{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005772163,0.001204815,0.00118435,0.00124041,0.0003496452,0.00103528,0.0007468901,0.0006460337,0.001398682],"category_scores_gemma":[0.006425554,0.0004565119,0.001902112,0.0009701438,0.0002926711,0.000606334,0.001061381,0.00141016,0.0004691551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006190458,"about_ca_system_score_gemma":0.001012459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00568198,"about_ca_topic_score_gemma":0.008833755,"domain_scores_codex":[0.9985566,0.0006578206,0.00009560285,0.0003805124,0.0001976978,0.0001118228],"domain_scores_gemma":[0.9961318,0.001959325,0.0009222253,0.0003615525,0.0003610357,0.0002641895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006353606,0.0000871272,0.9821036,0.00007156411,0.0004297626,0.00005916431,0.00004383802,0.001961024,0.001065972,0.00002990839,0.0005631305,0.01294945],"study_design_scores_gemma":[0.0001446316,0.001035035,0.9384094,0.0001437164,0.001062388,0.0007540805,0.0001776468,0.05277812,0.003018282,0.0003876556,0.002049105,0.00003994726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820947,0.002747839,0.00965929,0.0005019338,0.00004091547,0.0001048881,0.003879497,0.0002001437,0.0007707787],"genre_scores_gemma":[0.9840875,0.0004045882,0.01183506,0.00008380028,0.00003330081,0.00007841444,0.003233913,0.00002284359,0.0002205888],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005772163,"threshold_uncertainty_score":0.03052646,"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."}}