{"id":"W2887837124","doi":"10.1016/j.ygyno.2018.08.007","title":"Enhanced Recovery After Surgery (ERAS) in gynecologic oncology: System-wide implementation and audit leads to improved value and patient outcomes","year":2018,"lang":"en","type":"article","venue":"Gynecologic Oncology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Health Economics; Alberta Health Services; University of Alberta","funders":"","keywords":"Medicine; Gynecologic oncology; Guideline; Debulking; Audit; Internal medicine; Emergency medicine; Surgery; Cancer; Ovarian cancer","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":[0.001617838,0.0005580346,0.001903572,0.0007853787,0.0001739987,0.00004028283,0.0001372738,0.0008103033,0.0005630663],"category_scores_gemma":[0.002511432,0.0004716087,0.0001921643,0.0005233547,0.0003807312,0.0002862489,0.0003955559,0.0005080208,0.0001423174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002418114,"about_ca_system_score_gemma":0.0008376242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001510485,"about_ca_topic_score_gemma":0.003834622,"domain_scores_codex":[0.9951416,0.000807778,0.001428941,0.001223387,0.0002524556,0.001145851],"domain_scores_gemma":[0.9919277,0.0063411,0.0005462252,0.0005104509,0.0002457236,0.0004288004],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003257006,0.0007916872,0.6612113,0.0003044271,0.0002368467,0.000954657,0.001419637,0.00001040259,0.02203327,0.0000652806,0.004486165,0.3052293],"study_design_scores_gemma":[0.003013068,0.01303228,0.9566203,0.0001362858,0.000172445,0.000202386,0.002122829,0.00004159016,0.008677851,0.0001985256,0.01513401,0.0006484136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865716,0.0003134563,0.0003367822,0.004643111,0.003198104,0.002232507,0.00003279618,0.0001941741,0.00247749],"genre_scores_gemma":[0.9801612,0.0002616787,0.003228934,0.01431869,0.0001678011,0.001501939,0.00003434082,0.00005132497,0.0002740377],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3045809,"threshold_uncertainty_score":0.9997736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01470967537250818,"score_gpt":0.3075443645641172,"score_spread":0.292834689191609,"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."}}