{"id":"W2089404812","doi":"10.1097/sla.0000000000001098","title":"International Consensus on Standardization of Data Collection for Complications Associated With Esophagectomy","year":2015,"lang":"en","type":"article","venue":"Annals of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":1119,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"","keywords":"Medicine; Esophagectomy; Perioperative; Esophageal cancer; General surgery; Intensive care medicine; Delphi method; Surgery; Delphi; Chylothorax; Checklist; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005070586,0.00005549295,0.0002002102,0.0001471429,0.00002589826,0.000004915102,0.00005553467,0.00002625572,0.00001537941],"category_scores_gemma":[0.0009283024,0.00004439019,0.00004086164,0.0002074615,0.00006058053,0.00005208276,0.00001690666,0.00003501253,0.000001098985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004754997,"about_ca_system_score_gemma":0.000409558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005085926,"about_ca_topic_score_gemma":0.00001256614,"domain_scores_codex":[0.9991925,0.00003172825,0.0001951199,0.0001332676,0.0003513356,0.00009608151],"domain_scores_gemma":[0.9978824,0.00051476,0.0001561481,0.0002314311,0.001133356,0.00008185884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.01254421,0.002861039,0.3769275,0.0002091103,0.002558798,0.00004926133,0.0002252917,0.0003394532,0.0002822798,0.00106433,0.5847938,0.0181449],"study_design_scores_gemma":[0.01475598,0.006188272,0.8369827,0.00173702,0.0003972769,0.00004952104,0.0003792632,0.006374037,0.1017553,0.001976192,0.02899178,0.0004126072],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9039047,0.00355215,0.01423092,0.04828331,0.0005493935,0.003619795,0.008396913,0.000160423,0.01730237],"genre_scores_gemma":[0.9974976,0.00006971502,0.0006167514,0.0001121062,0.00002770249,0.00003002774,0.001469857,0.000008889396,0.0001673085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.555802,"threshold_uncertainty_score":0.181018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5078048010525253,"score_gpt":0.4632962066152028,"score_spread":0.04450859443732252,"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."}}