{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001200864,0.0003902419,0.0006869903,0.001131701,0.0004716087,0.0006091557,0.0004242049,0.0006650913,0.001661584],"category_scores_gemma":[0.002536947,0.000290665,0.001263197,0.000780572,0.000249128,0.0003198982,0.0007948274,0.0005343553,0.0003137935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001964578,"about_ca_system_score_gemma":0.0002214518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004321006,"about_ca_topic_score_gemma":0.003433637,"domain_scores_codex":[0.9993142,0.0002575354,0.0000714788,0.0001507249,0.0001196355,0.00008644219],"domain_scores_gemma":[0.9988269,0.0003385202,0.0002709981,0.0001856037,0.0001138609,0.0002641036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009201537,0.0000633727,0.996778,0.00001577405,0.0002881001,0.0001127577,0.0000955638,0.00005963589,0.0003348207,0.00001756065,0.0001153582,0.001198951],"study_design_scores_gemma":[0.00002132538,0.0001912821,0.9989218,0.000004779146,0.00008764167,0.0001800705,0.00009313087,0.0003202322,0.00002389202,0.00002465245,0.0001269994,0.000004304677],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993698,0.0001779725,0.0000738376,0.00001457026,0.000002669325,0.000006836117,0.0002344653,0.000002016819,0.0001179324],"genre_scores_gemma":[0.9991015,0.00006179688,0.00006230158,0.00001796417,0.000006946165,0.000009665681,0.0005753254,0.000003017122,0.0001615536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004321006,"threshold_uncertainty_score":0.008591712,"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."}}