{"id":"W2904048199","doi":"10.1002/pds.4679","title":"Tramadol dispensing patterns and trends in Canada, 2007‐2016","year":2018,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Veterinary Pharmacology and Anesthesia","field":"Veterinary","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Simon Fraser University; Institute for Clinical Evaluative Sciences; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; Department of Psychiatry, University of Toronto; University of Toronto","keywords":"Tramadol; Medicine; Opioid; Medical prescription; Pharmacoepidemiology; Population; Analgesic; Anesthesia; Pharmacy; Psychological intervention; Emergency medicine; Internal medicine; Environmental health; Pharmacology; Psychiatry; Family medicine","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":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":true,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005145189,0.0004447828,0.0004418993,0.003752871,0.001588379,0.001338643,0.001197617,0.0003022518,0.002601963],"category_scores_gemma":[0.002373251,0.0003084433,0.0009693257,0.009301014,0.000560719,0.0004608767,0.0007458185,0.0006687157,0.0004282584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0440337,"about_ca_system_score_gemma":0.05328218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966745,"about_ca_topic_score_gemma":0.9976082,"domain_scores_codex":[0.998757,0.00003510978,0.0001163636,0.000173828,0.0006235816,0.000294209],"domain_scores_gemma":[0.9963714,0.00008683213,0.0006314953,0.00006682191,0.002388486,0.0004549086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001746367,0.0000379174,0.9734611,0.0003823876,0.0001561134,0.0001011789,0.0006358477,0.000396213,0.0004201264,0.0002609343,0.007704185,0.01626935],"study_design_scores_gemma":[0.000005192456,0.00002062573,0.9940401,0.00006824988,0.00004013145,0.00008253882,0.0006175767,0.0003927301,0.0001930922,0.00001833864,0.004506018,0.00001531817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8064316,0.006680014,0.000489386,0.001431665,0.00005626154,0.0001382544,0.17683,0.0002264179,0.007716514],"genre_scores_gemma":[0.9613571,0.003352328,0.001040147,0.00033996,0.00002060392,0.00004938693,0.03038464,0.00003470625,0.003421132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0440337,"threshold_uncertainty_score":0.3194884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05212357280795647,"score_gpt":0.3550795838806409,"score_spread":0.3029560110726844,"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."}}