{"id":"W3119158881","doi":"","title":"Pharmacoepidemiology and drug utilization of benzodiazepines and z-drugs among adults in Manitoba, Canada","year":2018,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Sleep and related disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Johns Hopkins University","keywords":"Pharmacoepidemiology; Drug; Medicine; Pharmacology; Medical prescription","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003304872,0.0001728306,0.0001787892,0.00118962,0.001802508,0.0007384712,0.0006461128,0.0002673477,0.00212701],"category_scores_gemma":[0.001422622,0.0002369488,0.0002307416,0.003206461,0.0004585198,0.0002086663,0.0005811188,0.0005057976,0.0002115351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01603862,"about_ca_system_score_gemma":0.03216164,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938434,"about_ca_topic_score_gemma":0.9965683,"domain_scores_codex":[0.9996105,0.00003381733,0.00003460351,0.00004405625,0.0001447173,0.0001324647],"domain_scores_gemma":[0.9987281,0.00006348809,0.0002379813,0.00002206813,0.0005991785,0.0003491729],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001480363,0.0000272168,0.9953519,0.00003597297,0.00001688243,0.00004772308,0.0005062839,0.00003359692,0.00009295925,0.00003641722,0.001117222,0.002718968],"study_design_scores_gemma":[0.000002859551,0.00000831717,0.9985334,0.00003919504,0.00000735173,0.00003019523,0.0007298113,0.00006194833,0.00002271929,0.000007334405,0.0005542232,0.0000026359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.985342,0.002302227,0.00007807677,0.001497397,0.00002556573,0.0001050136,0.006290691,0.00001210752,0.004346852],"genre_scores_gemma":[0.9934043,0.002422506,0.0001888468,0.000405791,0.00001518099,0.00003961133,0.001503773,0.000003567536,0.002016442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01603862,"threshold_uncertainty_score":0.1163689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01445157223634767,"score_gpt":0.2420368334854896,"score_spread":0.2275852612491419,"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."}}