{"id":"W4414628420","doi":"10.14309/crj.0000000000001848","title":"Band Ligation-Assisted Histologic Surveillance of Barrett's Esophagus in the Setting of Esophageal Varices","year":2025,"lang":"en","type":"article","venue":"ACG Case Reports Journal","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Esophagus; Forceps; Esophageal varices; Cirrhosis; Biopsy; Endoscope; Endoscopy; Sampling (signal processing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002435132,0.0001654251,0.0005687806,0.0003135998,0.000127715,0.00002466043,0.0001011176,0.0001273152,0.00007014444],"category_scores_gemma":[0.001358915,0.0001165864,0.0001655192,0.0007231186,0.000145443,0.0001153064,0.00003376199,0.000521707,4.554975e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001258055,"about_ca_system_score_gemma":0.0004322006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002176156,"about_ca_topic_score_gemma":0.00008823539,"domain_scores_codex":[0.9974467,0.0002522669,0.001360531,0.0002355079,0.0004613965,0.0002435531],"domain_scores_gemma":[0.9973923,0.0005656324,0.001125731,0.0004587144,0.0003810832,0.00007655763],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005112914,0.0002051661,0.829548,0.0001846252,0.00010172,0.1642572,0.000660055,0.00002940093,0.0006204181,0.00007249461,0.000656626,0.003613196],"study_design_scores_gemma":[0.0006316709,0.0001291208,0.6640591,0.000259002,0.0001015491,0.3310059,0.0003055168,0.00005038237,0.002802637,0.0005569927,0.00003156534,0.00006657971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666389,0.02939023,0.00009248752,0.0016524,0.0004132666,0.0002804845,0.000004468035,0.00001507996,0.001512741],"genre_scores_gemma":[0.9988647,0.00009105563,0.0005700491,0.0002261609,0.0001135629,0.000007266328,0.000006560502,0.00001097721,0.0001097138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1667487,"threshold_uncertainty_score":0.4754253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01157354798016131,"score_gpt":0.2933091574299212,"score_spread":0.2817356094497599,"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."}}