{"id":"W2891838065","doi":"10.1053/j.gastro.2018.09.038","title":"Information on Genetic Variants Does Not Increase Identification of Individuals at Risk of Esophageal Adenocarcinoma Compared to Clinical Risk Factors","year":2018,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Medical Research Council; Cancer Research UK; Science Foundation Ireland; Queen's University Belfast; Queen's University; Department for the Economy","keywords":"Esophageal adenocarcinoma; Adenocarcinoma; Medicine; Biobank; Cohort; Body mass index; Esophageal cancer; Genetic testing; Internal medicine; Oncology; Cancer; Bioinformatics; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005902021,0.0001591086,0.0004850916,0.0002813688,0.00007474559,0.000007906301,0.0001668186,0.00009411326,0.0001707683],"category_scores_gemma":[0.000525902,0.0001136272,0.0001309825,0.0001116075,0.0002657375,0.00008245635,0.0001286349,0.0001833946,0.0001265368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001043823,"about_ca_system_score_gemma":0.00005487251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006684231,"about_ca_topic_score_gemma":0.0001670802,"domain_scores_codex":[0.997645,0.0004495095,0.000947371,0.0002330923,0.0003968521,0.0003282087],"domain_scores_gemma":[0.9981845,0.0001603194,0.000634214,0.0004793899,0.0002429287,0.0002986359],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005551631,0.0003427146,0.9918082,0.0000367694,0.000309705,0.000007145593,0.0006453366,0.00001973589,0.0001946807,0.000005857245,0.0002465202,0.0008317316],"study_design_scores_gemma":[0.003627653,0.007333906,0.9785838,0.00002098654,0.0002285231,0.00001094752,0.00006176621,0.0001223232,0.009930978,0.00002989858,0.00001045824,0.00003879716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974546,0.00003113052,0.0004808335,0.0001393795,0.0002178395,0.0006619035,0.0009773055,0.00001770469,0.00001934439],"genre_scores_gemma":[0.9988238,0.00004986076,0.0005586633,0.0002287767,0.0001205618,0.00003124005,0.0001521553,0.00001072078,0.00002420662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01322441,"threshold_uncertainty_score":0.4633582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02536372079966734,"score_gpt":0.3270754335781652,"score_spread":0.3017117127784979,"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."}}