Jove
Visualize
联系我们
JoVE
x logofacebook logolinkedin logoyoutube logo
关于 JoVE
概览领导团队博客JoVE 帮助中心
作者
出版流程编辑委员会范围与政策同行评审常见问题投稿
图书馆员
用户评价订阅访问资源图书馆顾问委员会常见问题
研究
JoVE JournalMethods CollectionsJoVE Encyclopedia of Experiments存档
教育
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab Manual教师资源中心教师网站
使用条款与条件
隐私政策
政策

相关概念视频

Insufficient Sleep and Sleep Deprivation01:13

Insufficient Sleep and Sleep Deprivation

Insufficient sleep refers to not getting the recommended amount of sleep for optimal functioning, even if it's just slightly less than needed. Sleep insufficiency may occur due to lifestyle choices, such as staying up late for social events or work, resulting in routinely getting less sleep than required. For example, consistently sleeping 6 hours when the body needs 7-9 hours can lead to cumulative effects on health and well-being.
Sleep deprivation is a more severe form of sleep loss...

您也可能阅读

相关文章

通过共同作者、期刊和引用图与本文相关的文章。

排序
Same author

Exploring state changes/sleep-wake cycling in mechanically ventilated children using amplitude-integrated EEG.

Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology·2026
Same author

Considering Timing and Disciplines in Prognostication After Pediatric Cardiac Arrest.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies·2026
Same author

Common Consent Elements for Research Involving Persons with Disorders of Consciousness (CCE-DOC).

Neurocritical care·2026
Same author

Beyond the Waves: Untangling the Complexity of Quantitative Electroencephalography and Pharmacologic Exposure in Neonatal Cardiac Surgery.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies·2026
Same author

Decannulation Decisions in Neonatal Venoarterial Extracorporeal Membrane Oxygenation: Reconstructing the Evidence for Carotid Management.

Pediatric critical care medicine : a journal of the Society of Critical Care Medicine and the World Federation of Pediatric Intensive and Critical Care Societies·2025
Same author

Informed Consent Practices in Research Involving Persons with Disorders of Consciousness.

Neurocritical care·2025

相关实验视频

Updated: Jul 7, 2026

Manipulation of Epileptiform Electrocorticograms ECoGs and Sleep in Rats and Mice by Acupuncture
09:06

Manipulation of Epileptiform Electrocorticograms ECoGs and Sleep in Rats and Mice by Acupuncture

Published on: December 22, 2016

10.0K

一个基于EEG的机器学习框架,用于诊断急性睡眠剥夺.

Daya Kumar1,2, Apurva Narayan1, Saptharishi Lalgudi Ganesan3,4,5,6

  • 1Department of Computer Science, Western University, London, ON, Canada.

Frontiers in physiology
|December 3, 2025
PubMed
概括

机器学习模型可以使用脑电图 (EEG) 数据检测急性睡眠剥夺,尽管主体级概括对于这些客观诊断工具仍然是一个挑战.

关键词:
严重的睡眠剥夺.电脑电图 (EEG) 是一个电脑电图.组合模型组合模型组合模型重要的特征 重要特征 重要特征机器学习是机器学习.

更多相关视频

Noninvasive, High-throughput Determination of Sleep Duration in Rodents
07:33

Noninvasive, High-throughput Determination of Sleep Duration in Rodents

Published on: April 18, 2018

8.2K
Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
04:54

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

Published on: November 8, 2024

925

相关实验视频

Last Updated: Jul 7, 2026

Manipulation of Epileptiform Electrocorticograms ECoGs and Sleep in Rats and Mice by Acupuncture
09:06

Manipulation of Epileptiform Electrocorticograms ECoGs and Sleep in Rats and Mice by Acupuncture

Published on: December 22, 2016

10.0K
Noninvasive, High-throughput Determination of Sleep Duration in Rodents
07:33

Noninvasive, High-throughput Determination of Sleep Duration in Rodents

Published on: April 18, 2018

8.2K
Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research
04:54

Author Spotlight: IntelliSleepScorer — A High-Accuracy, Accessible GUI Software for Automated Sleep Stage Scoring in Mice and its Application in Psychiatric Research

Published on: November 8, 2024

925

科学领域:

  • 神经科学是一个神经科学.
  • 机器学习 机器学习
  • 生物医学工程 生物医学工程

背景情况:

  • 急性睡眠不足会损害认知功能,增加事故发生的风险.
  • 对睡眠不足的客观诊断对于及时干预至关重要.
  • 脑电图 (EEG) 提供了一种潜在的非侵入性方法来评估睡眠状态.

研究的目的:

  • 使用EEG数据开发和评估机器学习 (ML) 模型,以区分睡眠不足和充分休息的个体.
  • 评估各种ML和深度学习模型在检测急性睡眠剥夺方面的表现.
  • 调查主体级别分离对模型概括的影响.

主要方法:

  • 对71名参与者的61通道静止状态EEG数据的分析.
  • 特性提取包括统计,光谱,连接性和图形理论指标.
  • 使用嵌套交叉验证进行ML分类器 (LightGBM,XGBoost,RF,SVC) 和深度学习模型 (CNN,LSTM,Transformer) 的培训和评估.
  • 对模型的性能进行了评估,并没有对主体级别的分离.

主要成果:

  • 在没有对象分离的情况下,卷积神经网络 (CNN) 实现了最高的准确性 (95.72%).
  • 随着学科级别的分离,随机森林 (RF) 显示了最高的准确性 (68.23%),表明跨学科概括的挑战.
  • 深度学习模型 (变压器,LSTM) 与ML分类器相比,通常表现不佳.

结论:

  • 基于EEG的ML显示了客观睡眠剥夺检测的希望.
  • 强大的学科级概括是这些诊断工具的一个关键挑战.
  • 这些发现支持开发可扩展的,非侵入性的EEG工具来监测睡眠剥夺.