{"id":"W4414533256","doi":"10.1097/meg.0000000000003049","title":"Disease burden, diagnosis pathways and treatment patterns in patients with eosinophilic esophagitis: a real-world study","year":2025,"lang":"en","type":"article","venue":"European Journal of Gastroenterology & Hepatology","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Disease; Eosinophilic; MEDLINE; Disease control; Young adult; Case-control study","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0008921488,0.0002303044,0.000405477,0.0009115956,0.0005067912,0.001001538,0.0004385911,0.0005849138,0.001147765],"category_scores_gemma":[0.003106253,0.0002227228,0.0004724557,0.001985773,0.0004313428,0.0009657383,0.0007358172,0.0005456369,0.0001934041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000944944,"about_ca_system_score_gemma":0.0007436054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.019421,"about_ca_topic_score_gemma":0.02320684,"domain_scores_codex":[0.9989462,0.0003030104,0.0001617724,0.000242971,0.0001565558,0.0001895262],"domain_scores_gemma":[0.9961882,0.0004761223,0.002387067,0.0001423798,0.0003150266,0.0004911656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002979253,0.000009858314,0.9995363,0.00000664222,0.00001910186,0.00003749383,0.0000437661,0.00001541276,0.00001300319,0.000004684171,0.00005492734,0.000229133],"study_design_scores_gemma":[0.000007897075,0.00004576559,0.9989579,0.00001132965,0.00001294123,0.0002785225,0.0004010184,0.000113741,0.000009659591,0.000008609331,0.0001489694,0.000003681447],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982583,0.0003441983,0.00003724981,0.00009886399,0.000003216481,0.00001240526,0.0009928147,0.000001803283,0.0002510408],"genre_scores_gemma":[0.9988903,0.0001672604,0.00004860863,0.00003644404,0.00000784463,0.000009801338,0.0008099781,9.405592e-7,0.0000288182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.019421,"threshold_uncertainty_score":0.03861588,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01129636185405722,"score_gpt":0.2426811688032981,"score_spread":0.2313848069492409,"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."}}