{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005543957,0.0002353052,0.0003940777,0.0001463037,0.0005030427,0.0001652791,0.00006845175,0.0002582278,0.00006034582],"category_scores_gemma":[0.00006301314,0.0002166177,0.00003295937,0.0009046199,0.0005376553,0.0003098167,0.00001493873,0.0003385414,6.67406e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005329582,"about_ca_system_score_gemma":0.0002089967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002749318,"about_ca_topic_score_gemma":0.001768814,"domain_scores_codex":[0.9981319,0.0003326664,0.0003922013,0.0004462335,0.0002999501,0.0003970433],"domain_scores_gemma":[0.9990575,0.0004283533,0.00009577192,0.0001594697,0.00008637376,0.0001724979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004865889,0.0003114175,0.5201623,0.0003407749,0.0004636479,0.0000306107,0.4306261,0.002667274,0.0003164853,0.0001725452,0.0001644981,0.04469573],"study_design_scores_gemma":[0.003703717,0.0004561334,0.2469719,0.0008639225,0.0003662997,0.00006343012,0.727042,0.01504833,0.0004613608,0.001728819,0.002418603,0.0008754204],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.973363,0.001343974,0.003345673,0.001040114,0.00002850983,0.0007445689,0.000004754775,0.0001092423,0.0200202],"genre_scores_gemma":[0.9924506,0.0006341093,0.00189207,0.00002973784,0.00003378032,0.00005477354,0.00001356043,0.00002626976,0.004865132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.296416,"threshold_uncertainty_score":0.8833413,"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."}}