{"id":"W6959434473","doi":"10.6084/m9.figshare.c.7863034.v1","title":"Evaluation of a hospital-based opioid stewardship program on high-risk opioid prescribing in a Canadian setting: an interrupted time series analysis","year":2025,"lang":"en","type":"other","venue":"Figshare","topic":"Legal and Regulatory Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Surrey Memorial Hospital; Providence Health Care; British Columbia Centre on Substance Use; University of British Columbia","funders":"","keywords":"Interrupted Time Series Analysis; Opioid; Medical prescription; Interrupted time series; Benzodiazepine; Confidence interval; Adverse effect; Defined daily dose; Duration (music)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.02132319,0.0006623482,0.00088264,0.002283857,0.0009772633,0.001593767,0.001932313,0.0006358321,0.001449964],"category_scores_gemma":[0.05009199,0.0003618214,0.002017169,0.006097195,0.0006632,0.0006001913,0.001292128,0.001137853,0.00007859902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03082823,"about_ca_system_score_gemma":0.0368872,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8707358,"about_ca_topic_score_gemma":0.7246662,"domain_scores_codex":[0.9844962,0.006934687,0.001379197,0.00113896,0.004368566,0.001682362],"domain_scores_gemma":[0.9510501,0.01622628,0.01372881,0.001507067,0.0142215,0.003266246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003763099,0.001130276,0.9596375,0.0006804439,0.002167528,0.0001103171,0.001036186,0.008736706,0.0001797464,0.0006190822,0.001147749,0.02079131],"study_design_scores_gemma":[0.0003943811,0.002802678,0.9446923,0.0002687766,0.001287333,0.00004585915,0.001596238,0.04715194,0.0003214113,0.0001181624,0.001257068,0.00006388901],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939919,0.0006279229,0.001798267,0.0001931011,0.00002291492,0.0005704175,0.002249478,0.00001999342,0.0005260493],"genre_scores_gemma":[0.9946537,0.0003608398,0.002368823,0.00008255732,0.00001535263,0.0003506435,0.001882961,0.000005826439,0.0002793291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1292642,"threshold_uncertainty_score":0.2600508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294856152373127,"score_gpt":0.3066070699337403,"score_spread":0.2836585084100091,"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."}}