{"id":"W2915011165","doi":"10.22374/1710-6222.26.1.3","title":"NOVEL MEASURES OF BENZODIAZEPINE & Z-DRUG UTILISATION TRENDS IN A CANADIAN PROVINCIAL ADULT POPULATION (2001-2016 )","year":2019,"lang":"en","type":"article","venue":"Journal of Population Therapeutics and Clinical Pharmacology","topic":"Sleep and related disorders","field":"Psychology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba","funders":"","keywords":"Zopiclone; Defined daily dose; Medicine; Benzodiazepine; Poisson regression; Population; Diazepam; Medical prescription; Demography; Internal medicine; Pharmacology; Environmental health; Hypnotic","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0008214907,0.00044538,0.0003407389,0.002414773,0.001479306,0.001010834,0.001242433,0.0003589207,0.002139712],"category_scores_gemma":[0.002925125,0.0002512028,0.0007280553,0.005468795,0.0003687875,0.0003571041,0.0007270558,0.000561027,0.0003321261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02369696,"about_ca_system_score_gemma":0.02586712,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9935371,"about_ca_topic_score_gemma":0.9959661,"domain_scores_codex":[0.9991351,0.00005558388,0.00007197898,0.0001408458,0.0004294884,0.0001671188],"domain_scores_gemma":[0.9979303,0.00006141828,0.0004935084,0.00005874153,0.001222972,0.0002331111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007822575,0.0000317575,0.9879332,0.0001656197,0.00009911784,0.00002847565,0.0002974703,0.000213384,0.0002022912,0.0001378245,0.002605011,0.008207635],"study_design_scores_gemma":[0.000006669919,0.0000194229,0.9974828,0.0000307283,0.00003382529,0.00003646756,0.0002404934,0.0004258065,0.0001013906,0.00001998976,0.00159485,0.000007639337],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9373916,0.002847191,0.0009569959,0.0008933595,0.00003489802,0.00023269,0.0506666,0.00009061177,0.006886064],"genre_scores_gemma":[0.9846273,0.001052019,0.001957118,0.0001894764,0.00001538861,0.00008745703,0.0105035,0.00001012211,0.001557695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02369696,"threshold_uncertainty_score":0.1719342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0702722105412327,"score_gpt":0.4089113118257806,"score_spread":0.3386391012845479,"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."}}