{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002320207,0.000217646,0.0005548777,0.0001249266,0.0002059109,0.00001781324,0.0001349926,0.00009967491,0.00006335734],"category_scores_gemma":[0.0005039426,0.000157507,0.00007733177,0.0000169845,0.0004296138,0.00004438297,0.000113251,0.00024546,0.000003044663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003725736,"about_ca_system_score_gemma":0.0000378959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001963081,"about_ca_topic_score_gemma":0.00005469456,"domain_scores_codex":[0.9984627,0.0002286471,0.0002719318,0.0004276659,0.0001533243,0.0004556786],"domain_scores_gemma":[0.9986631,0.0002125214,0.0002540533,0.000524981,0.00003778681,0.0003075717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009900768,0.00007707806,0.9963673,0.00004964088,0.0001019122,0.00047322,0.00004455185,0.000009888396,0.00001545135,0.000006385383,0.00002790875,0.001836545],"study_design_scores_gemma":[0.003870564,0.008945934,0.9846423,0.00004074418,0.0001402972,0.0001130011,0.00001209027,0.001815245,0.0002868998,0.0000848343,3.744408e-7,0.00004770281],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935717,0.00533516,0.0002099623,0.0004098753,0.00007582982,0.0003007149,0.00005462656,0.00001613664,0.00002600534],"genre_scores_gemma":[0.9981368,0.0001943496,0.001290196,0.0002477244,0.00005901105,0.00002312507,0.000009536079,0.00001690338,0.00002240987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01172503,"threshold_uncertainty_score":0.6422951,"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."}}