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Updated: Mar 10, 2026

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
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Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections

Published on: September 19, 2025

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一种用于COPD的快速诊断方法,利用与机器学习算法集成的多式血清光谱

Ziyi Fang1, Xiangxiang Zheng2, Yiwei Gong3

  • 1State Key Laboratory of Pathogenesis, Prevention and Treatment of High Incidence Diseases in Central Asia, Clinical Medical Research Institute, The First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China; College of Life Sciences and Technology, Xinjiang University, Urumqi 830000, China.

Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
|March 9, 2026
PubMed
概括

这项研究探讨了使用血清光谱和机器学习来诊断慢性阻塞性肺病 (COPD). 表面增强拉曼光谱法 (SERS) 与机器学习相结合,显示出准确检测COPD的前景.

关键词:
慢性慢性肺炎是一种慢性慢性肺炎,COPD是一种慢性肺炎.诊断 诊断 诊断 诊断 诊断机器学习是机器学习.多模态光谱学 多模态光谱学血清的血清是什么意思

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