{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00150675,0.0007439353,0.0008296315,0.004791016,0.0004918925,0.001730444,0.0009983134,0.001410054,0.006477784],"category_scores_gemma":[0.004566948,0.0002572283,0.0008586347,0.004997101,0.001194841,0.002485582,0.001241016,0.002379016,0.001614547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001693752,"about_ca_system_score_gemma":0.003081594,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00190957,"about_ca_topic_score_gemma":0.003041191,"domain_scores_codex":[0.9988956,0.0002476405,0.0001690882,0.0001147785,0.0005044424,0.00006836091],"domain_scores_gemma":[0.9973123,0.001712825,0.0004175142,0.00007035863,0.0003699149,0.0001170812],"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":[0.00002968621,0.0000440714,0.0003121986,0.0352539,0.0001315216,0.0001049129,0.0001021233,0.0003325464,0.000179559,0.01522812,0.04494635,0.903335],"study_design_scores_gemma":[0.000009826178,0.00005790116,0.001295112,0.03035743,0.0001055292,0.001177618,0.0001510572,0.00009242279,0.0001552349,0.00588341,0.9606932,0.00002112825],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009281573,0.9960278,0.0001708046,0.001006675,0.000377204,0.000009528007,0.0000205727,0.000008653155,0.002285927],"genre_scores_gemma":[0.001297663,0.9970555,0.0002633272,0.0005726101,0.0003006488,0.00001069741,0.00002880713,0.000002919743,0.000467825],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006477784,"threshold_uncertainty_score":0.02167028,"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."}}