{"id":"W7133022170","doi":"","title":"Characterizing Canadian Healthcare Providers’ Behaviour Regarding Prescribing HIV Pre-Exposure Prophylaxis (PrEP) to Women: A Cross-Sectional Survey","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"HIV/AIDS Research and Interventions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Canadian Institutes of Health Research; University of Toronto","keywords":"Quarter (Canadian coin); Psychological intervention; Human immunodeficiency virus (HIV); Health care; Medical prescription; Pre-exposure prophylaxis; Construct (python library); Medication adherence","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":[0.001896954,0.0004586853,0.0003589244,0.001871985,0.002906562,0.001135735,0.001516005,0.0007956211,0.002992297],"category_scores_gemma":[0.00506714,0.0005605122,0.0008680832,0.00450617,0.0007379206,0.0005403687,0.00115927,0.001032051,0.0004198166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03012322,"about_ca_system_score_gemma":0.03597489,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938574,"about_ca_topic_score_gemma":0.9946432,"domain_scores_codex":[0.9983192,0.0001445498,0.0001258969,0.0002127855,0.000789127,0.0004083941],"domain_scores_gemma":[0.9963361,0.000270044,0.0009054044,0.0001210996,0.001620929,0.0007464442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000212735,0.00004160763,0.9933938,0.00006040069,0.00003223795,0.00002817757,0.0009427533,0.0000423328,0.00005895847,0.00005160573,0.001930783,0.003396034],"study_design_scores_gemma":[0.000005125813,0.00002550649,0.9972826,0.00004579904,0.00001418312,0.00003130687,0.001488473,0.0001522421,0.00002848384,0.000009806919,0.0009072128,0.000009194491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796032,0.0008898822,0.0001747009,0.001471356,0.00002041231,0.0001700942,0.01354057,0.00002374083,0.004105854],"genre_scores_gemma":[0.9931132,0.0008422213,0.0004986012,0.0005674051,0.00001088167,0.00009499641,0.003754971,0.000005832381,0.001111876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03012322,"threshold_uncertainty_score":0.2185603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04750164179639088,"score_gpt":0.3901354887172701,"score_spread":0.3426338469208792,"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."}}