{"id":"W4403059036","doi":"10.58931/cait.2023.3250","title":"An Allergist's Approach to Eosinophilic Esophagitis","year":2023,"lang":"en","type":"article","venue":"Canadian allergy & immunology today.","topic":"Eosinophilic Esophagitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Eosinophilic esophagitis; Dermatology; Medicine; General surgery; Internal medicine; Disease","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000325441,0.0005234548,0.0007515261,0.001640285,0.0004020146,0.0000710876,0.000776573,0.0006073387,0.001029898],"category_scores_gemma":[0.0002078392,0.000588006,0.0002008669,0.001667396,0.0003924052,0.0002115566,0.0001238013,0.0006483066,0.004243053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007430257,"about_ca_system_score_gemma":0.001324163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05139925,"about_ca_topic_score_gemma":0.04928691,"domain_scores_codex":[0.9959874,0.0001625707,0.0005676524,0.001140523,0.0003552381,0.001786645],"domain_scores_gemma":[0.9958567,0.00006783294,0.00008510728,0.001795707,0.0002354719,0.001959151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001129284,0.002080056,0.01684658,0.0003046021,0.007362938,0.01952822,0.01369494,0.001594215,0.07785957,0.1058101,0.5780578,0.1757317],"study_design_scores_gemma":[0.003056233,0.001507663,0.5219007,0.0001054857,0.00008775153,0.001802741,0.0009034837,0.0005850641,0.001399871,0.0009535788,0.4665299,0.00116761],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8364873,0.004241821,0.00007098893,0.02342067,0.001647318,0.001564779,0.0001915827,0.00148963,0.1308859],"genre_scores_gemma":[0.9758226,0.000359332,0.001215981,0.009356631,0.0005036025,0.0002839954,0.0009297151,0.0001902342,0.01133787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5050541,"threshold_uncertainty_score":0.9998833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01596638844243285,"score_gpt":0.2566888946786433,"score_spread":0.2407225062362104,"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."}}