{"id":"W4386649078","doi":"10.1016/j.athoracsur.2023.09.004","title":"Epidemiology of Postoperative Complications After Esophagectomy: Implications for Management","year":2023,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto","funders":"Agency for Healthcare Research and Quality; Frederick A. Coller Surgical Society","keywords":"Medicine; Atrial fibrillation; Esophagectomy; Interquartile range; Anastomosis; Pneumonia; Surgery; Hazard ratio; Leak; Complication; Incidence (geometry); Epidemiology; Anesthesia; Internal medicine; Esophageal cancer; Confidence interval; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003452861,0.0003053856,0.0008466795,0.002390969,0.0006992745,0.002241698,0.001112885,0.001550574,0.002412937],"category_scores_gemma":[0.02009991,0.0003211155,0.001237338,0.004824813,0.000606841,0.002586584,0.001030335,0.001404267,0.0002680192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009128385,"about_ca_system_score_gemma":0.001403337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008771733,"about_ca_topic_score_gemma":0.01013616,"domain_scores_codex":[0.9960124,0.001586724,0.0008564343,0.0006942046,0.000474203,0.0003759382],"domain_scores_gemma":[0.9854487,0.004975935,0.005867179,0.0008370458,0.001801119,0.001070071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005029657,0.00003985683,0.9924924,0.00006312058,0.0001194707,0.00006096691,0.00006430613,0.0001054051,0.00004003505,0.0003167901,0.0007311854,0.00591619],"study_design_scores_gemma":[0.000005265343,0.00005090729,0.9971491,0.0001138421,0.00005890437,0.0003153515,0.0007209802,0.0003594761,0.00001312651,0.0005019387,0.000696799,0.00001447738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8701159,0.08257105,0.003486426,0.02761633,0.001075984,0.00009570378,0.004674499,0.00006513721,0.01029902],"genre_scores_gemma":[0.9865835,0.009413963,0.001038059,0.0009444191,0.0006922425,0.00003204892,0.0009715319,0.00001476764,0.0003093866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008771733,"threshold_uncertainty_score":0.01826072,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2868407807339643,"score_gpt":0.5048029466244901,"score_spread":0.2179621658905258,"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."}}