{"id":"W4387345353","doi":"10.1016/j.avsg.2023.08.008","title":"Association Between Complications after Vascular Surgery and Prolonged Postoperative Opioid Use","year":2023,"lang":"en","type":"article","venue":"Annals of Vascular Surgery","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Vascular surgery; Abdominal aortic aneurysm; Odds ratio; Opioid; Abdominal surgery; Surgery; Population; Poisson regression; Anesthesia; Internal medicine; Aneurysm; Cardiac surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001226404,0.0002382909,0.0008250633,0.0004703155,0.0001027572,0.00004217566,0.0000494866,0.0001681919,0.00003960138],"category_scores_gemma":[0.001072014,0.0002218021,0.0006427727,0.0006786574,0.00006230077,0.0002483857,0.00006506594,0.0001471634,0.00009318203],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004601709,"about_ca_system_score_gemma":0.0001880395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002078745,"about_ca_topic_score_gemma":0.00001305216,"domain_scores_codex":[0.997815,0.0002372075,0.0005477527,0.0004115671,0.0005704904,0.000418045],"domain_scores_gemma":[0.9969482,0.001585916,0.0002074536,0.0005574463,0.0005224458,0.0001784975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003550014,0.0002058459,0.9827377,0.000179618,0.002028105,0.00002562427,0.0006814871,0.000005239165,0.0001323354,0.0000098703,0.01119554,0.002763136],"study_design_scores_gemma":[0.0002725291,0.00004031177,0.988485,0.0002284132,0.0003922939,0.000001568455,0.00007205724,0.00002718384,0.001471961,0.00007465599,0.00874192,0.0001921483],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911429,0.002321873,0.00002758105,0.005489641,0.00009765072,0.0006386983,0.0001155346,0.0001351904,0.00003096415],"genre_scores_gemma":[0.9918575,0.005852814,0.000099128,0.0007656162,0.00007327786,0.0002534302,0.000850897,0.00005017914,0.0001971178],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005747263,"threshold_uncertainty_score":0.9044828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06339372082963013,"score_gpt":0.3101343601757067,"score_spread":0.2467406393460765,"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."}}