{"id":"W4296325239","doi":"10.2147/dhps.s360832","title":"Opioid Utilization and Management in the Setting of Stewardship During Inpatient Rehab Care","year":2022,"lang":"en","type":"article","venue":"Drug Healthcare and Patient Safety","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Toronto General Hospital; University of Toronto; University Health Network","funders":"Leslie Dan Faculty of Pharmacy, University of Toronto; University of Toronto","keywords":"Medicine; Opioid; Emergency medicine; Medical prescription; Rehabilitation; Acute care; Stewardship (theology); Health care; Physical therapy; Internal medicine; Nursing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0001601747,0.000118714,0.0001944339,0.0001290388,0.0002681109,0.000005129993,0.00004742598,0.00002193863,0.000009187105],"category_scores_gemma":[0.000007456875,0.00009501322,0.00003050832,0.0002494077,0.00002101891,0.00003093895,0.0001396942,0.0001562707,2.944035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001731136,"about_ca_system_score_gemma":0.00004397805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005800771,"about_ca_topic_score_gemma":0.0001665158,"domain_scores_codex":[0.9986342,0.0002125699,0.0003605247,0.0002471348,0.0003569539,0.0001886067],"domain_scores_gemma":[0.9995131,0.00004583828,0.000116547,0.0002242982,0.00004402162,0.00005620863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005221453,0.0002853244,0.6513944,0.003584088,0.00003570663,0.00003195124,0.2252186,0.0000907584,0.000004236539,0.0005659779,0.00004984763,0.118217],"study_design_scores_gemma":[0.001664674,0.0006202413,0.8622026,0.0002233906,0.0000388346,0.00001177541,0.1313578,0.00005219958,0.0000556906,0.00005432206,0.003627035,0.00009148158],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883286,0.006412461,0.000001281396,0.003141083,0.00008912308,0.001537518,0.00007062624,0.00001487016,0.0004044207],"genre_scores_gemma":[0.9969806,0.001908642,0.0001291153,0.0005748395,0.000008824088,0.000173044,0.0002016776,0.00001262006,0.0000106087],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2108081,"threshold_uncertainty_score":0.3874527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704491106919883,"score_gpt":0.2814667411774004,"score_spread":0.2644218301082016,"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."}}