在突尼斯的专业司机中查和管理阻塞性睡眠呼吸暂停和白天嗜睡:机器学习研究的协议
Sameh Msaad1,2, Nesrine Kammoun3,4, Rahma Gargouri1,2
1Faculty of Medicine of Sfax, University of Sfax, Sfax, Tunisia.
JMIR research protocols
|August 15, 2025
概括
阻塞性睡眠呼吸暂停 (OSA) 在专业司机中很常见,影响安全和生产力. 早期查和治疗对于这个高危人群至关重要.
科学领域:
- 职业健康 职业健康 职业健康
- 睡眠医学 睡眠医学
- 运输安全运输安全
背景情况:
- 阻塞性睡眠呼吸暂停 (OSA) 在专业司机中很普遍,但往往未被诊断出来.
- 目前尚不清楚OSA对这一群体健康和安全的全部影响.
研究的目的:
- 确定突尼斯职业司机中OSA和过度白天嗜睡 (EDS) 的流行情况.
- 在这个群体中识别OSA和EDS的风险因素.
- 评估OSA和EDS对事故风险和生产力的影响,以及治疗的影响.
主要方法:
- 一项基于人口的前性研究,涉及大约3000名专业司机.
- 经过验证的调查问卷评估了OSA的可能性,EDS,昏昏欲睡的驾驶,差点失误,事故和工作生产力.
- 对于疑似病例,进行了睡眠实验室调查,包括多睡眠学.
- 机器学习模型被用来预测OSA的概率及其与道路交通事故的关联.
主要成果:
- 127名男性司机参与了调查;23.62%的司机表现出OSA或EDS的迹象.
- 关键的危险因素包括吸烟和夜班工作.
- 生产力损失很大,有11起避免的昏昏欲睡事故.
结论:
- 很大一部分专业驾驶员面临着OSA的高风险.
- 这些发现支持开发临床查工具,以发现司机的睡眠和清醒障碍.
- 这项研究可以为有关驾驶健康的法规提供信息,并提高道路安全.
相关概念视频
Sleep Apnea
220
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...
The condition is more prevalent among...
220
Management of Insomnia
322
The sleep cycle, an integral part of human health, consists of several stages with distinct characteristics and functions. It begins with a transition from wakefulness to sleep, known as the light sleep phase, followed by the restorative deep sleep phase, essential for physical recovery and growth. The cycle concludes with the Rapid Eye Movement (REM) phase, characterized by high brain activity and vivid dreaming. Insomnia, a prevalent sleep disorder, involves difficulty falling asleep, staying...
322
Narcolepsy
197
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.
197
Sleepwalking and Sleep Talking
314
Somnambulism, commonly known as sleepwalking, involves individuals engaging in activities ranging from simple walking to more complex behaviors such as driving. Sleepwalking typically occurs during the slow-wave sleep stages 3 and 4 early in the night when the person is not dreaming, contradicting the myth that sleepwalkers are acting out their dreams.
Factors that increase the likelihood of sleepwalking include sleep deprivation and alcohol consumption. Contrary to common beliefs, it is safe...
Factors that increase the likelihood of sleepwalking include sleep deprivation and alcohol consumption. Contrary to common beliefs, it is safe...
314
Substance Use Disorders Affecting Sleep
217
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,...
Understanding the concepts of physical dependence,...
217
Insufficient Sleep and Sleep Deprivation
210
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...
Sleep deprivation is a more severe form of sleep loss...
210


