{"id":"W2885187828","doi":"10.1016/j.drugalcdep.2018.06.028","title":"Comparing the contribution of prescribed opioids to opioid-related hospitalizations across Canada: A multi-jurisdictional cross-sectional study","year":2018,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; McMaster University; Health Sciences Centre; Canadian Institute for Health Information; St. Michael's Hospital; University of Toronto; Institute for Clinical Evaluative Sciences","funders":"Canadian Institutes of Health Research; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences","keywords":"Medical prescription; Medicine; Opioid; Opioid overdose; Drug overdose; Emergency medicine; Cross-sectional study; Addiction; Poison control; Prescription Drug Misuse; Psychiatry; Opioid use disorder; Internal medicine; (+)-Naloxone; Pharmacology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001193887,0.0004611815,0.0005658889,0.002321311,0.003316696,0.001829141,0.001891998,0.0007489806,0.00159233],"category_scores_gemma":[0.003899993,0.0006095172,0.0008671737,0.005523216,0.001065057,0.0006232879,0.001649583,0.00110638,0.0001685017],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02948435,"about_ca_system_score_gemma":0.02980887,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9924038,"about_ca_topic_score_gemma":0.9945073,"domain_scores_codex":[0.9976058,0.0001750331,0.0002007144,0.0003926292,0.001017667,0.0006080798],"domain_scores_gemma":[0.9951615,0.0002729905,0.001279338,0.0001320415,0.00198845,0.001165827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001704564,0.00001778507,0.9982123,0.00002485699,0.00006392549,0.00003918633,0.0004592422,0.00003154435,0.00005796944,0.00002407479,0.0002386195,0.0008134728],"study_design_scores_gemma":[0.000002530816,0.00001407251,0.9985572,0.00002480173,0.00002479402,0.00004024765,0.0009774066,0.0001206885,0.00001643256,0.000006155308,0.0002099754,0.000005658446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941648,0.0008916509,0.0001408784,0.0003987873,0.00001290757,0.00007897582,0.00315003,0.00001065789,0.001151399],"genre_scores_gemma":[0.9977245,0.0006653364,0.0001635866,0.0001580287,0.000007441854,0.00002332199,0.00102199,0.0000048076,0.0002310164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9705157,"threshold_uncertainty_score":0.2139249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02335876819338923,"score_gpt":0.3266984671955825,"score_spread":0.3033396990021933,"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."}}