{"id":"W1982397085","doi":"10.1111/j.1572-0241.2008.01790.x","title":"Management of Barrett's Esophagus in the UK: Overtreated and Underbiopsied but Improved by the Introduction of a National Randomized Trial","year":2008,"lang":"en","type":"article","venue":"The American Journal of Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Goddard Space Flight Center; Cancer Research UK","keywords":"Medicine; Randomized controlled trial; Psychological intervention; Perioperative; Barrett's esophagus; Dysplasia; Esophagus; Family medicine; General surgery; Internal medicine; Surgery; Cancer","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0348813,0.0004771017,0.002185116,0.0004422958,0.0005604244,0.001809305,0.0006427054,0.003310174,0.002109661],"category_scores_gemma":[0.1017269,0.0005034975,0.002045718,0.0009899754,0.001513445,0.001753204,0.001253551,0.001845434,0.0001991626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001892251,"about_ca_system_score_gemma":0.003678025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003722962,"about_ca_topic_score_gemma":0.00665885,"domain_scores_codex":[0.9257421,0.06100437,0.006367211,0.003021912,0.002688843,0.001175606],"domain_scores_gemma":[0.8954747,0.04927867,0.03732786,0.007181396,0.005509852,0.005227523],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.7892507,0.007430002,0.0861182,0.004997071,0.008143779,0.0001371305,0.001151973,0.0007224097,0.0009488713,0.0003466498,0.002625254,0.09812798],"study_design_scores_gemma":[0.503508,0.1657542,0.3081665,0.002859998,0.01196865,0.0002039224,0.0007585231,0.001809069,0.0006450429,0.0005360936,0.00363161,0.0001583401],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9674969,0.02259465,0.0005391407,0.00558542,0.0008306737,0.001383005,0.0002902245,0.00003027992,0.001249713],"genre_scores_gemma":[0.9922432,0.002430584,0.001232675,0.002111405,0.0004105021,0.001066114,0.0002319437,0.000009918793,0.0002637134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0348813,"threshold_uncertainty_score":0.1844722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263976734877104,"score_gpt":0.2836482996312903,"score_spread":0.2710085322825193,"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."}}