{"id":"W2751308742","doi":"10.1002/jso.24820","title":"ERAS—Value based surgery","year":2017,"lang":"en","type":"review","venue":"Journal of Surgical Oncology","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Institute of Health Economics","funders":"Mayo Clinic; Nyckelfonden","keywords":"Medicine; Value (mathematics); Investment (military); Surgery; Operations management; General surgery; Actuarial science; Economics","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","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003418532,0.000543851,0.008984105,0.0009737342,0.00009538073,0.00004218149,0.0004148528,0.001335106,0.0008368433],"category_scores_gemma":[0.0009160827,0.0003583811,0.004583644,0.0002341265,0.0002615639,0.0001690962,0.0000892524,0.002308609,0.000197325],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008299236,"about_ca_system_score_gemma":0.007783363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003159309,"about_ca_topic_score_gemma":0.000001041693,"domain_scores_codex":[0.9947454,0.0009214079,0.002768097,0.0003626084,0.0006571689,0.0005452667],"domain_scores_gemma":[0.9863417,0.007492995,0.00444933,0.0006996607,0.0003919509,0.0006243985],"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":[0.0003650337,0.0004298311,0.0000479614,0.006204085,0.0005754841,0.03416022,0.000003462159,0.000001178117,3.672104e-7,0.0000125394,0.01902827,0.9391716],"study_design_scores_gemma":[0.0008227357,0.0005602305,0.00001915234,0.02488704,0.001984147,0.0232897,0.000001324162,0.000002087171,0.000002645949,0.00001676043,0.9481274,0.0002868174],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003014665,0.9827136,0.00005000754,0.0009975997,0.004945698,0.0003095304,0.00001361417,0.00002177926,0.01091801],"genre_scores_gemma":[0.00002004991,0.9939563,0.0006978454,0.0002605841,0.00339561,0.00001632233,0.00002695645,0.00008703466,0.001539294],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9388847,"threshold_uncertainty_score":0.9999931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1452435689489504,"score_gpt":0.4340190851650305,"score_spread":0.2887755162160802,"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."}}