{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002392886,0.0001855536,0.0005095038,0.0002020318,0.0001268627,0.0000438233,0.00008338156,0.0001385791,0.0000185908],"category_scores_gemma":[0.0007177995,0.0001539854,0.00002924279,0.000629909,0.00003117362,0.0002112378,0.00002965971,0.0001810125,0.000001928351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001044598,"about_ca_system_score_gemma":0.0001610017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00167703,"about_ca_topic_score_gemma":0.002652813,"domain_scores_codex":[0.9979666,0.0003334008,0.0006177021,0.0003098953,0.0003850567,0.0003873706],"domain_scores_gemma":[0.9982186,0.0007789826,0.0004140539,0.0002690774,0.000114348,0.0002049285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000938497,0.00007845071,0.8572827,0.000998702,0.00002494488,0.000001974616,0.006463306,0.00454274,0.000005066377,0.007005328,0.009452439,0.1140505],"study_design_scores_gemma":[0.000672059,0.00006425094,0.5539514,0.00003806873,9.201752e-7,0.000006064885,0.0003739223,0.4400233,8.905204e-7,0.003468364,0.001267673,0.0001330549],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8469303,0.0002486262,0.1255094,0.01711884,0.00005924802,0.002575454,0.00009434995,0.0004066427,0.007057087],"genre_scores_gemma":[0.9887482,0.00002651379,0.009300119,0.000161134,0.00004585886,0.00008216124,0.0002643137,0.00003307113,0.001338613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4354806,"threshold_uncertainty_score":0.6279344,"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."}}