{"id":"W2775574711","doi":"10.1097/sla.0000000000002611","title":"Benchmarking Complications Associated with Esophagectomy","year":2017,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":869,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital","funders":"","keywords":"Medicine; Esophagectomy; Esophageal cancer; Neoadjuvant therapy; Chyle; Surgery; Anastomosis; Esophagus; Incidence (geometry); General surgery; Complication; Cancer; Internal medicine","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":[0.0158238,0.0006222267,0.0006820451,0.007593006,0.0004767371,0.002662391,0.001166084,0.0005428274,0.001241782],"category_scores_gemma":[0.05802841,0.0002250747,0.001276389,0.007566681,0.0006521294,0.001848416,0.002835516,0.0008031172,0.0004350226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00225797,"about_ca_system_score_gemma":0.002988788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003498067,"about_ca_topic_score_gemma":0.003858555,"domain_scores_codex":[0.9704199,0.007819223,0.01106785,0.002975266,0.006660686,0.001057033],"domain_scores_gemma":[0.9088699,0.01384453,0.05599865,0.005334619,0.01386366,0.002088641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001783526,0.00007248266,0.9552078,0.0005382113,0.0003890665,0.00005976162,0.0002252064,0.00207085,0.0001519995,0.0007550029,0.005418284,0.03493297],"study_design_scores_gemma":[0.00002329337,0.0003350289,0.9856561,0.0005348969,0.0001667027,0.0003406757,0.0006255843,0.00257815,0.0008895344,0.0006013165,0.0081999,0.00004865893],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.857833,0.004847898,0.01986742,0.001889058,0.0003132714,0.001224406,0.09716448,0.0004743237,0.01638619],"genre_scores_gemma":[0.9133089,0.00170412,0.0116457,0.0003630413,0.0001397176,0.0009122945,0.07140592,0.00006840008,0.0004519275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0158238,"threshold_uncertainty_score":0.08368522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3360514481596613,"score_gpt":0.4233808741206171,"score_spread":0.08732942596095583,"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."}}