{"id":"W2065887508","doi":"10.1016/j.gie.2014.01.007","title":"Positive correlation between endoscopist radiofrequency ablation volume and response rates in Barrett's esophagus","year":2014,"lang":"en","type":"article","venue":"Gastrointestinal Endoscopy","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Cancer Institute","keywords":"Medicine; Radiofrequency ablation; Intestinal metaplasia; Barrett's esophagus; Dysplasia; Esophagus; Retrospective cohort study; Endoscopy; Radiology; Ablation; Surgery; Internal medicine; Adenocarcinoma; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007484666,0.000232383,0.0003625531,0.0002590991,0.0001026406,0.00004332075,0.00005713714,0.00004856331,0.00009669935],"category_scores_gemma":[0.001557827,0.0002169851,0.00005408864,0.0002603466,0.0001657554,0.0001848678,0.00003431346,0.0003386225,0.00007146438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003947914,"about_ca_system_score_gemma":0.0001970028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004357244,"about_ca_topic_score_gemma":0.00001993227,"domain_scores_codex":[0.9980439,0.0004142716,0.0003431137,0.0004126906,0.0003306831,0.0004553461],"domain_scores_gemma":[0.9983513,0.0008836339,0.0001062961,0.000219832,0.0001143935,0.0003245589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003559595,0.00006687279,0.9899141,0.00004276295,0.0000208759,0.0003120629,0.000113106,0.00002497293,0.003005815,0.0001434017,0.00007391555,0.002722578],"study_design_scores_gemma":[0.004144042,0.003717837,0.9853848,0.0005134028,0.00005733902,0.001219869,0.0000354742,0.001965783,0.002415664,0.0004203341,0.00001105608,0.0001143713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740933,0.004707804,0.01692819,0.002170135,0.000073628,0.00107143,0.00005114637,0.0001118026,0.0007925244],"genre_scores_gemma":[0.9774235,0.00001907407,0.02174892,0.00008029179,0.0001603662,0.00005094935,0.0001207359,0.00002805987,0.0003680508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004820735,"threshold_uncertainty_score":0.8848395,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01376259911739141,"score_gpt":0.2967012303081789,"score_spread":0.2829386311907874,"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."}}