{"id":"W4404769562","doi":"10.1016/j.abrep.2024.100575","title":"Do we need urine drug screens in opioid addiction treatment: An observational study on self-report versus urine drug screens","year":2024,"lang":"en","type":"article","venue":"Addictive Behaviors Reports","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; University of British Columbia; Laurentian University; British Columbia Centre on Substance Use; McMaster University","funders":"Canadian Institutes of Health Research","keywords":"Observational study; Urine; Drug; Addiction; Opioid; Medicine; Opioid addiction; Pharmacology; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.004054661,0.0002201607,0.0009001245,0.0007053915,0.0007904921,0.00144449,0.0007741226,0.0009770846,0.001110065],"category_scores_gemma":[0.01788751,0.0004925137,0.0009932696,0.001652195,0.0005699633,0.001836331,0.001143301,0.001379558,0.0002302638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006719394,"about_ca_system_score_gemma":0.0008505244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006390909,"about_ca_topic_score_gemma":0.008107255,"domain_scores_codex":[0.9948446,0.002016796,0.0007879817,0.0008041224,0.00107871,0.0004678704],"domain_scores_gemma":[0.9830341,0.004422155,0.009805635,0.0006184867,0.001035532,0.001084118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007302689,0.00006867698,0.9989299,0.00002163166,0.00005281549,0.0000172287,0.0001694721,0.00001093439,0.00002675957,0.00001020238,0.0000600904,0.0005592706],"study_design_scores_gemma":[0.00001078176,0.000222955,0.9984708,0.00003524184,0.00005365791,0.0001362966,0.0006620139,0.0001387308,0.0000239389,0.00002067176,0.0002186154,0.000006134898],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998216,0.0006253607,0.000133022,0.0001526642,0.00001555784,0.00003618989,0.0004699493,0.000002512579,0.0003487676],"genre_scores_gemma":[0.9991481,0.00017982,0.00009185308,0.0001596619,0.00001579712,0.00002661074,0.000307101,0.000003168162,0.00006775793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006390909,"threshold_uncertainty_score":0.02144337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0582443474652025,"score_gpt":0.3547080695231891,"score_spread":0.2964637220579865,"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."}}