{"id":"W4414021156","doi":"10.1111/pai.70192","title":"The hidden price of food allergy: Understanding the social and financial burdens on families","year":2025,"lang":"en","type":"review","venue":"Pediatric Allergy and Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Children's Hospital Research Institute of Manitoba","funders":"Canadian Institutes of Health Research","keywords":"Food allergy; Medicine; Quality of life (healthcare); Allergy; Environmental health; Anxiety; Psychiatry; Nursing; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0003954964,0.0003919355,0.001144401,0.0003422054,0.001018257,0.00003185192,0.0003385922,0.0006008084,0.00002632151],"category_scores_gemma":[0.0004832293,0.0002179245,0.0003041522,0.0005863421,0.0007255576,0.00003001475,0.0003815159,0.001078259,0.000005615106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008991536,"about_ca_system_score_gemma":0.0007731747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002913737,"about_ca_topic_score_gemma":0.0001061307,"domain_scores_codex":[0.9978934,0.0003389645,0.0005623415,0.000428199,0.0002793837,0.0004977347],"domain_scores_gemma":[0.9975516,0.001675187,0.0002901951,0.0003430928,0.00008642798,0.00005346515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005452719,0.0001596406,0.000005311497,0.006284153,0.003212291,0.00002496676,0.001140431,2.286537e-7,9.132131e-7,0.1369186,0.005278542,0.8464296],"study_design_scores_gemma":[0.0006373312,0.00102847,0.0003184789,0.0006200747,0.00009802725,0.00003638767,0.0008596393,0.000001226601,3.775944e-7,0.001057122,0.9951374,0.000205444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003987063,0.9935085,0.00002459015,0.0009120527,0.0003343764,0.0004949573,0.00002377425,0.00002348846,0.004279626],"genre_scores_gemma":[0.002508087,0.9950179,0.000008004043,0.00007293857,0.000612327,0.00007206335,0.00002687407,0.00002661338,0.001655193],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9898589,"threshold_uncertainty_score":0.8886703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04633839520050104,"score_gpt":0.3191947012338722,"score_spread":0.2728563060333711,"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."}}