{"id":"W4393927522","doi":"10.32920/25438414.v1","title":"Trends in the awareness, acceptability, and usage of HIV pre-exposure prophylaxis among at-risk men who have sex with men in Toronto","year":2024,"lang":"en","type":"preprint","venue":"","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pre-exposure prophylaxis; Men who have sex with men; Human immunodeficiency virus (HIV); Safer sex; Medicine; Demography; Environmental health; Gerontology; Psychology; Family medicine; Sociology","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0002726098,0.0001672893,0.0001920459,0.0006513998,0.0006348696,0.0006938963,0.0005295216,0.0002483818,0.002196654],"category_scores_gemma":[0.001500221,0.0002367555,0.0003491489,0.00122178,0.0003374319,0.0003458748,0.0006088681,0.0004656019,0.0001807066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007710784,"about_ca_system_score_gemma":0.005231518,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9459667,"about_ca_topic_score_gemma":0.9591508,"domain_scores_codex":[0.9996324,0.00003511281,0.00003899771,0.00005699656,0.0001333188,0.0001031664],"domain_scores_gemma":[0.9982544,0.0001090788,0.0006528596,0.000049119,0.0004765348,0.0004581453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006277826,0.00002083593,0.9905102,0.00007886512,0.00003524034,0.0001327014,0.003104782,0.0001258592,0.0004437458,0.00007636932,0.0008880699,0.004520668],"study_design_scores_gemma":[8.438423e-7,0.00001618583,0.9984314,0.00001216367,0.000006657011,0.00002890193,0.001116201,0.00008121904,0.00003522069,0.000002355731,0.0002659278,0.000002995312],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955736,0.0003911412,0.00005384583,0.0002474689,0.000005011964,0.00002096356,0.002168251,0.0000100171,0.001529668],"genre_scores_gemma":[0.9977976,0.0003506522,0.00006614842,0.00003654575,0.000004275099,0.00001252043,0.0009156194,0.00000177674,0.0008149294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05403328,"threshold_uncertainty_score":0.108703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593178437026877,"score_gpt":0.3317664951619472,"score_spread":0.3158347107916784,"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."}}