{"id":"W3010469697","doi":"10.1503/cjs.006819","title":"Development of a clinical pathway for enhanced recovery in colorectal surgery: a Canadian collaboration","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Patient Safety Institute; Hôpital Maisonneuve-Rosemont; McGill University; University of Calgary; Université de Montréal; University of Alberta; Ministry of Health; University of British Columbia; Alberta Health Services","funders":"Canadian Patient Safety Institute","keywords":"Medicine; Multidisciplinary approach; Colorectal surgery; Patient safety; Clinical pathway; General surgery; Medical emergency; Health care; Nursing; Intensive care medicine; Surgery; Abdominal surgery","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.00275288,0.0002080845,0.001446381,0.001247247,0.00007229229,0.0000298981,0.0001073538,0.0002591092,0.0001207355],"category_scores_gemma":[0.006175785,0.0002126255,0.0005203163,0.0009930982,0.00008481259,0.0002844979,0.000006750267,0.0003603063,0.000006085244],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006098007,"about_ca_system_score_gemma":0.06165855,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00665161,"about_ca_topic_score_gemma":0.5259461,"domain_scores_codex":[0.9963045,0.0001487751,0.002434653,0.0002636684,0.0002648341,0.0005835583],"domain_scores_gemma":[0.994361,0.00174219,0.0008584353,0.0001336423,0.000736965,0.002167792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004394239,0.000169887,0.745914,0.0008203294,0.0006761164,0.002583019,0.004636406,0.00009356938,0.01854374,0.00002464611,0.05104801,0.171096],"study_design_scores_gemma":[0.003083004,0.0006871165,0.6048684,0.003739543,0.0001655743,0.0002885402,0.002451441,0.0001352233,0.1894331,0.00007671563,0.1939104,0.00116092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994423,0.0004172347,0.0003660432,0.002088192,0.001988804,0.0003564486,0.00009308582,0.000006399659,0.0002608163],"genre_scores_gemma":[0.9952701,0.00007656045,0.002792214,0.001266018,0.0004504686,0.0000214685,0.00005012481,0.00004048113,0.00003255341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5192945,"threshold_uncertainty_score":0.9999632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08081573409642759,"score_gpt":0.3049312524933548,"score_spread":0.2241155183969273,"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."}}