{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001619571,0.0001424851,0.0003731349,0.0000801041,0.0001424059,0.00004425691,0.0001239978,0.00007077669,0.00004841632],"category_scores_gemma":[0.001140437,0.0001026606,0.00003709571,0.0004075864,0.00003024764,0.0001218363,0.00003860674,0.0002165636,0.000003988048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005298581,"about_ca_system_score_gemma":0.0001611042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006034165,"about_ca_topic_score_gemma":0.001888584,"domain_scores_codex":[0.9981813,0.0003504801,0.0006415271,0.000228996,0.0002856937,0.0003120392],"domain_scores_gemma":[0.998338,0.0007344343,0.0003714299,0.000307566,0.0001106019,0.0001379113],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001083196,0.0001451125,0.9832809,0.0001836684,0.000006024057,2.560048e-7,0.007716423,0.0003527197,0.000002042393,0.003732724,0.0005495448,0.00401978],"study_design_scores_gemma":[0.0007911018,0.00008739212,0.9654512,0.00002740638,7.132514e-7,0.000005356215,0.001156019,0.02781377,7.192181e-8,0.001795938,0.002745695,0.0001253788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916368,0.0001552899,0.001103315,0.00505309,0.0001731633,0.001308215,0.00001327345,0.00004674664,0.0005101414],"genre_scores_gemma":[0.9964231,0.000002954681,0.002809655,0.0003137597,0.0000534732,0.00004676103,0.00001826858,0.00001705851,0.0003149975],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02746105,"threshold_uncertainty_score":0.4186378,"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."}}