{"id":"W4402253266","doi":"10.1093/bjsopen/zrae094","title":"Impact of structured multicentre enhanced recovery after surgery (ERAS) protocol implementation on length of stay after colorectal surgery","year":2024,"lang":"en","type":"article","venue":"BJS Open","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Toronto General Hospital; University of Toronto; Institute for Clinical Evaluative Sciences; Mount Sinai Hospital","funders":"Institut canadien d'information sur la santé; Ministry of Long-Term Care; Institute for Clinical Evaluative Sciences; Ministry of Health, Ontario","keywords":"Medicine; Colorectal surgery; Surgery; Protocol (science); Cohort; Confidence interval; Adverse effect; General surgery; Internal medicine; Abdominal surgery","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007786505,0.0004021455,0.001111989,0.0005430911,0.00002895901,0.0000967613,0.0001648961,0.0001841488,0.004115397],"category_scores_gemma":[0.0002535984,0.0003147873,0.0007559423,0.0005632595,0.00007656697,0.0006966465,0.0001622232,0.0002740063,0.00004199718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003421243,"about_ca_system_score_gemma":0.00100919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003077371,"about_ca_topic_score_gemma":0.0002206637,"domain_scores_codex":[0.9969382,0.0002375029,0.001164356,0.0006243363,0.0005306131,0.0005049899],"domain_scores_gemma":[0.9973638,0.0013192,0.0003710621,0.0005487974,0.0002182588,0.0001788976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.08285347,0.001193804,0.5886389,0.003737491,0.003148335,0.0006406605,0.001814031,0.00007079761,0.1093912,0.000006548824,0.01550904,0.1929957],"study_design_scores_gemma":[0.001176657,0.000687555,0.6703942,0.001800468,0.0001537536,0.00002067835,0.00009163586,0.00003333558,0.3245744,0.00004875492,0.0006569632,0.00036163],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650341,0.00007775197,0.00006884109,0.00005113592,0.0006063622,0.03332012,0.0004134188,0.00006067694,0.0003675493],"genre_scores_gemma":[0.9666882,0.00002641402,0.0003246202,0.00009000619,0.0001620938,0.03212573,0.0001543808,0.00008803636,0.0003404812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2151832,"threshold_uncertainty_score":0.9999304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079207410422922,"score_gpt":0.3676319122154369,"score_spread":0.3468398381112077,"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."}}