{"id":"W2888649551","doi":"10.1016/j.suc.2018.07.004","title":"Preoperative Preparations for Enhanced Recovery After Surgery Programs","year":2018,"lang":"en","type":"review","venue":"Surgical Clinics of North America","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Smoking cessation; Intensive care medicine; Risk assessment; Multidisciplinary approach; Preoperative care; Affect (linguistics); Surgical procedures; Surgery; General 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006696858,0.0006331374,0.006870532,0.0002126715,0.00007809262,0.00003441774,0.0001872037,0.0004599533,0.0002083502],"category_scores_gemma":[0.001361763,0.0004446307,0.006648973,0.0007013188,0.0005549834,0.00009305778,0.00007596643,0.0004263184,0.0001474529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000719506,"about_ca_system_score_gemma":0.001100761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000669668,"about_ca_topic_score_gemma":0.00001185832,"domain_scores_codex":[0.9954405,0.0004114672,0.002214974,0.0008693245,0.000500978,0.0005627895],"domain_scores_gemma":[0.988165,0.009121901,0.0009499645,0.0008297077,0.0005437821,0.0003896694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001187629,0.0004979954,0.001261915,0.006735221,0.0009286865,0.0001040476,0.00003887282,5.611602e-7,3.095896e-9,0.00001613572,0.0006252482,0.9886037],"study_design_scores_gemma":[0.0004474249,0.001274924,0.0002299217,0.003604981,0.002264803,0.00006435665,0.000006887378,0.000003019353,3.459919e-7,0.000006457157,0.991643,0.0004539508],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001150887,0.9898461,0.0002324788,0.00006905901,0.0005537823,0.004048812,0.00029832,0.000101886,0.003698708],"genre_scores_gemma":[0.0002073576,0.9892753,0.001428759,0.0001443178,0.0008052188,0.001837556,0.001791199,0.00009557933,0.004414652],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9910177,"threshold_uncertainty_score":0.9998006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06294777048950474,"score_gpt":0.3860777671980366,"score_spread":0.3231299967085319,"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."}}