{"id":"W3150681374","doi":"10.1136/sextrans-2020-054894","title":"Programmatic mapping and size estimation of female sex workers, transgender sex workers and men who have sex with men in İstanbul and Ankara, Turkey","year":2021,"lang":"en","type":"article","venue":"Sexually Transmitted Infections","topic":"Sex work and related issues","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Gilead Sciences","keywords":"Medicine; Sex workers; Female sex; Sex work; Estimation; Transgender; Demography; Environmental health; Research methodology; Gender studies; Family medicine; Human immunodeficiency virus (HIV); Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001070901,0.0004792356,0.0002064079,0.00223098,0.0003648849,0.0004866145,0.001074347,0.0002998287,0.001660599],"category_scores_gemma":[0.002233648,0.0002741759,0.0003899078,0.001162364,0.0003112336,0.0004149044,0.001272043,0.0002346847,0.0001773881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009178402,"about_ca_system_score_gemma":0.001499326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02932035,"about_ca_topic_score_gemma":0.02397745,"domain_scores_codex":[0.9992487,0.0003233939,0.00004851203,0.0001502621,0.00008000356,0.000149078],"domain_scores_gemma":[0.9992285,0.0001923423,0.0002550351,0.00004884743,0.0001831172,0.00009224515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001347178,0.0001202725,0.9525087,0.0002197712,0.00007247755,0.0003658836,0.002429202,0.003303775,0.001063571,0.0006571368,0.001432662,0.03769181],"study_design_scores_gemma":[0.00001164469,0.000203963,0.9750279,0.00009014196,0.00005602879,0.0005539352,0.008754245,0.01220156,0.0005661822,0.0004907966,0.00202562,0.00001796744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939693,0.00022543,0.002902775,0.0001059565,0.000008645522,0.0001817737,0.001419975,0.00002980375,0.001156305],"genre_scores_gemma":[0.9924573,0.0001711525,0.005316543,0.0000194311,0.000003928139,0.0003221528,0.001306069,0.000004894758,0.0003986438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02932035,"threshold_uncertainty_score":0.05829936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318581865847235,"score_gpt":0.2718154641840585,"score_spread":0.2586296455255861,"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."}}