{"id":"W4410193008","doi":"10.1183/23120541.00111-2025","title":"Exploring reduced pulmonary exacerbation rates in cystic fibrosis: a pandemic or modulator effect?","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Cystic Fibrosis Research Advances","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Dalhousie University; University of Calgary; St. Michael's Hospital","funders":"National Institute of Nursing Research; U.S. Food and Drug Administration; Vertex Pharmaceuticals; National Institute of Diabetes and Digestive and Kidney Diseases; Seattle Children's Research Institute; Chiesi Farmaceutici; Cystic Fibrosis Foundation Therapeutics; Cystic Fibrosis Canada; European Respiratory Society; American Thoracic Society","keywords":"Medicine; Cystic fibrosis; Pandemic; Exacerbation; Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Pulmonary fibrosis; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Lung; Intensive care medicine; Internal medicine; Virology; Disease","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004541394,0.0002224129,0.0005682495,0.00104666,0.0002622544,0.0002806905,0.0007371487,0.0001111616,0.0003920794],"category_scores_gemma":[0.007144849,0.0001694541,0.00006443973,0.002537365,0.000215021,0.0008272906,0.0009849861,0.001048873,0.0002021028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007533635,"about_ca_system_score_gemma":0.0009706317,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185472,"about_ca_topic_score_gemma":0.0001835315,"domain_scores_codex":[0.9956722,0.0009590384,0.0004960831,0.0007733019,0.001120007,0.0009793297],"domain_scores_gemma":[0.9958301,0.002777999,0.00004475455,0.0007646357,0.0003136593,0.0002689085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.02316925,0.0007097334,0.151242,0.002685337,0.0001340262,0.0006687106,0.0005091981,0.0001578459,0.6724702,0.0005013044,0.003557729,0.1441947],"study_design_scores_gemma":[0.01004672,0.003646578,0.7347742,0.01139667,0.00005415238,0.0001070859,0.00247456,0.01231164,0.2032596,0.002521585,0.018794,0.0006131408],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866909,0.001409099,0.0000540165,0.00139432,0.0001575052,0.004421554,0.00000897436,0.00007165221,0.00579193],"genre_scores_gemma":[0.981284,0.000512579,0.001752587,0.00003584661,0.0001100577,0.004629778,0.00004384509,0.00004093026,0.0115904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5835323,"threshold_uncertainty_score":0.8553568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2049681860019817,"score_gpt":0.4670621231384239,"score_spread":0.2620939371364421,"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."}}