{"id":"W4416808585","doi":"10.1016/j.anai.2025.11.026","title":"Natural disasters and food allergy preparedness","year":2025,"lang":"en","type":"article","venue":"Annals of Allergy Asthma & Immunology","topic":"Food Allergy and Anaphylaxis Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Canadian Institutes of Health Research; Children's Hospital Research Institute of Manitoba; Genentech; University of Manitoba; Health Sciences Centre Foundation; Canadian Allergy, Asthma and Immunology Foundation; National Institutes of Health; Centre for Food and Allergy Research; National Institute of Allergy and Infectious Diseases; Food Allergy Research and Education","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006263425,0.0001464078,0.000115085,0.0006295132,0.0006488573,0.001798091,0.0002227933,0.0009145099,0.01397975],"category_scores_gemma":[0.00267768,0.0001008016,0.000280866,0.0005842302,0.0007292917,0.0008852953,0.0008447011,0.001355581,0.0004984515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009308822,"about_ca_system_score_gemma":0.001567106,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01007339,"about_ca_topic_score_gemma":0.01170935,"domain_scores_codex":[0.9995387,0.000199418,0.00002374642,0.00003930633,0.00007796078,0.0001209648],"domain_scores_gemma":[0.9977422,0.0005917986,0.0007358955,0.00005787178,0.0002174019,0.0006548143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001017682,0.001580106,0.6899369,0.0009579563,0.0004896746,0.002836489,0.00466786,0.0016511,0.001245207,0.05685322,0.06863513,0.1701287],"study_design_scores_gemma":[0.00007714664,0.0004449102,0.8092197,0.0008378781,0.0001122621,0.001379646,0.01980407,0.0007652938,0.0002953877,0.02246153,0.1445392,0.00006297852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6215967,0.07794094,0.0006974972,0.169058,0.005782022,0.00006071498,0.0007791127,0.00003760058,0.1240474],"genre_scores_gemma":[0.9682998,0.02188983,0.0001770091,0.002662685,0.001724643,0.00001306371,0.0001680379,0.000004646774,0.005060202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01397975,"threshold_uncertainty_score":0.04676688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02345152163593379,"score_gpt":0.3178524192064661,"score_spread":0.2944008975705323,"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."}}