{"id":"W4413972325","doi":"10.3390/medsci13030128","title":"Optimizing Recovery in Cardiac Surgery: A Narrative Review of Enhanced Recovery After Surgery Protocols and Clinical Outcomes","year":2025,"lang":"en","type":"article","venue":"Medical Sciences","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Ottawa; University of Calgary; St. Boniface Hospital; University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Cardiac surgery; Narrative review; General surgery; Intensive care medicine; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01254165,0.0002678582,0.002283373,0.0004914952,0.00007495074,0.00002976313,0.0001909191,0.0002635114,0.0003367444],"category_scores_gemma":[0.01788102,0.0001899173,0.0007078457,0.001531153,0.001053646,0.000355527,0.000177493,0.0004610026,0.000005769196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008695824,"about_ca_system_score_gemma":0.002026882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006212293,"about_ca_topic_score_gemma":0.00006326551,"domain_scores_codex":[0.9950473,0.0008269297,0.001789152,0.0007487186,0.001072605,0.0005152458],"domain_scores_gemma":[0.98952,0.009349829,0.0003571835,0.000366809,0.0001144397,0.0002917554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004907713,0.0003166583,0.8433838,0.004916859,0.0001683351,0.0001043285,0.0001382242,6.860327e-7,0.00004158977,0.00001072262,0.007338757,0.1430893],"study_design_scores_gemma":[0.001003587,0.0007492875,0.764241,0.2192982,0.0002289204,0.00002724049,0.0004726186,0.00005555956,0.003549703,0.0007080986,0.008808135,0.0008575759],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9591215,0.01801222,0.000455132,0.01024965,0.001995258,0.007017666,0.00001446959,0.00006681633,0.003067272],"genre_scores_gemma":[0.7837144,0.1664898,0.005586768,0.02645048,0.0005114931,0.01485285,0.0000342317,0.00006174413,0.00229822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2143814,"threshold_uncertainty_score":0.9903918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707217863364582,"score_gpt":0.3971647830633265,"score_spread":0.3500926044296807,"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."}}