{"id":"W4287941060","doi":"10.17615/tv69-fa74","title":"Increased airway iron parameters and risk for exacerbation in COPD: an analysis from SPIROMICS","year":2020,"lang":"en","type":"article","venue":"UNC Libraries","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; Mereo BioPharma; Grifols; Glenmark Pharmaceuticals; Genentech; Veracyte; National Institutes of Health; Mylan; Regeneron Pharmaceuticals; National Heart, Lung, and Blood Institute; Novartis Pharmaceuticals Corporation; Forest Research Institute; Sunovion; Gilead Sciences; Sanofi; Biogen; York University; CSL Behring; Foundation for the National Institutes of Health; American Thoracic Society; Chiesi Farmaceutici; AstraZeneca; Ikaria; COPD Foundation; Stony Wold-Herbert Fund; GlaxoSmithKline; CHEST Foundation; Amgen","keywords":"Exacerbation; COPD; Airway; Copd exacerbation; Medicine; Cardiology; Internal medicine; Anesthesia","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001125695,0.000167047,0.0004021116,0.0002041836,0.00007740021,0.00009779056,0.0001047489,0.0001003151,0.000213649],"category_scores_gemma":[0.0003596286,0.0001582511,0.0001035139,0.000483761,0.0001922981,0.0005410333,0.00007709421,0.0001814842,0.000006226635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009720353,"about_ca_system_score_gemma":0.0001946538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001555274,"about_ca_topic_score_gemma":0.0002363123,"domain_scores_codex":[0.9986605,0.0001211768,0.0002552729,0.0004778606,0.0002372828,0.0002478968],"domain_scores_gemma":[0.9988869,0.0003510834,0.00008668652,0.0002784503,0.00003774899,0.0003590854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002136287,0.000146317,0.9852616,0.0001869843,0.0003696333,0.00002653867,0.00129356,0.0003413066,0.0006768064,0.001787692,0.0003410676,0.007432223],"study_design_scores_gemma":[0.003316884,0.0002837747,0.8709854,0.00002451226,0.00095551,5.542977e-7,0.001399998,0.1146651,0.002058116,0.005599507,0.0005010246,0.0002096154],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949535,0.0008308037,0.001525177,0.001346053,0.00002454085,0.0006662119,0.0004560201,0.00006592987,0.0001318156],"genre_scores_gemma":[0.9808211,0.00005416229,0.01706786,0.0004514023,0.0001337227,0.00005518564,0.001314989,0.00003284872,0.00006869563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1143238,"threshold_uncertainty_score":0.6453294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02336463332472369,"score_gpt":0.2636621197008309,"score_spread":0.2402974863761072,"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."}}