0789367686010607,"score_gpt":0.3856509051815858,"score_spread":0.3067141365805252,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}