关于自动睡眠阶段评分的现状和前景:回顾
Maksym Gaiduk1, Ángel Serrano Alarcón2, Ralf Seepold1
1HTWG Konstanz - University of Applied Sciences, Alfred-Wachtel-Str.8, 78462 Konstanz, Germany.
Biomedical engineering letters
|July 31, 2023
概括
使用EEG/EEG+EOG+EMG信号的自动睡眠阶段评分显示出高准确度 (超过90%). 虽然进步已经停滞不前,但这些方法为医疗专业人员提供了客观睡眠分析的潜力.
科学领域:
- 生物医学工程 生物医学工程
- 睡眠医学 睡眠医学
- 人工智能的人工智能
背景情况:
- 手动睡眠阶段评分是资源密集型和主观的.
- 自动化睡眠分析在效率和客观性方面提供了显著的优势.
- 最近的进展重点是改进自动化睡眠评分技术.
研究的目的:
- 提供关于自动化睡眠阶段评分方法的全面概述.
- 总结最近的自动化睡眠评分方法的特点.
- 分析自动睡眠阶段评分的质量和趋势.
主要方法:
- 对2018年至2022年间发表的文章进行系统审查.
- 从最初的515个出版物中包括125篇文章.
- 分析使用诸如科恩卡帕和准确度等指标的自动评分质量.
主要成果:
- 对EEG/EEG+EOG+EMG信号的自动评分实现了高质量 (科恩卡帕>0.80,准确度>90%).
- 近年来,使用这些传统信号的评分质量没有取得重大突破.
- 使用替代信号 (呼吸道,心脏,运动) 的系统显示出创新潜力,但面临可靠性挑战.
结论:
- 自动睡眠阶段评分显示出高可靠性和客观性.
- 传统的多睡眠学信号产生始终高质量的自动评分.
- 需要对替代生物信号进行进一步的研究,以实现更方便,更可靠的自动化睡眠分析.
相关概念视频
Stages of Sleep
378
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...
Before sleep begins, in wakefulness, the brain exhibits primarily beta waves, which are high in frequency and low in amplitude, indicating alertness...
378
Sleep-Wake Cycles
1.4K
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:
NREM Sleep
NREM sleep comprises four progressive stages that seamlessly merge:
1.4K
Understanding Sleep
414
Sleep, an essential biological state, involves significant reductions in physical activity, sensory awareness, and interaction with the environment. This complex physiological process is primarily regulated by specific brain regions, notably the hypothalamus and pons, which govern the sleep-wake cycle or circadian rhythm.
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
The circadian rhythm, a nearly 24-hour cycle, is deeply influenced by environmental light cues. Light exposure directly affects the hypothalamus, which in turn regulates...
414
Narcolepsy
144
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.
144
Stages of General Anesthesia
504
Various sedation levels offer significant advantages in facilitating procedural interventions for patients undergoing medical or invasive surgical procedures. These levels span from anxiolysis to general anesthesia, providing a spectrum of sedative effects to cater to specific patient needs. Anxiolysis reduces anxiety and is achieved through minimal sedation, enabling patients to remain awake and responsive while feeling more at ease during the procedure. This level can benefit minor...
504
REM Sleep Behavior Disorder
256
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...
RBD is significantly associated with...
256


