基于机器学习的SHAP分析,预测患有OSA的老年人的动脉动脉样硬化,这是一个多中心研究

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Updated: Jan 15, 2026

A Magnetic Resonance Imaging-based Computational Protocol for Analysis of Plaque Morphology and Hemodynamics in Patients with Carotid Artery Stenosis
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A Magnetic Resonance Imaging-based Computational Protocol for Analysis of Plaque Morphology and Hemodynamics in Patients with Carotid Artery Stenosis

Published on: August 12, 2025

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Wei-Meng Cai1, Dong Rui1, Li-Bo Zhao2

  • 1Department of Pulmonary and Critical Care Medicine of the Second Medical Center and National Clinical Research Center for Geriatric Diseases, Chinese PLA General Hospital, Beijing, 100853, People's Republic of China.

Nature and science of sleep
|October 6, 2025
PubMed
概括

一种新的机器学习模型准确地预测了患有阻塞性睡眠呼吸暂停 (OSA) 的老年患者的喉动脉样硬化 (CAS). 该模型强调了夜间低血 (T90) 对心血管风险评估的传统措施的重要性.

关键词:
在SHAP分析中,我们分析了SHAP.心血管风险预测预测动脉动脉样硬化 - 动脉动脉样硬化机器学习是机器学习.阻塞性睡眠呼吸暂停 (SOP) 的情况.

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