{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006875069,0.0003642579,0.001312221,0.000704866,0.0002933597,0.0006161042,0.0003187788,0.0008388442,0.0008041024],"category_scores_gemma":[0.01032223,0.0001861035,0.001165136,0.001151398,0.000463375,0.0004928574,0.0004110517,0.000693855,0.0000693155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001904604,"about_ca_system_score_gemma":0.0003468468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000506956,"about_ca_topic_score_gemma":0.0006816228,"domain_scores_codex":[0.9958592,0.002199625,0.0007034566,0.0005677647,0.0005618057,0.0001081552],"domain_scores_gemma":[0.9788865,0.009406902,0.009929362,0.0008026526,0.0004505521,0.0005240733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005460096,0.0001179495,0.9783311,0.000762329,0.001979854,0.0000986273,0.0000691465,0.0005033857,0.000723578,0.0001896701,0.0003132316,0.01145109],"study_design_scores_gemma":[0.0003260834,0.001520661,0.9940782,0.0001395819,0.0009003433,0.0005527622,0.00004289546,0.0007838418,0.0002166521,0.0005879018,0.0008301473,0.00002100296],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686972,0.02604712,0.001870314,0.0004648072,0.00008089615,0.0001609671,0.001732222,0.00001822975,0.0009280515],"genre_scores_gemma":[0.9970854,0.00114742,0.000630879,0.0001938919,0.0001112341,0.00007059774,0.0007076919,0.000002607533,0.0000501717],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006875069,"threshold_uncertainty_score":0.03635925,"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."}}