{"id":"W3166789128","doi":"10.1183/13993003.00413-2021","title":"Patient characteristics, biomarkers and exacerbation risk in severe, uncontrolled asthma","year":2021,"lang":"en","type":"article","venue":"European Respiratory Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":71,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health Research Institute; University of British Columbia; Vancouver Coastal Health","funders":"National Institutes of Health; Insmed; Teva Pharmaceutical Industries; Chiesi Farmaceutici; Sanofi; AstraZeneca; Amgen; Pfizer; GlaxoSmithKline","keywords":"Medicine; Exacerbation; Asthma; Asthma exacerbations; Intensive care medicine; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0007444983,0.0001909755,0.0003273082,0.0002061237,0.0001892973,0.00009573519,0.00005422688,0.0000496728,0.0002932634],"category_scores_gemma":[0.0006326694,0.000158565,0.0001239707,0.0001814601,0.00007855529,0.0001308137,0.00006424866,0.0004524849,0.00006819434],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008812739,"about_ca_system_score_gemma":0.0003018052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001489028,"about_ca_topic_score_gemma":0.000004188043,"domain_scores_codex":[0.9974343,0.001089326,0.0006070841,0.0002895402,0.0003136105,0.000266132],"domain_scores_gemma":[0.9987782,0.00006242574,0.0003232123,0.0002296515,0.000206411,0.0004001549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001082267,0.0003633226,0.5326777,0.00005960428,0.0001552178,0.01124883,0.0003668585,0.00001729297,0.006604917,0.00001764646,0.003261954,0.4441445],"study_design_scores_gemma":[0.004643018,0.0004833602,0.8718089,0.0002206538,0.00005658709,0.0006962051,0.0004118988,0.00004736981,0.0002254174,0.00001244079,0.1212086,0.0001855014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896409,0.004482649,0.00008256056,0.0001273751,0.0002893505,0.0001612211,0.00001942683,0.00002756612,0.005168977],"genre_scores_gemma":[0.9970609,0.0002794412,0.0002118063,0.001725174,0.0004665702,0.000002242006,0.000008145802,0.0000452467,0.0002004698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.443959,"threshold_uncertainty_score":0.6466091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027615312768933,"score_gpt":0.2344630674685806,"score_spread":0.2241869143408912,"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."}}