Construction and validation of a risk prediction model for chronic obstructive pulmonary disease (COPD): a cross-sectional study based on the NHANES database from 2009 to 2018

Abstract Background Chronic obstructive pulmonary disease (COPD) is a major global public health concern, and early screening and identification of high-risk populations are critical for reducing the disease burden. Although several studies have explored the application of machine learning methods i...

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Bibliographic Details
Main Authors: Liqin Wang, Shijia Zhang, Zhaohong Gao, Deyou Jiang
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Pulmonary Medicine
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Online Access:https://doi.org/10.1186/s12890-025-03776-w
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