{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006395369,0.0002049006,0.0002272116,0.0006342198,0.0001955949,0.0003912435,0.0002732143,0.0003854,0.001731333],"category_scores_gemma":[0.00398238,0.0001356629,0.0003449648,0.0005062362,0.0002105875,0.000386483,0.0002855152,0.0008269189,0.0001586274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001517455,"about_ca_system_score_gemma":0.0002157634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154881,"about_ca_topic_score_gemma":0.001360234,"domain_scores_codex":[0.9997757,0.00006656397,0.00003299609,0.0000324683,0.00006127379,0.00003104192],"domain_scores_gemma":[0.99681,0.000757927,0.001591079,0.0001038473,0.0003139374,0.0004231457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005890587,0.00001480412,0.9987028,0.00000821897,0.00001528411,0.00005538905,0.00001253305,0.00006440887,0.00008584086,0.00000787909,0.00003002655,0.0009440294],"study_design_scores_gemma":[0.000002830426,0.00005282159,0.9989681,0.000005770992,0.000015638,0.0004928499,0.00003233637,0.0002800184,0.0000447912,0.00002007307,0.00008315418,0.000001562339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985583,0.0007600749,0.00009529553,0.00008277564,0.000004348071,0.000006074056,0.0001257696,0.000003955197,0.0003632805],"genre_scores_gemma":[0.9994749,0.0001552144,0.0001097691,0.00001025626,0.0000104299,0.000002438161,0.0001872329,9.045092e-7,0.00004868348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001731333,"threshold_uncertainty_score":0.005791903,"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."}}