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Updated: Feb 7, 2026

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通过深度学习使用非线性特征衍生的EEG地形图来诊断意识障碍

Sheng Qu1, Xinchun Wu1, Laigang Huang1

  • 1Department of Rehabilitation, The Second Qilu Hospital of Shandong University, No. 247, Beiyuan Avenue, Jinan, 250033, Shandong, China.

Scientific reports
|February 5, 2026
PubMed
概括

非线性EEG特征,特别是近似 (ApEn),可以准确地检测意识障碍 (DOC) 患者的意识. 使用ApEn的深度学习模型显示出高的诊断性能,有助于在植物状态 (VS) /不响应的清醒综合征 (UWS) 和最小意识状态 (MCS) 中进行评估.

关键词:
卷积神经网络是一种卷积神经网络.意识障碍 意识障碍 意识障碍电脑电图 (电脑电图) 是一种脑电图.一般化的回归神经网络.分析非线性动力学分析支持矢量机器的支持矢量机器.

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