{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0104895,0.0003413017,0.0005739768,0.0007647448,0.0004895318,0.0008538011,0.0008274686,0.0007906476,0.003910848],"category_scores_gemma":[0.02455034,0.0002163474,0.001161836,0.001150725,0.0008438914,0.0008832511,0.0008229249,0.0009928879,0.0002245641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874077,"about_ca_system_score_gemma":0.004528344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04783385,"about_ca_topic_score_gemma":0.05662492,"domain_scores_codex":[0.9965077,0.001888831,0.0002295083,0.0005083422,0.0005126821,0.0003529011],"domain_scores_gemma":[0.9852742,0.007046427,0.004769745,0.0009422469,0.001302304,0.0006649962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008405492,0.0001062531,0.9706433,0.0005718528,0.0008754933,0.00008082524,0.0005239099,0.0007016431,0.0002589364,0.0007023253,0.001165592,0.02352935],"study_design_scores_gemma":[0.00009679796,0.001056847,0.9904445,0.0005674009,0.0007651086,0.0002095927,0.0007312996,0.001036147,0.0002751609,0.000865536,0.003929297,0.00002237253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624352,0.01855434,0.001783448,0.008160411,0.0002501709,0.0001703764,0.003143686,0.00003670406,0.005465831],"genre_scores_gemma":[0.9939452,0.002984601,0.001120271,0.0009229686,0.000125457,0.00009520302,0.0005425485,0.000008620876,0.0002550712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04783385,"threshold_uncertainty_score":0.09511089,"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."}}