{"id":"W4386905322","doi":"10.1016/j.clnesp.2023.06.073","title":"Effectiveness of ERAS at reducing complications: A systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Clinical Nutrition ESPEN","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Meta-analysis; Incidence (geometry); Intensive care medicine; Compromise; Health care; Systematic review; MEDLINE; Surgery; General surgery; Internal medicine","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":["metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.005288732,0.0003766755,0.02382078,0.0003039389,0.00005756788,0.00001746309,0.0001689124,0.0003497415,0.0001368878],"category_scores_gemma":[0.003309817,0.0002366477,0.01235557,0.001257689,0.0001715437,0.00003353927,0.0001046044,0.0003364006,0.0001894762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008441326,"about_ca_system_score_gemma":0.00006894867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007117877,"about_ca_topic_score_gemma":8.616033e-7,"domain_scores_codex":[0.9924338,0.003412441,0.002953988,0.0006618441,0.0003641545,0.0001738127],"domain_scores_gemma":[0.9780467,0.0194927,0.001023715,0.0009933764,0.0002231612,0.0002204202],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00001407884,0.0001816533,0.000004864231,0.8792315,0.1198453,0.00002401934,0.000001646559,3.53799e-8,6.133992e-8,0.0002552058,0.0001140713,0.000327665],"study_design_scores_gemma":[0.0003113194,0.00006042498,0.00005422721,0.1903678,0.7500606,0.0001064047,0.000001941346,9.265872e-7,1.631634e-7,0.00002195942,0.05885585,0.0001583603],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002466056,0.9916267,0.00001654472,0.000473786,0.00002853399,0.007401268,0.00009576676,0.00005870081,0.0002961794],"genre_scores_gemma":[0.00001021781,0.9959717,0.0001415007,0.0002509044,0.00003601503,0.001947907,0.0005032374,0.00004310826,0.001095377],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6888636,"threshold_uncertainty_score":0.9975355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3102363832983661,"score_gpt":0.5055068252918854,"score_spread":0.1952704419935193,"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."}}