{"id":"W2943883543","doi":"10.2196/12118","title":"Estimating the Size of Key Populations in Kampala, Uganda: 3-Source Capture-Recapture Study","year":2019,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Census and Population Estimation","field":"Mathematics","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Centers for Disease Control and Prevention","keywords":"Mark and recapture; Men who have sex with men; Population; Demography; Population size; Human immunodeficiency virus (HIV); Statistics; Geography; Medicine; Environmental health; Mathematics; Sociology; 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":[0.005085055,0.0006758753,0.0006926371,0.001265413,0.0008605739,0.0006478958,0.001782748,0.001010108,0.0008738171],"category_scores_gemma":[0.007416955,0.0006898186,0.0009965759,0.001205119,0.000703632,0.001044521,0.001675108,0.0008753372,0.0002943329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005702961,"about_ca_system_score_gemma":0.0006311547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021987,"about_ca_topic_score_gemma":0.01419931,"domain_scores_codex":[0.9983706,0.0008499358,0.0001167738,0.0003480281,0.0001470011,0.0001677043],"domain_scores_gemma":[0.9973569,0.0009255848,0.0007982781,0.0004972821,0.0003226653,0.00009931576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001678423,0.0001629543,0.9725575,0.0001421945,0.0006779102,0.0008270735,0.00316436,0.003073909,0.001049128,0.0004264988,0.0005901066,0.01716041],"study_design_scores_gemma":[0.00005216752,0.0005217622,0.9624386,0.0003188102,0.0006044545,0.002293529,0.004196598,0.02498998,0.001136054,0.001052833,0.002297694,0.00009742542],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991044,0.0003974696,0.007105295,0.00004728391,0.000006987373,0.0001727958,0.0008115483,0.00001991085,0.0003946642],"genre_scores_gemma":[0.9909365,0.0002942084,0.007252386,0.0000800076,0.000004603482,0.0003333792,0.0008954639,0.000006612169,0.0001969788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021987,"threshold_uncertainty_score":0.02689266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06324512068436304,"score_gpt":0.3578973784257125,"score_spread":0.2946522577413495,"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."}}