Time–Frequency Respiratory Impedance Maps Enable Within-Breath Deep Learning for Small Airway Dysfunction Identification

Small airway dysfunction (SAD) is an early functional abnormality associated with multiple chronic airway diseases. However, clinical assessment often relies on spirometry-based indices, which require forced maneuvers and are sensitive to subject effort, thereby increasing patient burden and complic...

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書誌詳細

主要な著者:	Dongfang Zhao, Sunxiaohe Li, Peng Wang, Pang Wu, Zhenfeng Li, Lidong Du, Xianxiang Chen, Ting Yang, Jingen Xia, Zhen Fang
フォーマット:	Artigo
言語:	Inglês
出版事項:	MDPI AG 2026-02-01
シリーズ:	Bioengineering
主題:	DeepLearning small airway dysfunction Impulse Oscillometry
オンライン･アクセス:	https://www.mdpi.com/2306-5354/13/3/280
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