{"id":"W4386768227","doi":"10.1080/08998280.2023.2254185","title":"Impact of an enhanced recovery after surgery program with a multimodal analgesia care pathway on opioid prescribing and clinical outcomes for patients undergoing colorectal surgery","year":2023,"lang":"en","type":"article","venue":"Baylor University Medical Center Proceedings","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ipsen; Mallinckrodt Pharmaceuticals","keywords":"Medicine; Colorectal surgery; Opioid; Morphine; Confounding; Anesthesia; Emergency medicine; Surgery; Internal medicine; Abdominal surgery","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006534585,0.00038204,0.001067019,0.0006162623,0.0001244906,0.00003618147,0.0001441982,0.0003561495,0.00003290397],"category_scores_gemma":[0.001670069,0.0003069882,0.0007121626,0.0005627882,0.0002747708,0.0005342767,0.0001449278,0.0004259087,0.000003552067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002831874,"about_ca_system_score_gemma":0.0006501793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000403945,"about_ca_topic_score_gemma":0.00005948602,"domain_scores_codex":[0.9970689,0.00006731046,0.0005976631,0.0007882116,0.0008012906,0.0006765533],"domain_scores_gemma":[0.9963709,0.001900857,0.0003186425,0.0001803573,0.0005092917,0.0007199603],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01299712,0.001200815,0.9459009,0.000709114,0.000426554,0.0001312526,0.0004765224,6.331908e-7,0.00003569003,0.000002321781,0.0003512207,0.03776786],"study_design_scores_gemma":[0.003804072,0.004416823,0.98848,0.001446642,0.0001274096,0.00001277464,0.0006770325,0.0002195799,0.0003636413,0.000005301135,0.0001008779,0.0003458071],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976919,0.000009825887,0.00005258768,0.0000762099,0.0003557921,0.001307148,0.0001401367,0.0002581053,0.0001082985],"genre_scores_gemma":[0.9986213,0.0001235151,0.0006051692,0.0000940066,0.0001017609,0.00003217394,0.0002994887,0.00005852984,0.00006404597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04257914,"threshold_uncertainty_score":0.9999382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01668268075925343,"score_gpt":0.2814827607700169,"score_spread":0.2648000800107635,"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."}}