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Updated: Jan 14, 2026

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
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Published on: September 19, 2025

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通过数据驱动的方法在初级保健人口中识别临床上有意义的,重叠的阻塞性呼吸道疾病亚型

Maria Pikoula1, Jennifer K Quint2, Constantinos Kallis2

  • 1Institute of Health Informatics, University College London, 222 Euston Road, London, NW1 2DA, UK. m.pikoula@ucl.ac.uk.

BMC pulmonary medicine
|October 24, 2025
PubMed
概括

机器学习在一大群患者中确定了七种不同的阻塞性呼吸道疾病亚型,揭示了传统诊断之外的复杂表型. 这些数据驱动的集群为疾病异质性和潜在的向治疗提供了新的见解.

关键词:
喘 喘 是一种支气管切除症是一种支气管切除症.卡利伯 (Caliber) 是一个非常高的标杆.慢性阻塞性肺病 慢性阻塞性肺病集群分析集群分析电子健康记录电子健康记录全基因组关联研究研究.机器学习 机器学习英国生物银行

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