{"id":"W2889758150","doi":"10.23889/ijpds.v3i4.828","title":"A Population-Based Examination of Benzodiazepine Receptor Agonist & Z-drug Dispensations in the Alberta Population: Prevalence of Use and Indicators of Potentially Inappropriate Use and Prescribing","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; College of Physicians and Surgeons of Ontario; McGill University","funders":"","keywords":"Medicine; Population; Adverse effect; Benzodiazepine; Pharmacoepidemiology; Emergency medicine; Family medicine; Medical prescription; Pediatrics; Internal medicine; Environmental health; Pharmacology","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":[0.0007218496,0.00025633,0.0001856575,0.003031035,0.0007233177,0.0008982808,0.0009547331,0.0003270058,0.001356138],"category_scores_gemma":[0.001689984,0.0002445033,0.0004670989,0.003482977,0.0005474232,0.0003329999,0.0008234991,0.0003186909,0.0002000503],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006744408,"about_ca_system_score_gemma":0.006064876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9280414,"about_ca_topic_score_gemma":0.9398414,"domain_scores_codex":[0.9990968,0.00007596139,0.00007367002,0.0001134122,0.0004768433,0.0001633269],"domain_scores_gemma":[0.998456,0.0001104155,0.0005576943,0.00005403573,0.0005390024,0.0002828031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002366633,0.00001824493,0.9972485,0.00001850267,0.00002695734,0.00003956442,0.0002208208,0.00008400364,0.0001198345,0.00002758793,0.000364651,0.001807764],"study_design_scores_gemma":[0.000001177119,0.00001299448,0.9994179,0.000006464394,0.000006098801,0.00003116709,0.0002752949,0.00009582175,0.00001422427,0.000004390364,0.0001322999,0.000002257837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994,0.0004229641,0.0001315145,0.0001324476,0.000006144573,0.00005566551,0.003404426,0.00001703598,0.001829794],"genre_scores_gemma":[0.9966538,0.0003536846,0.0002679755,0.00006639315,0.000007661576,0.00001823367,0.00209321,0.000002413972,0.0005367101],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0719586,"threshold_uncertainty_score":0.1447647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1663640355776783,"score_gpt":0.4164480557875103,"score_spread":0.250084020209832,"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."}}