{"id":"W4413286314","doi":"10.1111/all.70004","title":"Complementary Predictors for Asthma Attack Prediction in Children: Salivary Microbiome, Serum Inflammatory Mediators, and Past Attack History","year":2025,"lang":"en","type":"article","venue":"Allergy","topic":"Gut microbiota and health","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Infection and Immunity; Instituto de Salud Carlos III; Medical Research Council; Seventh Framework Programme; Univerzitetni Klinični Center Maribor; European Academy of Allergy and Clinical Immunology; Univerza v Mariboru; Karl-Franzens-Universität Graz; Ministrstvo za Izobraževanje, Znanost in Šport; Universität Regensburg; Centre National de la Recherche Scientifique; Stichting Astma Bestrijding; National Institute for Health and Care Research; Javna Agencija za Raziskovalno Dejavnost RS; Bundesministerium für Bildung und Forschung; Universiteit van Amsterdam; Karolinska Institutet; ZonMw; Institut National de la Santé et de la Recherche Médicale; Directorate for Biological Sciences; Medizinische Universität Graz; GlaxoSmithKline; FP7 Health; Imperial College London; University of Leicester; Euskal Herriko Unibertsitatea; Novartis Pharma; Chiesi Farmaceutici; Inselspital, Universitätsspital Bern; Engineering and Physical Sciences Research Council; AstraZeneca; European Commission; Pfizer; GlaxoSmithKline España; European Federation of Pharmaceutical Industries and Associations; Amsterdam University Medical Centers; Celltrion; Gentofte Hospital; University of Southampton; Universidad de La Laguna; Universiteit Utrecht; Asthma and Lung UK; Novo Nordisk; Vertex Pharmaceuticals; Regeneron Pharmaceuticals; University Hospital Southampton NHS Foundation Trust; Stockholms Läns Landsting; Universität Basel; Université Claude Bernard Lyon 1; Sanofi; University of Bern","keywords":"Asthma; Medicine; Microbiome; Population; Immunology; Bioinformatics; Biology; Environmental health","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001799163,0.0002085856,0.0002002225,0.0001537291,0.00008338877,0.000009919692,0.0001603549,0.0002137902,0.00005487243],"category_scores_gemma":[0.0000109512,0.0002291263,0.00006843184,0.00007409915,0.0001087279,0.000008883957,0.0001557684,0.0001109068,0.000003231449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001362245,"about_ca_system_score_gemma":0.0002012511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005465017,"about_ca_topic_score_gemma":0.0004884878,"domain_scores_codex":[0.9986821,0.0000634046,0.000376462,0.0004646843,0.00006385649,0.0003494654],"domain_scores_gemma":[0.9994807,0.00001523086,0.00009121173,0.000276104,0.00004481598,0.00009191386],"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":[0.0001449161,0.0001197387,0.3991942,0.0001354025,0.0002507947,0.000001406763,0.0001206361,0.00002717778,0.1418105,0.00009016304,0.4574947,0.000610389],"study_design_scores_gemma":[0.001526112,0.0001625592,0.5162061,0.00003457647,0.00001018036,0.000007266288,0.00003367069,0.00002002198,0.001666747,0.000006101991,0.4801809,0.000145824],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939533,0.003715795,0.00008896803,0.000432726,0.0005680472,0.0005611771,0.0003661764,0.00002684142,0.0002868976],"genre_scores_gemma":[0.9917807,0.0007724984,0.0004980018,0.001846106,0.0004702653,0.00008284402,0.003252618,0.00004124171,0.001255739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1401437,"threshold_uncertainty_score":0.9343498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008086849419810194,"score_gpt":0.2427689827923326,"score_spread":0.2346821333725224,"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."}}