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Sleep Apnea01:21

Sleep Apnea

109
Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
The condition is more prevalent among...
109
Stages of Sleep01:22

Stages of Sleep

150
Sleep progresses through distinct stages, each characterized by specific brain wave patterns and physiological responses ranging from wakefulness to stages of non-rapid eye movement, known as non-REM, to rapid eye movement, referred to as REM. Understanding these stages helps in recognizing how sleep supports various bodily and cognitive functions.
Before sleep begins, in wakefulness, the brain exhibits primarily beta waves, which are high in frequency and low in amplitude, indicating alertness...
150
Sleep-Wake Cycles01:24

Sleep-Wake Cycles

1.1K
Sleep is an essential physiological process vital to maintaining overall well-being. The reticular activating system (RAS), a network of neurons in the brainstem, regulates wakefulness and sleep. While it may seem passive, sleep consists of distinct cycles, each with its unique characteristics and functions. Two key sleep phases are non-rapid eye movement (NREM) and  rapid eye movement (REM).
NREM Sleep
NREM sleep comprises four progressive stages that seamlessly merge:
1.1K
Substance Use Disorders Affecting Sleep01:24

Substance Use Disorders Affecting Sleep

146
Substance use disorders involve a pattern of using drugs more extensively than intended and continuing use despite harmful consequences. This includes legal substances like alcohol and nicotine, as well as illegal drugs. These disorders often involve both physical and psychological dependence, reflecting compulsive use of substances that significantly alter thoughts, feelings, and behaviors, contributing to a major public health issue.
Understanding the concepts of physical dependence,...
146
REM Sleep Behavior Disorder01:15

REM Sleep Behavior Disorder

107
REM Sleep Behavior Disorder (RBD) is a sleep disorder characterized by the absence of muscle paralysis that normally occurs during the REM phase of sleep. This absence allows individuals to physically act out their dreams, which are often vivid and disturbing. Common behaviors exhibited during episodes include kicking, punching, and yelling. These actions can be dangerous, potentially leading to injuries for the person with RBD or their bed partner.
RBD is significantly associated with...
107
Narcolepsy01:07

Narcolepsy

82
Narcolepsy is a chronic sleep disorder characterized by pervasive, uncontrolled sleepiness and other sleep disturbances. One of its hallmark symptoms is an abrupt transition to REM sleep upon falling asleep, which causes symptoms typically associated with this phase to occur unexpectedly during wakefulness. These include the following symptoms, which typically last from a minute or two to half an hour.
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相关实验视频

Updated: May 7, 2025

Multi-Modal Home Sleep Monitoring in Older Adults
07:40

Multi-Modal Home Sleep Monitoring in Older Adults

Published on: January 26, 2019

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基于阻塞性睡眠呼吸暂停的多式睡眠分阶段网络.

Jingxin Fan1,2,3, Mingfu Zhao2, Li Huang1,3

  • 1Central Hospital Affiliated to Chongqing University of Technology (Chongqing Seventh People's Hospital), Chongqing, China.

Frontiers in computational neuroscience
|January 2, 2025
PubMed
概括
此摘要是机器生成的。

这项研究介绍了MSDC-SSNet,这是一种用于自动睡眠分阶段的新型深度学习网络,可以有效地分类睡眠阶段,即使是阻塞性睡眠呼吸暂停 (OSA). 该网络提高了诊断睡眠障碍的准确性和适用性.

关键词:
自动睡眠分期自动睡眠分期多尺度特征提取多尺度特征提取阻塞性睡眠呼吸暂停症是什么时间频率表示的时间频率表示过渡规则 过渡规则

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Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea
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Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea

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Measuring Neural Mechanisms Underlying Sleep-Dependent Memory Consolidation During Naps in Early Childhood
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Measuring Neural Mechanisms Underlying Sleep-Dependent Memory Consolidation During Naps in Early Childhood

Published on: October 2, 2019

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相关实验视频

Last Updated: May 7, 2025

Multi-Modal Home Sleep Monitoring in Older Adults
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Multi-Modal Home Sleep Monitoring in Older Adults

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Drug-Induced Sleep Endoscopy DISE with Target Controlled Infusion TCI and Bispectral Analysis in Obstructive Sleep Apnea
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Measuring Neural Mechanisms Underlying Sleep-Dependent Memory Consolidation During Naps in Early Childhood
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Measuring Neural Mechanisms Underlying Sleep-Dependent Memory Consolidation During Naps in Early Childhood

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科学领域:

  • 人工智能的人工智能
  • 生物医学工程 生物医学工程
  • 计算神经科学是一种神经科学.

背景情况:

  • 自动睡眠分期对于评估睡眠质量和诊断睡眠障碍至关重要.
  • 现有的睡眠分期网络往往缺乏在像阻塞性睡眠呼吸暂停 (OSA) 患者群体中的验证.
  • 在细粒度多睡眠学 (PSG) 检测和捕捉多尺度睡眠阶段过渡方面仍然存在挑战.

研究的目的:

  • 开发一个广泛适用的深度学习网络,用于自动分类睡眠阶段.
  • 解决当前处理OSA和多级睡眠过渡的方法的局限性.
  • 为了提高临床应用的睡眠分期的稳定性和可解释性.

主要方法:

  • 介绍了MSDC-SSNet,这是一个使用电脑图 (EEG) 和电眼图 (EOG) 信号的深度学习网络.
  • 用改进的变压器编码器和多尺度特征提取模块 (MFEM) 将信号转换为时间频率表示,用于多尺度特征提取.
  • 集成的多通道数据和采用多尺度的注意力来捕捉通道间的特征和睡眠阶段的转换,减轻OSA的影响.

主要成果:

  • 在阻塞性睡眠呼吸暂停 (OSA) 数据集上,MSDC-SSNet实现了80.4%的准确性.
  • 该网络在准确性方面超过了最先进的方法,F1分数和科恩的卡帕系数在三个公共数据集上.
  • 证明了多式联运信息的强化稳定性和有效集成.

结论:

  • 拟议的MSDC-SSNet架构通过跨道功能补充和多尺度关注来提高系统适用性.
  • 该方法有效地整合了多式联运信息,解决了单道方法的局限性.
  • 这种方法提高了睡眠分阶段的临床应用的解释性.