{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005530762,0.0007438074,0.001378512,0.002272135,0.0002361756,0.0009249392,0.0006015091,0.0009069053,0.002660313],"category_scores_gemma":[0.001071548,0.0002585403,0.0008109315,0.001744539,0.0003386355,0.000833349,0.0005305778,0.001344359,0.0007780363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005975179,"about_ca_system_score_gemma":0.001046974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001583421,"about_ca_topic_score_gemma":0.0032433,"domain_scores_codex":[0.9997205,0.00005738716,0.00005635017,0.00004187757,0.00009842135,0.00002536295],"domain_scores_gemma":[0.999619,0.0002289604,0.00006276291,0.000007386387,0.00006485058,0.00001705514],"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":[0.0001067571,0.00006665606,0.0003966345,0.04886665,0.000244259,0.0001897005,0.00008735675,0.0003159816,0.0007272877,0.002348945,0.02113529,0.9255144],"study_design_scores_gemma":[0.00003505197,0.0001439745,0.003371442,0.0300767,0.0005427586,0.002739398,0.0001164158,0.0001254118,0.0003406936,0.001954927,0.9605262,0.00002694786],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006169493,0.99937,0.00002138025,0.00009469327,0.00007112477,0.000002080279,0.000006963547,0.000002123122,0.0003699353],"genre_scores_gemma":[0.000473479,0.999117,0.00004673299,0.000099725,0.00006874764,0.000003398861,0.00001127133,4.610566e-7,0.0001792157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002660313,"threshold_uncertainty_score":0.008899629,"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."}}