{"id":"W4292595711","doi":"10.1111/cea.14220","title":"Airway autoimmunity, asthma exacerbations, and response to biologics","year":2022,"lang":"en","type":"review","venue":"Clinical & Experimental Allergy","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"","keywords":"Medicine; Asthma; Immunology; Exacerbation; Omalizumab; Biomarker; Airway; Dupilumab; Benralizumab; Eosinophil; Monoclonal antibody; Immunoglobulin E; Mepolizumab; Antibody","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009150415,0.0005143387,0.002014828,0.0002084794,0.0003078691,0.00003559112,0.0003315233,0.000430756,0.003446535],"category_scores_gemma":[0.0008810056,0.0003875037,0.0008581131,0.000316267,0.0003661767,0.00004231117,0.001067642,0.0007866743,0.0002777028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002405809,"about_ca_system_score_gemma":0.0006739643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008984754,"about_ca_topic_score_gemma":9.887376e-7,"domain_scores_codex":[0.9956018,0.001589718,0.001312416,0.00080147,0.0003329569,0.0003616288],"domain_scores_gemma":[0.9969454,0.001317702,0.0002831052,0.0007558982,0.0000326687,0.000665272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008409608,0.001467523,0.00002180353,0.0005237321,0.0002796154,0.0002093835,0.00009583151,3.019667e-7,0.00002021218,0.00007741353,0.006707405,0.9897558],"study_design_scores_gemma":[0.000712983,0.003852202,0.0002977743,0.001194094,0.0001109499,0.00009362439,0.0004179269,0.000001455099,0.000005241721,0.000003655478,0.992906,0.0004041051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.004839247,0.9919823,0.000003794848,0.0001535684,0.0005983018,0.00109409,0.00007769129,0.000137374,0.001113602],"genre_scores_gemma":[0.0002732983,0.9939957,0.0002524584,0.001608453,0.0003907605,0.0004518569,0.000261258,0.00008670641,0.002679523],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9893517,"threshold_uncertainty_score":0.9998577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1324994909496347,"score_gpt":0.4554546541181074,"score_spread":0.3229551631684727,"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."}}