{"id":"W4392547947","doi":"10.32920/25360147","title":"High HIV risk and syndemic burden regardless of referral source among MSM screening for a PrEP demonstration project in Toronto, Canada","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV-related health complications and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AIDS Committee of Toronto; Hassle Free Clinic; BC Centre for Disease Control; University of British Columbia; Public Health Ontario; Toronto Metropolitan University; University of Toronto; St. Michael's Hospital; Ontario HIV Treatment Network","funders":"Canadian Institutes of Health Research; Ontario HIV Treatment Network","keywords":"Syndemic; Referral; Human immunodeficiency virus (HIV); Medicine; Environmental health; Pre-exposure prophylaxis; Family medicine; Men who have sex with men; Syphilis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0009222953,0.0004404746,0.0004406456,0.0007482305,0.00448519,0.0009503464,0.001124526,0.000418322,0.002619717],"category_scores_gemma":[0.001660434,0.0004834757,0.0004495479,0.001587578,0.0009533514,0.0003528365,0.001365565,0.0008325121,0.0002442393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02976329,"about_ca_system_score_gemma":0.05461942,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9854704,"about_ca_topic_score_gemma":0.9947014,"domain_scores_codex":[0.9987069,0.0001828395,0.00005069305,0.0001597985,0.0002796859,0.0006199973],"domain_scores_gemma":[0.9977376,0.0000958399,0.0002348245,0.00006035549,0.0005511921,0.00132022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006813704,0.0005538855,0.9664586,0.0001634912,0.00008605816,0.0006912874,0.006863479,0.0001877437,0.001392102,0.0003359519,0.004959995,0.01762615],"study_design_scores_gemma":[0.00005750889,0.0003441466,0.9890934,0.00009228264,0.00004035869,0.0001744286,0.00845817,0.000348185,0.0001709267,0.00004113084,0.001154026,0.00002537954],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964173,0.000229935,0.000114709,0.0003970824,0.00001044046,0.0002522678,0.001274503,0.00001320661,0.001290605],"genre_scores_gemma":[0.9970662,0.000224742,0.0003535427,0.0002384176,0.000007007034,0.0001386419,0.0007008732,0.000004872507,0.001265742],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02976329,"threshold_uncertainty_score":0.2159488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723247740833971,"score_gpt":0.3194914840296915,"score_spread":0.2922590066213517,"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."}}