{"id":"W4416215188","doi":"10.17615/z6r0-7x34","title":"Lung Structure and Risk of Sleep Apnea in SPIROMICS.","year":2025,"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 Heart, Lung, and Blood Institute; University of North Carolina at Chapel Hill; Gillings School of Public Health; Grifols; Canadian Lung Association; Glenmark Pharmaceuticals; ResMed; National Institutes of Health; McGill University Health Centre; Mylan; Regeneron Pharmaceuticals; Sunovion; McGill University; Canadian Institutes of Health Research; Array BioPharma; U.S. Department of Defense; Sanofi; York University; Pfizer; Biogen; COPD Foundation; GlaxoSmithKline; CSL Behring; Dartmouth College; American Thoracic Society; Chiesi Farmaceutici; AstraZeneca; Amgen; Genentech; Veracyte; Teva Pharmaceutical Industries; U.S. Department of Veterans Affairs; Gilead Sciences","keywords":"COPD; Odds ratio; Body mass index; Sleep apnea; Obstructive sleep apnea; Confidence interval; Prospective cohort study; Cohort; Cohort study","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":[0.001000293,0.0005795112,0.0002914901,0.0008442659,0.0003925229,0.0005651788,0.0003756899,0.0008343183,0.001625144],"category_scores_gemma":[0.001848058,0.0002499126,0.0005283439,0.0004493793,0.0002937241,0.0003883751,0.0006059275,0.0006395525,0.0002968043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001558634,"about_ca_system_score_gemma":0.000195535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438179,"about_ca_topic_score_gemma":0.002422667,"domain_scores_codex":[0.9996827,0.00009096311,0.00004015516,0.00006297335,0.00007554229,0.00004771281],"domain_scores_gemma":[0.9991146,0.000105793,0.0004143066,0.00006091873,0.00006341498,0.0002410013],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001803236,0.00005261427,0.9986265,0.00001327566,0.00004864721,0.00002951382,0.00001677535,0.00002303924,0.0002047142,0.00001053925,0.00005492358,0.0007392535],"study_design_scores_gemma":[0.0000124982,0.000194296,0.999396,0.000004868272,0.00002500549,0.0001251599,0.00001965384,0.00009303877,0.00003432168,0.0000180485,0.00007552042,0.000001559905],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979527,0.0005404401,0.0001209416,0.00006245259,0.00001404945,0.00002921619,0.0007839457,0.000006132019,0.0004900913],"genre_scores_gemma":[0.9986995,0.00006988028,0.0001390894,0.00003429855,0.00001744213,0.0000203858,0.0008019985,0.000001651526,0.0002156123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001625144,"threshold_uncertainty_score":0.005436659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006781228755532289,"score_gpt":0.2512128703908866,"score_spread":0.2444316416353544,"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."}}