{"id":"W4411965231","doi":"10.1016/j.jfutfo.2024.09.008","title":"Updated perspective on the development of food allergy in China","year":2025,"lang":"en","type":"article","venue":"Journal of Future Foods","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China; Key Technologies Research and Development Program; Graduate Research and Innovation Projects of Jiangsu Province; Southeast University; Fundamental Research Funds for the Central Universities; Natural Science Foundation of Jiangsu Province","keywords":"Perspective (graphical); China; Food allergy; Allergy; Medicine; Geography; Computer science; Immunology; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0004921211,0.00009890716,0.0002690163,0.0003708849,0.00005597771,0.000007638245,0.0001879073,0.00008208826,0.0001407581],"category_scores_gemma":[0.0001234755,0.0000549347,0.0001205393,0.0005392095,0.00004565409,0.00003498743,0.00003493979,0.0006134434,0.000001925301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001566803,"about_ca_system_score_gemma":0.0005509605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004348544,"about_ca_topic_score_gemma":0.000151598,"domain_scores_codex":[0.9989045,0.00007754076,0.0003947509,0.00009215527,0.0003765457,0.0001545257],"domain_scores_gemma":[0.999348,0.00005322457,0.0001413567,0.0001385252,0.0002623992,0.00005648909],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.02851243,0.01029476,0.005110202,0.0006813041,0.01610552,0.0006357105,0.06307525,0.0006780346,0.05579688,0.4855605,0.1473857,0.1861637],"study_design_scores_gemma":[0.007346799,0.009033319,0.5193635,0.001664579,0.00002069353,0.00008862469,0.024067,0.00007399418,0.07802409,0.004606462,0.3554368,0.0002741052],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475701,0.001520037,0.00004869076,0.02596934,0.0002864563,0.000129595,0.000001282403,0.000004092389,0.02447041],"genre_scores_gemma":[0.9984671,0.00008557973,0.0005206905,0.0002632522,0.0002195622,0.000001917139,0.000001075854,0.000006393415,0.0004344411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5142533,"threshold_uncertainty_score":0.266514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0141170116328512,"score_gpt":0.3100830332077759,"score_spread":0.2959660215749247,"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."}}