{"id":"W4388907469","doi":"10.1001/jamanetworkopen.2023.44528","title":"Rapid Access Addiction Medicine Clinics for People With Problematic Opioid Use","year":2023,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Centre on Substance Use and Addiction; McMaster University; Laurentian University; Public Health Ontario; Queen's University; Lakeridge Health; Women's College Hospital; Health Sciences North; University of Toronto; University of Ottawa; Institute for Clinical Evaluative Sciences; St. Joseph’s Healthcare Hamilton; Royal Ottawa Mental Health Centre; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Emergency department; Triage; Family medicine; Propensity score matching; Emergency medicine; Population; Cohort; Health care; Retrospective cohort study; Addiction medicine; Addiction; Psychiatry; Environmental health; Internal medicine","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":[0.0007555928,0.0001650678,0.0002229695,0.0004712341,0.00107318,0.0009829019,0.0007582263,0.000373237,0.007763371],"category_scores_gemma":[0.004008298,0.0001552815,0.0004302176,0.000798295,0.0003824248,0.0006722833,0.001257194,0.0005839972,0.0004000484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00200086,"about_ca_system_score_gemma":0.004645878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08400894,"about_ca_topic_score_gemma":0.2917107,"domain_scores_codex":[0.9989886,0.0003160294,0.00005596884,0.00009936997,0.0003132813,0.0002267186],"domain_scores_gemma":[0.9968147,0.0003176153,0.001694431,0.00009760383,0.0002212006,0.0008545764],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000107172,0.0002513013,0.9408428,0.0003239903,0.00008164397,0.0003010805,0.0004924283,0.0001108055,0.0003270753,0.0003480967,0.006714588,0.05009889],"study_design_scores_gemma":[0.00006701237,0.0002066058,0.9897416,0.0004977043,0.00007133015,0.0006875266,0.001028294,0.0003553243,0.00007329701,0.0002369823,0.007023718,0.00001068401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703325,0.005403567,0.00130736,0.009243593,0.0002615189,0.0005809808,0.002814915,0.00008404336,0.009971606],"genre_scores_gemma":[0.9903977,0.002781444,0.002103793,0.001666939,0.0002514888,0.0002451173,0.0007335973,0.00001132435,0.001808555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08400894,"threshold_uncertainty_score":0.1670399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06304103945905286,"score_gpt":0.3565736880480441,"score_spread":0.2935326485889912,"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."}}