{"id":"W3193946021","doi":"10.14740/gr1423","title":"Usefulness of the Eosinophilic Esophagitis Histologic Scoring System in Distinguishing Active Eosinophilic Esophagitis From Remission and Gastroesophageal Reflux Disease","year":2021,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Eosinophilic esophagitis; Medicine; Esophagus; GERD; High-power field; Gastroenterology; Internal medicine; Dysphagia; Eosinophil; Esophagitis; Reflux; Pathology; Nerd; Disease; Radiology; Asthma; Immunohistochemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00129836,0.0005209767,0.001239767,0.0007136975,0.000483111,0.00008358374,0.0006787614,0.0003295151,0.0001031046],"category_scores_gemma":[0.002770044,0.0004478261,0.0002656953,0.001265818,0.001526742,0.0003215254,0.001412635,0.002093283,0.00001201095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009521226,"about_ca_system_score_gemma":0.0005686137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005341132,"about_ca_topic_score_gemma":0.0002450741,"domain_scores_codex":[0.992332,0.002029854,0.001121971,0.001573507,0.001377311,0.001565376],"domain_scores_gemma":[0.9958063,0.0007752729,0.0003505563,0.00159851,0.0007228094,0.0007464932],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001612953,0.0004394043,0.9754817,0.0006239618,0.0001215186,0.00659877,0.0006303515,0.0000151547,0.01005297,0.0003156491,0.0001290713,0.003978466],"study_design_scores_gemma":[0.003622876,0.0004019231,0.9825508,0.002019105,0.0001357138,0.001084358,0.0006316624,0.0002843683,0.008486123,0.0005955912,0.00002642472,0.0001610685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908549,0.004483238,0.0000416586,0.002219155,0.0005354552,0.0009757699,0.0002605258,0.0001004905,0.0005288264],"genre_scores_gemma":[0.9980731,0.0001258749,0.0004772024,0.000284421,0.0004227815,0.0001616789,0.00011601,0.00009224793,0.0002466565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007218247,"threshold_uncertainty_score":0.9997973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05531618568482393,"score_gpt":0.3188260502346446,"score_spread":0.2635098645498207,"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."}}