{"id":"W4405016844","doi":"10.1002/pds.70068","title":"Does Physicians' Clinical Competence, Communication Ability, or Cultural Background Influence Potentially Inappropriate Prescribing of Benzodiazepines and Z‐Drugs Among Older Adults With Insomnia?","year":2024,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medical Council of Canada; McGill University","funders":"McGill University; Fonds de Recherche du Québec - Santé; Foundation for Advancement of International Medical Education and Research","keywords":"Medicine; Family medicine; Logistic regression; Licensure; Competence (human resources); Psychiatry; Internal medicine; Nursing","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":[0.001017156,0.0001740161,0.0002043909,0.0004565408,0.0002702343,0.0004838993,0.0002235679,0.000363766,0.001358691],"category_scores_gemma":[0.007407223,0.0001699114,0.0004546716,0.0004676944,0.0002999104,0.000342254,0.0004476326,0.0003448802,0.0001734677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002808317,"about_ca_system_score_gemma":0.0006252811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01392989,"about_ca_topic_score_gemma":0.01934164,"domain_scores_codex":[0.9993933,0.0002129805,0.00008676272,0.00009552514,0.0001151963,0.00009620441],"domain_scores_gemma":[0.9952732,0.001084524,0.002763469,0.0001836256,0.0002828207,0.0004123774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000179113,0.00001390521,0.9992269,0.000005757604,0.00002995071,0.00001422087,0.00006857348,0.00001431833,0.00003222363,0.000004716802,0.00002744165,0.0005440578],"study_design_scores_gemma":[0.000002079862,0.00003455508,0.9994993,0.00001038905,0.00001416715,0.00005504755,0.0001829664,0.0001188794,0.00001798207,0.000007861211,0.00005560849,0.000001033534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991862,0.0001954873,0.00004883968,0.0001603352,0.000004800092,0.000004148725,0.0001280892,0.000001077891,0.0002711571],"genre_scores_gemma":[0.9996624,0.00008982433,0.00005661611,0.00004455201,0.000008656791,0.000002562266,0.00008111586,5.64324e-7,0.00005363829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01392989,"threshold_uncertainty_score":0.02769756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04326799975617807,"score_gpt":0.4401920078224994,"score_spread":0.3969240080663213,"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."}}