Deep learning for detecting and early predicting chronic obstructive pulmonary disease from spirogram time series

Chronic Obstructive Pulmonary Disease (COPD) is a chronic lung condition characterized by airflow obstruction. Current diagnostic methods primarily rely on identifying prominent features in spirometry (Volume-Flow time series) to detect COPD, but they are not adept at predicting future COPD risk bas...

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Bibliographic Details
Main Authors: Mei, S, Li, X, Zhou, Y, Xu, J, Zhang, Y, Wan, Y, Cao, S, Zhao, Q, Geng, S, Xie, J, Chen, S, Hong, S
Format: Journal article
Language:English
Published: Nature Research 2025