{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002043707,0.0003412415,0.0003493132,0.00088217,0.0002507616,0.0003509336,0.00028507,0.0002650953,0.0007714108],"category_scores_gemma":[0.0035601,0.0001260115,0.0001966512,0.0004780913,0.0003306646,0.0004590728,0.0005654945,0.0003436286,0.0001968232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002117109,"about_ca_system_score_gemma":0.0002572636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009197653,"about_ca_topic_score_gemma":0.002052991,"domain_scores_codex":[0.9993743,0.0002441645,0.0001068628,0.0001008016,0.0001082533,0.00006560008],"domain_scores_gemma":[0.9978802,0.000664164,0.0006773177,0.0001112119,0.0003138767,0.0003531519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001436387,0.00002271513,0.9973333,0.000006184564,0.00001211442,0.00003621196,0.00002584768,0.00003356007,0.0003710144,0.000004915084,0.00002681691,0.001983728],"study_design_scores_gemma":[0.00001982692,0.0004438972,0.9982758,0.000005286899,0.0000195752,0.0004821679,0.00008718348,0.000362748,0.0001965514,0.000008098723,0.0000967203,0.000002099272],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993237,0.0001973486,0.0001408685,0.00001067607,0.000003759654,0.00002678671,0.00008464423,0.000003112454,0.0002091017],"genre_scores_gemma":[0.9989514,0.00006906025,0.0006649556,0.000008194973,0.000008148751,0.0000260396,0.0002330928,0.000001038245,0.0000381292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002043707,"threshold_uncertainty_score":0.01080829,"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."}}