{"id":"W4379207463","doi":"10.1007/s40122-023-00521-1","title":"Analgesic Use Among Adults with a Trauma-Related Emergency Department Visit: A Retrospective Cohort Study from Alberta, Canada","year":2023,"lang":"en","type":"article","venue":"Pain and Therapy","topic":"Pediatric Pain Management Techniques","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Calgary; University of Alberta","funders":"University of Alberta; Purdue Pharma; Government of Alberta; Alberta Health Services; Purdue University","keywords":"Emergency department; Analgesic; Medicine; Retrospective cohort study; Emergency medicine; Cohort; Medical emergency; Anesthesia; Psychiatry; Internal 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":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006495009,0.0002195776,0.0003552416,0.0001367215,0.00009830065,0.00001797597,0.00008077978,0.00005109719,0.0001917006],"category_scores_gemma":[0.00007497973,0.0001699358,0.00004112782,0.0006274925,0.00003055472,0.00007478026,0.00002316263,0.0001481242,0.000003513947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001473529,"about_ca_system_score_gemma":0.00005686899,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7064106,"about_ca_topic_score_gemma":0.591552,"domain_scores_codex":[0.9983281,0.0002358407,0.0002603631,0.0004644062,0.0004312517,0.0002800162],"domain_scores_gemma":[0.9991863,0.0001696157,0.00009638402,0.0003452606,0.00006151157,0.0001409135],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002873833,0.0001670241,0.9878543,0.000008733353,0.000706564,0.0001906709,0.0009646662,9.026172e-7,0.000007240753,0.000005581499,0.006315704,0.003491216],"study_design_scores_gemma":[0.002040422,0.001042077,0.9946696,0.00004028231,0.0001223349,7.615642e-7,0.0005650607,0.000725456,0.00001316517,0.0001071281,0.000479339,0.0001944443],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963407,0.0002605825,0.0000665047,0.0001920854,0.00005173022,0.00235205,0.00001670051,0.0002463014,0.0004733736],"genre_scores_gemma":[0.9968675,0.0014603,0.00005084823,0.0002109273,0.00005165683,0.000285186,0.0001211399,0.0000348279,0.000917547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1148586,"threshold_uncertainty_score":0.692978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00784119768123737,"score_gpt":0.233313438994831,"score_spread":0.2254722413135937,"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."}}