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Updated: Jan 8, 2026

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
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一项可解释机器学习的基线研究,使用GC-MS呼吸VOC来分类喘,支气管切除和COPD

Eun-Ji Ko1, Si-On Bae1, Daesung Kang2

  • 1School of Bio-Health Convergence, College of Natural Sciences, Sungshin Women's University, Seoul, Republic of Korea.

Scientific reports
|December 23, 2025
PubMed
概括

精确区分呼吸道疾病,如喘,支气管切除症和COPD是具有挑战性的. 这项研究使用呼吸分析 (呼吸学) 和人工智能以高准确度分类这些疾病,识别关键生物标志物.

关键词:
呼吸学,呼吸学,呼吸学机器学习是机器学习.呼吸道疾病分类的分类方法沙普利的添加剂解释 (SHAP)挥发性有机化合物 (VOC) 是一种挥发性有机化合物.

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