{"id":"W4409086490","doi":"10.1111/pai.70075","title":"Managing egg allergy: A systematic review of traditional allergen avoidance methods and emerging graded exposure strategies","year":2025,"lang":"en","type":"review","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Egg allergy; Allergy; Psychological intervention; Allergen; Allergen immunotherapy; Environmental health; Food allergy; Immunology; Psychiatry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001189223,0.0007139017,0.004441211,0.0008927455,0.0002264769,0.00003498708,0.0004077586,0.0005934707,0.0001932032],"category_scores_gemma":[0.0006838988,0.0005688449,0.0006069255,0.000947724,0.0002980876,0.0001571867,0.0003055281,0.001065887,0.0000071589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006036512,"about_ca_system_score_gemma":0.0008801566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002533047,"about_ca_topic_score_gemma":0.000009605929,"domain_scores_codex":[0.9951554,0.001318405,0.001744885,0.0008178612,0.0003828555,0.0005806062],"domain_scores_gemma":[0.996958,0.001229587,0.0007937417,0.000647696,0.0002178292,0.000153101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00003651093,0.0001207733,6.29335e-7,0.9186193,0.003831841,0.00004994718,0.00008984129,3.718492e-7,0.000002035885,0.005422073,0.0003990832,0.07142763],"study_design_scores_gemma":[0.001204813,0.001061914,0.00007070083,0.6615698,0.001783228,0.0007064046,0.0004914838,0.00001881446,0.000001577902,0.001852686,0.3302826,0.0009560442],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001008235,0.9959542,0.0002727184,0.0003736919,0.0002849516,0.001383106,0.00002554438,0.00006006614,0.001635689],"genre_scores_gemma":[0.00002566248,0.9966486,0.001079819,0.000131436,0.0002202346,0.0004371947,0.0002173442,0.000053377,0.001186387],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.3298835,"threshold_uncertainty_score":0.9996763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04135165562530125,"score_gpt":0.3634681163157014,"score_spread":0.3221164606904002,"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."}}