{"id":"W1975735482","doi":"10.1053/j.gastro.2012.04.032","title":"Consensus Statements for Management of Barrett's Dysplasia and Early-Stage Esophageal Adenocarcinoma, Based on a Delphi Process","year":2012,"lang":"en","type":"article","venue":"Gastroenterology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":378,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases; Cancer Research UK; National Institutes of Health; National Cancer Institute; National Institute for Health and Care Research; University Hospitals of Leicester NHS Trust","keywords":"Medicine; Endoscopic mucosal resection; Dysplasia; Stage (stratigraphy); Barrett's esophagus; General surgery; Delphi method; Endoscopy; Adenocarcinoma; Radiology; Internal medicine; Cancer; Computer science","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":[0.0002284363,0.0001811302,0.00033271,0.0001418136,0.0000514436,0.000006151482,0.00007116309,0.00004926438,0.00006695373],"category_scores_gemma":[0.00001234639,0.0001523993,0.00006894267,0.00005661624,0.0001372367,0.00004455533,0.00003849839,0.0001093967,0.000005916188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007494687,"about_ca_system_score_gemma":0.00002924522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002180974,"about_ca_topic_score_gemma":0.000006183831,"domain_scores_codex":[0.9984856,0.00005873125,0.0002740261,0.000272306,0.0002606401,0.0006486517],"domain_scores_gemma":[0.9992321,0.00004788781,0.0001034439,0.0002288184,0.0000733375,0.0003144664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008104308,0.0004922498,0.9892027,0.0007553107,0.0002995923,0.0001735113,0.0001476852,0.00001699779,0.00001508114,0.0001546271,0.0001805812,0.00045738],"study_design_scores_gemma":[0.01078095,0.007908433,0.9795668,0.00008402198,0.0001934356,0.00003605172,0.0001448819,0.0003093707,0.0008474861,0.00003281788,0.00003899932,0.00005672502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959475,0.001059562,0.0007411517,0.0005916862,0.00008201281,0.00132625,0.0001118915,0.00002202714,0.0001178944],"genre_scores_gemma":[0.9971001,0.00001772396,0.001892342,0.000384429,0.00004796794,0.0003096445,0.00004056197,0.00002419639,0.0001830358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009635847,"threshold_uncertainty_score":0.6214662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999527944915417,"score_gpt":0.3513757624224375,"score_spread":0.3213804829732834,"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."}}