{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001130574,0.0001427205,0.0003853982,0.0001781391,0.0001272257,0.0000775397,0.00003403128,0.0001238632,0.00001446307],"category_scores_gemma":[0.001017908,0.0001440529,0.00002373345,0.0004743513,0.00002529017,0.0001757448,0.00001976434,0.0001468522,0.000002211343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127858,"about_ca_system_score_gemma":0.0005288519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004480971,"about_ca_topic_score_gemma":0.000244497,"domain_scores_codex":[0.9982493,0.000208002,0.0005044879,0.0004113136,0.0001906643,0.0004362223],"domain_scores_gemma":[0.9988289,0.0001471766,0.0001812132,0.0001906533,0.0002444519,0.000407583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007450472,0.0001009799,0.9112012,0.0004702302,0.000009475968,0.000003508315,0.005696575,0.000001752203,0.00005208253,0.00005655388,0.002540265,0.07979291],"study_design_scores_gemma":[0.001793877,0.0002507958,0.9255925,0.00005204822,4.993104e-7,0.00002097225,0.003086707,0.002076019,0.000006275134,0.00008415333,0.0668924,0.000143796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819241,0.001074523,0.0004483517,0.01449433,0.0001344361,0.001529769,0.00003774134,0.0001213699,0.0002354169],"genre_scores_gemma":[0.9932271,0.000177885,0.00265761,0.001064972,0.0001395694,0.0003351473,0.001899019,0.00002234296,0.0004764124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07964911,"threshold_uncertainty_score":0.5874307,"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."}}