{"id":"W4392546984","doi":"10.32920/25360279.v1","title":"Use of an HIV-risk screening tool to identify optimal candidates for PrEP scale-up among men who have sex with men in Toronto, Canada: disconnect between objective and subjective HIV risk","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Human immunodeficiency virus (HIV); Men who have sex with men; Scale (ratio); Pre-exposure prophylaxis; Medicine; Psychology; Family medicine; Geography; Syphilis","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001146877,0.0003115726,0.0002779159,0.0008445773,0.001941465,0.001170222,0.0009371298,0.0002965808,0.00193331],"category_scores_gemma":[0.003937466,0.0003266802,0.0004645853,0.001537596,0.0006756168,0.0004557503,0.0009703013,0.0007057351,0.0001967454],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01978343,"about_ca_system_score_gemma":0.02528812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9742339,"about_ca_topic_score_gemma":0.9906819,"domain_scores_codex":[0.9989422,0.0001700447,0.0001070329,0.000108441,0.0003605403,0.000311649],"domain_scores_gemma":[0.9975587,0.000218404,0.0006985596,0.00006065138,0.0007844359,0.000679294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004819225,0.00005475865,0.987484,0.00006826226,0.00002023637,0.00009267595,0.00248275,0.0001228194,0.0001497093,0.00008175395,0.001282413,0.00811239],"study_design_scores_gemma":[0.00000515161,0.00005564339,0.9949619,0.000064621,0.00001477574,0.00004176103,0.003536527,0.0004625625,0.0001060149,0.00001714906,0.0007220592,0.00001173794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931503,0.0004626927,0.0002681636,0.0008174812,0.00001397617,0.0002422656,0.002096382,0.0000145488,0.00293426],"genre_scores_gemma":[0.9973323,0.0002579819,0.0007704669,0.000194127,0.000006847144,0.00006871594,0.0005879856,0.000003357359,0.0007781885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02576607,"threshold_uncertainty_score":0.1435394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01863387565299271,"score_gpt":0.314831147469655,"score_spread":0.2961972718166623,"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."}}