{"id":"W4361000989","doi":"10.2196/43114","title":"Population Size Estimation of Men Who Have Sex With Men in Rwanda: Three-Source Capture-Recapture Method","year":2023,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Census and Population Estimation","field":"Mathematics","cited_by":12,"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":"Men who have sex with men; Mark and recapture; Population; Population size; Statistics; Estimation; Demography; Geography; Human immunodeficiency virus (HIV); Medicine; Environmental health; Mathematics; Syphilis; Virology","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":[0.006730435,0.0006257778,0.0009380356,0.002356005,0.0005725597,0.0007579618,0.002269024,0.000940363,0.001780187],"category_scores_gemma":[0.01620435,0.0005318712,0.001939309,0.001200046,0.0005318979,0.0006951602,0.001428123,0.0009953685,0.0005731048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006587781,"about_ca_system_score_gemma":0.0009212053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01580557,"about_ca_topic_score_gemma":0.01236993,"domain_scores_codex":[0.9979038,0.0009948739,0.0001508523,0.0005670637,0.0002520086,0.0001314705],"domain_scores_gemma":[0.9949757,0.003019192,0.0007317968,0.0006003081,0.0005945655,0.00007836078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005542167,0.0002149575,0.4297851,0.0007911084,0.001507603,0.001403738,0.002105848,0.2553519,0.00669191,0.01079121,0.00595404,0.2848483],"study_design_scores_gemma":[0.00005989962,0.0002406324,0.1399322,0.0003917081,0.0004926858,0.001275413,0.000510047,0.8407227,0.003444825,0.007673379,0.00506951,0.0001869627],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2890232,0.001627257,0.7007103,0.0003050878,0.00009367644,0.0006566039,0.004199971,0.0008362941,0.002547688],"genre_scores_gemma":[0.7621923,0.0006337062,0.2288718,0.0001320858,0.00005169881,0.0009983314,0.00533878,0.00007462307,0.001706606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01580557,"threshold_uncertainty_score":0.0355944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03834519784003527,"score_gpt":0.3480738656842713,"score_spread":0.3097286678442361,"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."}}