{"id":"W2059267691","doi":"10.1007/s10620-014-3092-8","title":"Screening for Barrett’s Esophagus: Results from a Population-Based Survey","year":2014,"lang":"en","type":"article","venue":"Digestive Diseases and Sciences","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; American College of Gastroenterology","keywords":"Medicine; Barrett's esophagus; Esophagus; Hepatology; Population; Endoscopy; Esophageal adenocarcinoma; Family medicine; General surgery; Internal medicine; Adenocarcinoma; Environmental health; 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":[0.001555182,0.0005737047,0.0007457905,0.001016792,0.0007142499,0.0009123633,0.0006868473,0.001492771,0.001021378],"category_scores_gemma":[0.004181569,0.0009076612,0.00136099,0.002309346,0.0004203884,0.001152991,0.0008369875,0.0009979326,0.0004139395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005716725,"about_ca_system_score_gemma":0.0004066844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02430685,"about_ca_topic_score_gemma":0.02398274,"domain_scores_codex":[0.9983797,0.0005492853,0.0002154138,0.0004093309,0.0002671377,0.0001790007],"domain_scores_gemma":[0.9980097,0.0003747672,0.0005277111,0.000273901,0.0004649431,0.0003489094],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007645099,0.00006825387,0.998844,0.00001068828,0.0001467522,0.00003680545,0.00009544224,0.0000179685,0.0001499512,0.000003842205,0.00009926571,0.0004504124],"study_design_scores_gemma":[0.000007676833,0.00006127458,0.9995321,0.000002591859,0.0000505993,0.00005701035,0.0001713642,0.00003734454,0.00001242513,0.000003975694,0.00006099106,0.000002695665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978276,0.0001932281,0.0001499446,0.00008038301,0.00001070394,0.0000251429,0.001319162,0.000004942051,0.0003888776],"genre_scores_gemma":[0.9980175,0.0001530306,0.0001399386,0.0001225472,0.00001096661,0.00002845885,0.00131584,0.000003880524,0.0002078268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02430685,"threshold_uncertainty_score":0.04833078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05902603907760959,"score_gpt":0.3525884060566321,"score_spread":0.2935623669790225,"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."}}