{"id":"W3090474691","doi":"10.1007/s00464-020-08037-x","title":"Clinical and pathological predictors of failure of endoscopic therapy for Barrett’s related high-grade dysplasia and early esophageal adenocarcinoma","year":2020,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"","keywords":"Medicine; Internal medicine; Barrett's esophagus; Dysplasia; Gastroenterology; Hepatology; Intestinal metaplasia; Endoscopic mucosal resection; Adenocarcinoma; Cumulative incidence; Esophagus; Abdominal surgery; Incidence (geometry); Retrospective cohort study; Proportional hazards model; Esophageal cancer; Endoscopy; Cancer; Cohort","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":[0.0007748765,0.0002602358,0.000336395,0.0008242484,0.0003683848,0.0006332304,0.0003879372,0.000795476,0.002606727],"category_scores_gemma":[0.005038972,0.0002065914,0.0006444987,0.0008553903,0.000589047,0.0006894922,0.0003939084,0.0008304252,0.0002610041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003229749,"about_ca_system_score_gemma":0.0004314192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001909442,"about_ca_topic_score_gemma":0.002146862,"domain_scores_codex":[0.9995692,0.000130811,0.00006837458,0.00005069213,0.00007494026,0.0001059401],"domain_scores_gemma":[0.995225,0.001787602,0.001378806,0.0002211762,0.0003583293,0.001029071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004471861,0.00003552224,0.9980794,0.000006707023,0.00003828147,0.0001261658,0.00001439145,0.00007249501,0.0001968385,0.00001470242,0.00004391224,0.0009243034],"study_design_scores_gemma":[0.000006325307,0.0001315649,0.9987488,0.000004865068,0.0000363997,0.0004575479,0.0001133475,0.0002614258,0.00007757053,0.0000305024,0.0001276876,0.0000040792],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974402,0.000816984,0.00009102614,0.000107143,0.00001769379,0.000006153573,0.0001470145,0.000003482374,0.001370194],"genre_scores_gemma":[0.9996124,0.00008140651,0.00004247529,0.00001379989,0.00001831764,0.000002002192,0.0001232655,0.00000125782,0.0001051145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002606727,"threshold_uncertainty_score":0.008720338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03012867121747142,"score_gpt":0.3217413224630137,"score_spread":0.2916126512455423,"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."}}