{"id":"W4394602634","doi":"10.1001/jama.2024.3101","title":"Does This Patient Have Alcohol Use Disorder?","year":2024,"lang":"en","type":"article","venue":"JAMA","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"British Columbia Centre on Substance Use; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Alcohol Use Disorders Identification Test; Alcohol use disorder; Alcohol; Meta-analysis; MEDLINE; Psychiatry; Audit; Distress; Alcohol dependence; Clinical psychology; Internal medicine; Poison control; Emergency medicine; Injury prevention","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":[0.00224207,0.0002215731,0.00116725,0.0008502741,0.0004055703,0.0009139599,0.0004809235,0.002226205,0.01102766],"category_scores_gemma":[0.02058355,0.0002043046,0.0009181187,0.001210567,0.0004425404,0.001965595,0.00047886,0.001462776,0.002084348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006065713,"about_ca_system_score_gemma":0.00124634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002748316,"about_ca_topic_score_gemma":0.007439083,"domain_scores_codex":[0.998557,0.0006097205,0.0003190206,0.0001431772,0.0003021958,0.00006876969],"domain_scores_gemma":[0.993764,0.004068626,0.001298541,0.0001213321,0.0005103867,0.0002372333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002017212,0.0002094448,0.1711729,0.08192489,0.004059424,0.01545834,0.001444336,0.0003343621,0.0005407617,0.005436084,0.2023509,0.5150514],"study_design_scores_gemma":[0.001729157,0.0008301348,0.1675934,0.2131655,0.008899682,0.08143715,0.01150016,0.001134183,0.0007796444,0.03040969,0.4822747,0.0002467337],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.04387331,0.6563271,0.002889059,0.2372838,0.008468271,0.001152733,0.008078551,0.00007764193,0.04184968],"genre_scores_gemma":[0.4333191,0.4657715,0.003518172,0.07704713,0.009925133,0.0006252234,0.003605894,0.00003128228,0.006156608],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01102766,"threshold_uncertainty_score":0.03689122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02351614878391802,"score_gpt":0.2828449958281593,"score_spread":0.2593288470442413,"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."}}