{"id":"W4394574645","doi":"10.1111/add.16491","title":"Prescribing practices in opioid agonist treatment and changes in compliance to clinical dosing guidelines in British Columbia, Canada","year":2024,"lang":"en","type":"article","venue":"Addiction","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Centre for Advancing Health Outcomes","funders":"National Institute on Drug Abuse; Canadian Institutes of Health Research; National Institutes of Health","keywords":"Buprenorphine; Methadone; Medicine; Dosing; (+)-Naloxone; Opioid use disorder; Population; Guideline; Opioid; Anesthesia; Emergency medicine; Pharmacology; Internal medicine; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002207109,0.00009302561,0.0002639031,0.0000874671,0.00003664907,0.0001395993,0.00002861616,0.0000603077,0.0000262786],"category_scores_gemma":[0.0002609504,0.0001267445,0.00001955446,0.0002951393,0.00001856465,0.0001055062,0.00002395841,0.0001338603,0.000003278569],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007711404,"about_ca_system_score_gemma":0.0004477117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9760594,"about_ca_topic_score_gemma":0.9991761,"domain_scores_codex":[0.9988107,0.00006008854,0.0003993653,0.0003977813,0.0001281977,0.0002038469],"domain_scores_gemma":[0.9995572,0.0001355839,0.00006330056,0.0001252985,0.00003567598,0.00008293412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003834999,0.0001894033,0.7626438,0.00008218665,0.00002960785,0.0004333717,0.0003910148,0.00002338516,0.00008643749,0.000001103488,0.002204439,0.2338769],"study_design_scores_gemma":[0.001432654,0.0004041328,0.9553972,0.002574464,0.00005151769,0.00005716077,0.0007943936,0.002311687,0.00005134401,0.00001072542,0.03679498,0.0001196887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871678,0.006737733,0.000004300315,0.004591693,0.000548049,0.0007075935,0.00003945453,0.00003510007,0.0001682582],"genre_scores_gemma":[0.9952187,0.002811429,0.0005690301,0.0004466573,0.0001508128,0.0001615148,0.00006276393,0.00001821334,0.0005608854],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2337572,"threshold_uncertainty_score":0.5168489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08805506457580761,"score_gpt":0.3796654911105972,"score_spread":0.2916104265347896,"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."}}