{"id":"W4323351164","doi":"10.1093/jcag/gwac036.158","title":"A158 FINDINGS FROM A MULTIDISCIPLINARY DATABASE FOR PATIENTS WITH BARRETT'S ESOPHAGUS AND EARLY ESOPHAGEAL ADENOCARCINOMA","year":2023,"lang":"en","type":"article","venue":"Journal of the Canadian Association of Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Health Services; University of Alberta","funders":"","keywords":"Esophagectomy; Medicine; Barrett's esophagus; Esophagus; Endoscopic mucosal resection; Esophageal cancer; Retrospective cohort study; Proportional hazards model; Adenocarcinoma; Database; Dysplasia; Cohort; Log-rank test; Stage (stratigraphy); Internal medicine; General surgery; Survival analysis; Surgery; Cancer; Endoscopy","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":[0.001681436,0.0002521855,0.0007159482,0.002944789,0.0004971981,0.0009023194,0.0005524102,0.0004792223,0.002241442],"category_scores_gemma":[0.00819534,0.0002558071,0.0007322681,0.003963281,0.0001894436,0.0007397354,0.001163912,0.000396633,0.000368293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007959247,"about_ca_system_score_gemma":0.0008301091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00528883,"about_ca_topic_score_gemma":0.007406701,"domain_scores_codex":[0.9966396,0.0007457209,0.00087569,0.0008631215,0.0006416401,0.0002341675],"domain_scores_gemma":[0.9888082,0.002408429,0.006370434,0.000802531,0.0009879419,0.000622516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009131488,0.00002830396,0.9979903,0.00004290002,0.00006725001,0.0001092115,0.00006645233,0.0000441698,0.00009888505,0.00002137703,0.0004036188,0.001036157],"study_design_scores_gemma":[0.00002176266,0.00009349848,0.9971446,0.00003333365,0.00007750637,0.0008014382,0.0003942301,0.0004340164,0.0001324638,0.0000232034,0.000834984,0.00000901403],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812772,0.0003934689,0.000263704,0.00008642149,0.000009710622,0.0001237699,0.01711032,0.00001104693,0.0007242911],"genre_scores_gemma":[0.9859836,0.0001681503,0.0006210249,0.00009024452,0.00002308712,0.0002300145,0.01271379,0.000004185055,0.0001659085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00528883,"threshold_uncertainty_score":0.01051611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01123102163939119,"score_gpt":0.2559012464876619,"score_spread":0.2446702248482707,"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."}}