{"id":"W3118312091","doi":"10.1016/j.jaip.2020.12.062","title":"Factors Associated with Frequent Exacerbations in the UK Severe Asthma Registry","year":2021,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Roche Products; Genentech; Queen's University; Queen's University Belfast; Novartis Pharmaceuticals UK Limited; Amgen; Boehringer Ingelheim; AstraZeneca; Chiesi Farmaceutici; Sanofi; Teva Pharmaceutical Industries; National Institute for Health and Care Research; Regeneron Pharmaceuticals; Novartis; Roche; MedImmune; GlaxoSmithKline","keywords":"Medicine; Asthma; Exhaled nitric oxide; Odds ratio; Logistic regression; Internal medicine; Population; Asthma exacerbations; Pediatrics; Spirometry; 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":[0.0009654665,0.0002127435,0.0006158935,0.0009020671,0.0003930572,0.0006483485,0.0004209751,0.0004184112,0.001477111],"category_scores_gemma":[0.005272423,0.0002972834,0.0003805674,0.001622888,0.0002182862,0.0004287462,0.001025506,0.0005208346,0.0002380337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004586328,"about_ca_system_score_gemma":0.0006182121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02304714,"about_ca_topic_score_gemma":0.02762438,"domain_scores_codex":[0.9976676,0.0006642929,0.0005151939,0.0003716201,0.0005121395,0.0002690898],"domain_scores_gemma":[0.9939738,0.0007782931,0.003856615,0.0003925538,0.000533995,0.000464674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003061695,0.000007118475,0.9985425,0.00001688069,0.00001724102,0.0001129008,0.000051426,0.0000217091,0.00005986733,0.00000888545,0.0004641805,0.0006666062],"study_design_scores_gemma":[0.000003554745,0.0000179967,0.9992751,0.00001252142,0.000006274494,0.0003180068,0.00007769606,0.00005867838,0.00001301062,0.000004850269,0.00020951,0.000002687344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967762,0.0005070796,0.00007435699,0.0001966627,0.00001305233,0.00002717909,0.001833989,0.000006886043,0.0005646899],"genre_scores_gemma":[0.9970475,0.0002955325,0.00008158971,0.00007143647,0.00001533329,0.00002898298,0.002347536,0.000002722932,0.000109465],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02304714,"threshold_uncertainty_score":0.04582602,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04841552646399581,"score_gpt":0.3530024141406329,"score_spread":0.3045868876766371,"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."}}