{"id":"W4392005886","doi":"10.1016/j.chest.2024.02.029","title":"International Variation in Severe Exacerbation Rates in Patients With Severe Asthma","year":2024,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"Efficacy and Mechanism Evaluation Programme; Sanofi Genzyme; Genentech; Seqirus; Novartis Pharmaceuticals UK Limited; AKL Research and Development; Cerecor; Grifols; Kuwait Foundation for the Advancement of Sciences; UCB Pharma; Ministry of Education - Singapore; Amgen; National University of Singapore; Chiesi Farmaceutici; Genome British Columbia; Shionogi; AstraZeneca; Allergy Therapeutics; Mylan; Regeneron Pharmaceuticals; Danone; Pfizer; Incyte; Eli Lilly and Company; Genome Canada; Medical Research Council; Teva Pharmaceutical Industries; Daiichi Sankyo Europe; Gilead Sciences; Respiratory Effectiveness Group; Sanofi; GlaxoSmithKline","keywords":"Variation (astronomy); Asthma exacerbations; Exacerbation; Asthma; Medicine; Intensive care medicine; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003276428,0.0002127855,0.0004496162,0.001008748,0.0002223436,0.0005503694,0.0004894716,0.000363079,0.00102208],"category_scores_gemma":[0.01124777,0.000224055,0.000693544,0.00180648,0.0004359193,0.0003992281,0.0006494824,0.0005120409,0.0001896447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781007,"about_ca_system_score_gemma":0.0002351843,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002272458,"about_ca_topic_score_gemma":0.002280199,"domain_scores_codex":[0.9968476,0.001538557,0.0004981723,0.0006152366,0.0003456473,0.0001547839],"domain_scores_gemma":[0.9878292,0.003425163,0.006775117,0.001134905,0.0005035495,0.0003320553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003837935,0.000005854282,0.9983333,0.00001767891,0.00009216084,0.00001682507,0.00007150642,0.0001484873,0.00004468229,0.0000318428,0.0001272142,0.0010721],"study_design_scores_gemma":[0.000003387084,0.00002165305,0.9990859,0.00001280621,0.00002896753,0.0001784242,0.00009720026,0.0002553122,0.00003146714,0.00007095586,0.0002101316,0.00000385411],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955844,0.000928992,0.0008282701,0.0001671467,0.00001764108,0.00002112323,0.001650672,0.00001068457,0.0007910081],"genre_scores_gemma":[0.9982592,0.0002015324,0.0002903791,0.00004116052,0.0000175751,0.00001535407,0.001135006,0.000003951446,0.00003574025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003276428,"threshold_uncertainty_score":0.01732761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008444267142347759,"score_gpt":0.2520385664220451,"score_spread":0.2435942992796974,"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."}}