{"id":"W1519337149","doi":"10.1002/bjs.9224","title":"Economic impact of an enhanced recovery pathway for oesophagectomy","year":2013,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Enhanced Recovery After Surgery","field":"Medicine","cited_by":115,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University","funders":"McGill University","keywords":"Medicine; Interquartile range; Esophagectomy; Emergency medicine; Total cost; Patient care; Surgery; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001032695,0.0001946723,0.001120614,0.0003792574,0.00004526729,0.00007260969,0.0001244363,0.0001468834,0.0008866063],"category_scores_gemma":[0.0005586296,0.0001976742,0.001324776,0.0001254362,0.00007081466,0.00121011,0.00002046517,0.0002655888,0.00002438389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003085325,"about_ca_system_score_gemma":0.001096733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002469642,"about_ca_topic_score_gemma":0.00001327437,"domain_scores_codex":[0.9978011,0.00009427033,0.001267175,0.0002186814,0.0002248301,0.0003939869],"domain_scores_gemma":[0.9969782,0.0009892338,0.0009589572,0.0002434573,0.0004834643,0.0003466387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001857025,0.0006942743,0.03148485,0.0004303369,0.001158092,0.0009051451,0.00007929662,0.00046257,0.1303889,0.000002148875,0.03941634,0.793121],"study_design_scores_gemma":[0.003052805,0.001786797,0.7386374,0.003051467,0.0001761917,0.01260133,0.00009494503,0.000164605,0.2384293,0.0008892687,0.0005143437,0.0006015782],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955196,0.001793569,0.0008168328,0.00003289859,0.001167215,0.0003296742,0.00007464466,0.00001957239,0.0002459966],"genre_scores_gemma":[0.9960588,0.0009579022,0.001756696,0.0001031071,0.0007585665,0.00002531138,0.00002459875,0.00005764751,0.0002573796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7925194,"threshold_uncertainty_score":0.9707717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737761370954389,"score_gpt":0.2673840124164506,"score_spread":0.2500063987069067,"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."}}