{"id":"W2774029793","doi":"10.1053/j.gastro.2017.12.003","title":"Determining Risk of Barrett’s Esophagus and Esophageal Adenocarcinoma Based on Epidemiologic Factors and Genetic Variants","year":2017,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Institute for Cancer Research","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Cancer Prevention and Research Institute of Texas; Medical Research Council; Cancer Research UK; Queen's University Belfast; National Health and Medical Research Council; National Institutes of Health; Queen's University; National Institute for Health and Care Research; Francis Crick Institute; Roswell Park Cancer Institute; National Cancer Institute","keywords":"Esophageal adenocarcinoma; Barrett's esophagus; Esophagus; Gastroenterology; Adenocarcinoma; Medicine; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009814762,0.0004833263,0.0005005834,0.001366158,0.000484779,0.0008415394,0.0004677206,0.000819641,0.001983227],"category_scores_gemma":[0.004323754,0.0003866903,0.001147066,0.001414759,0.0004524814,0.0006664508,0.0005316596,0.0008769417,0.0003260821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002175913,"about_ca_system_score_gemma":0.0002769399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002855574,"about_ca_topic_score_gemma":0.00389421,"domain_scores_codex":[0.9989858,0.0003784816,0.0001202394,0.0002316853,0.000168266,0.0001154326],"domain_scores_gemma":[0.9979427,0.0008303405,0.0005241942,0.0002232836,0.0001907183,0.0002887078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002535084,0.00003465252,0.9968727,0.000007405778,0.0001858553,0.000091225,0.00002863907,0.00004093354,0.000514177,0.00003660291,0.00004106918,0.001893196],"study_design_scores_gemma":[0.00001206731,0.0001360999,0.9977009,0.000007322087,0.0002412156,0.000574991,0.00009747209,0.0005117467,0.0002774929,0.000133317,0.0003014839,0.000005875701],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966831,0.0009465891,0.0004586528,0.0001554708,0.00002383822,0.00000998428,0.0002229376,0.000008456363,0.001490859],"genre_scores_gemma":[0.9987822,0.0002045529,0.0004428004,0.00003015159,0.00001940111,0.000003377814,0.0001921186,0.000005376268,0.0003199246],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002855574,"threshold_uncertainty_score":0.006634533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03188769195405889,"score_gpt":0.3061170611041283,"score_spread":0.2742293691500695,"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."}}