{"id":"W2924809073","doi":"10.1503/cjs.008716","title":"Predictors of dysplastic and neoplastic progression of Barrett’s esophagus","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Medicine; Dysplasia; Esophagus; Barrett's esophagus; Internal medicine; Gastroenterology; Odds ratio; Hazard ratio; Confidence interval; Adenocarcinoma; Proportional hazards model; Retrospective cohort study; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002803163,0.0000902254,0.0004389589,0.0004621825,0.0000211663,0.000006478931,0.00004680415,0.00005188142,0.0002753549],"category_scores_gemma":[0.0003338504,0.000066779,0.000106347,0.0001646708,0.0001262821,0.00007708917,0.000006997789,0.0001548392,0.000003077806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001005892,"about_ca_system_score_gemma":0.002588777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005137718,"about_ca_topic_score_gemma":0.0003090202,"domain_scores_codex":[0.9989591,0.0000345743,0.0003895609,0.00008567832,0.0002985877,0.0002324904],"domain_scores_gemma":[0.9982601,0.0003396123,0.0002377884,0.0001102533,0.0002269455,0.000825309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002370059,0.00002709128,0.9949139,0.0003145275,0.0001410632,0.0007725907,0.00009357629,0.000007450481,0.00006509264,0.0000156292,0.0008862139,0.002525881],"study_design_scores_gemma":[0.0009244586,0.001045737,0.9926327,0.001200291,0.0001075869,0.0004881841,0.00006698062,0.00002233091,0.003348192,0.00002708074,0.00008382415,0.00005260075],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9522399,0.04693652,0.000004625936,0.0001636009,0.000422042,0.0001383594,0.00002250441,0.000001697184,0.00007075792],"genre_scores_gemma":[0.9996181,0.0001232509,0.00005055883,0.0000194017,0.00008438429,0.000001364862,0.000003389933,0.0000117749,0.00008774459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04737824,"threshold_uncertainty_score":0.4592379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844090193770059,"score_gpt":0.2654187977258519,"score_spread":0.2469778957881513,"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."}}