{"id":"W2161100217","doi":"10.1586/egh.09.43","title":"Shining light on Barrett’s esophagus","year":2009,"lang":"en","type":"editorial","venue":"Expert Review of Gastroenterology & Hepatology","topic":"Esophageal Cancer Research and Treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; Canadian Light Source (Canada)","funders":"","keywords":"Medicine; Barrett's esophagus; Esophagus; General surgery; Internal medicine; Cancer; Adenocarcinoma","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005948472,0.0007824729,0.003598377,0.0003709531,0.00008026269,0.000008277105,0.0005434073,0.0009522029,0.0008091348],"category_scores_gemma":[0.001068039,0.00060771,0.0007949721,0.0001631355,0.0002910429,0.00005000162,0.0001529302,0.001802458,0.0001771548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004545114,"about_ca_system_score_gemma":0.000681905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007781103,"about_ca_topic_score_gemma":0.00005525109,"domain_scores_codex":[0.994796,0.0006862568,0.001269995,0.001091092,0.001037679,0.001118991],"domain_scores_gemma":[0.9968234,0.0003836406,0.0006542164,0.00122806,0.0004385019,0.0004722215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003066851,0.000536705,0.007760192,0.003696596,0.0005689323,0.002233896,0.0000393029,5.361107e-8,0.000004376519,0.00002261866,0.9787375,0.003332958],"study_design_scores_gemma":[0.005402721,0.03298402,0.0008726567,0.02013088,0.0006145779,0.0005815537,0.000007220327,0.0000037006,0.0003300916,0.00003787268,0.938723,0.0003116695],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001124726,0.7385839,0.00001478776,0.01252329,0.2468786,0.001136624,0.00008461442,0.00008001592,0.0005857683],"genre_scores_gemma":[0.007454191,0.5331718,0.0008377278,0.02440013,0.430887,0.000636454,0.001788116,0.0001690706,0.000655552],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.205412,"threshold_uncertainty_score":0.9996374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320228197785324,"score_gpt":0.3477715717911709,"score_spread":0.3345692898133176,"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."}}