{"id":"W4312013590","doi":"10.1001/jamanetworkopen.2022.44679","title":"Characterization of Problematic Alcohol Use Among Physicians: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"JAMA Network Open","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Bruyère; University of Ottawa","funders":"","keywords":"Alcohol Use Disorders Identification Test; Audit; Family medicine; MEDLINE; Medicine; Specialty; Psychological intervention; Systematic review; Population; Alcohol use disorder; Psychiatry; Poison control; Alcohol; Injury prevention; Medical emergency; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01174949,0.001465257,0.009512233,0.01295513,0.0008307442,0.002516445,0.001799251,0.00188078,0.003006506],"category_scores_gemma":[0.0548714,0.0011584,0.009963099,0.01349403,0.001191141,0.002606466,0.001581421,0.001088502,0.0002146336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003850141,"about_ca_system_score_gemma":0.01264013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009756685,"about_ca_topic_score_gemma":0.02979551,"domain_scores_codex":[0.9865792,0.003635708,0.006344449,0.001010498,0.0021763,0.0002538947],"domain_scores_gemma":[0.9416004,0.03769086,0.01385141,0.0008506227,0.005521279,0.0004853689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002675229,0.00002511443,0.004844291,0.9446541,0.02068757,0.000112867,0.0002702356,0.00006996952,0.000127745,0.00008133987,0.0007615032,0.02809768],"study_design_scores_gemma":[0.0003720824,0.0003151237,0.02013125,0.8218049,0.1477713,0.0007181055,0.0005369488,0.00011918,0.0002222543,0.0001812475,0.007769487,0.00005810908],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002991183,0.9952395,0.0001992405,0.0002174161,0.00006793074,0.0005508633,0.0005337364,0.00000650103,0.0001937143],"genre_scores_gemma":[0.04153528,0.9550055,0.001143692,0.000504466,0.00009074358,0.001220988,0.0004057404,0.000006470815,0.00008707222],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01295513,"threshold_uncertainty_score":0.06213796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.192946609350149,"score_gpt":0.4697280018172471,"score_spread":0.2767813924670981,"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."}}