{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164772,0.0001349679,0.0004126866,0.0005758897,0.00003984606,0.00000901073,0.000122411,0.0003177684,0.0008143721],"category_scores_gemma":[0.00005471702,0.0001137229,0.0001511718,0.0002688717,0.00005771677,0.000113846,0.0000113447,0.0004556845,0.00001067525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009663355,"about_ca_system_score_gemma":0.0001204997,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07288548,"about_ca_topic_score_gemma":0.1287719,"domain_scores_codex":[0.9977465,0.0003179465,0.001270469,0.000187709,0.000190067,0.0002872959],"domain_scores_gemma":[0.9984963,0.000191198,0.0007931961,0.0001063333,0.000230139,0.000182857],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009136742,0.0007222538,0.904251,0.000009918474,0.0005574173,0.000003228524,0.0006782744,0.0003876325,0.001071273,0.001095146,0.001165399,0.08914478],"study_design_scores_gemma":[0.006575192,0.000351336,0.9834043,0.00002620818,0.0003438932,0.00001858672,0.0001526554,0.00109654,0.00000979374,0.0007001287,0.007172828,0.0001484909],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927514,0.0005029567,0.00007742509,0.002559621,0.003270129,0.0001950198,0.00001540792,0.000006114357,0.0006219196],"genre_scores_gemma":[0.9976437,0.000284252,0.000183086,0.001171703,0.0003302711,0.000002050227,0.00004633448,0.00001693412,0.0003216511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08899629,"threshold_uncertainty_score":0.9332883,"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."}}