{"id":"W4393016684","doi":"10.2196/54313","title":"Assessing Outcomes in HIV Prevention and Treatment Programs With Female Sex Workers and Men Who Have Sex With Men: Expanded Polling Booth Survey Protocol","year":2024,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Sex work and related issues","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Polling; Men who have sex with men; Human immunodeficiency virus (HIV); Sex workers; Female sex; Medicine; Protocol (science); Demography; Environmental health; Population; Family medicine; Computer science; Alternative medicine; Research methodology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.05117468,0.002393532,0.002092666,0.00349962,0.003996729,0.002172936,0.003068109,0.00295427,0.02890158],"category_scores_gemma":[0.02491231,0.001990619,0.002382359,0.003590075,0.001802986,0.002242864,0.003227274,0.004534043,0.009283258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005833279,"about_ca_system_score_gemma":0.02421416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009646646,"about_ca_topic_score_gemma":0.01453266,"domain_scores_codex":[0.969583,0.01936137,0.005663299,0.001576243,0.001902179,0.001913918],"domain_scores_gemma":[0.9816039,0.003970783,0.002528266,0.002293124,0.007817795,0.001786219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04091602,0.03828847,0.1205247,0.02802599,0.001429784,0.002877438,0.02129284,0.01429136,0.009892535,0.02970403,0.2974843,0.3952725],"study_design_scores_gemma":[0.03228134,0.02723531,0.2700549,0.01179312,0.000701255,0.001025153,0.01295459,0.01519537,0.00705079,0.0162196,0.6046529,0.0008357344],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005544077,0.00008928667,0.005288523,0.0004112961,0.0001134308,0.9763561,0.008787972,0.00007656113,0.003332715],"genre_scores_gemma":[0.00363386,0.000135647,0.006862677,0.0002190875,0.00002589617,0.9868591,0.001797986,0.000006267328,0.0004594266],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.05117468,"threshold_uncertainty_score":0.2706409,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05330258092317693,"score_gpt":0.3919609751870925,"score_spread":0.3386583942639156,"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."}}