Sleepiness

嗜睡
  • 文章类型: Journal Article
    目的:我们研究了运动对阻塞性睡眠呼吸暂停(OSA)患者的治疗效果,旨在确定最受益的亚组并确定最佳运动方案。
    方法:在主要数据库中搜索涉及OSA患者进行有氧运动和/或阻力训练的随机对照试验。研究结果包括呼吸暂停低通气指数(AHI),Epworth嗜睡量表(ESS),体重指数(BMI),和运动期间的峰值耗氧量(VO2peak)。在运动组和对照组之间比较了干预前和干预后这些参数的未标准化平均差异(USMD)。
    结果:纳入了12项研究,涉及526例患者。运动训练显着降低了AHI(USMD=-7.08事件/小时,95%置信区间[CI]:-9.98至-4.17,p<0.00001),ESS(USMD=-2.37,CI:-3.21至-1.54,p<0.00001),和BMI(USMD=-0.72kg/m2,CI:-1.22至-0.22,p=0.005)和增强的VO2峰(USMD=3.46mL/kg/min,CI:1.20至5.71,p=0.003)。亚组分析显示,在持续气道正压通气(CPAP)粘附患者中,运动显着改善了VO2peak,但并未降低AHI和ESS。观察到的趋势是,将阻力训练与有氧运动相结合会导致AHI降低和VO2峰值增强。值得注意的是,锻炼改善了AHI,ESS,BMI,和VO2peak,无论基线AHI或BMI如何。
    结论:运动,包括阻力和有氧训练,应该是所有严重OSA患者治疗的一部分,无论肥胖状况如何,甚至对于那些已经接受CPAP的人来说。
    背景:研究方案已在PROSPERO数据库(#CRD42023423527)中注册。
    OBJECTIVE: We investigated the therapeutic effects of exercise in patients with obstructive sleep apnea (OSA), aiming to identify the subgroups that benefit the most and determine the optimal exercise protocol.
    METHODS: Major databases were searched for randomized controlled trials involving patients with OSA performing aerobic exercise and/or resistance training. The investigated outcomes included apnea-hypopnea index (AHI), Epworth Sleepiness Scale (ESS), body mass index (BMI), and peak oxygen consumption during exercise (VO2peak). The pre- and postintervention unstandardized mean difference (USMD) of these parameters was compared between the exercise and control groups.
    RESULTS: Twelve studies involving 526 patients were included. Exercise training significantly reduced AHI (USMD = -7.08 events/hour, 95% confidence interval [CI]: -9.98 to -4.17, p < 0.00001), ESS (USMD = -2.37, CI: -3.21 to -1.54, p < 0.00001), and BMI (USMD = -0.72 kg/m2, CI: -1.22 to -0.22, p = 0.005) and enhanced VO2peak (USMD = 3.46 mL/kg/min, CI: 1.20 to 5.71, p = 0.003). Subgroup analyses revealed that in continuous positive airway pressure (CPAP)-adherent patients, exercise significantly improved VO2peak but did not reduce AHI and ESS. A trend was observed that combining resistance training with aerobic exercise resulted in greater AHI reduction and VO2peak enhancement. Notably, exercise improved AHI, ESS, BMI, and VO2peak regardless of the baseline AHI or BMI.
    CONCLUSIONS: Exercise, including resistance and aerobic training, should be part of treatment for patients with OSA of all severities, regardless of obesity status, and even for those who are already under CPAP.
    BACKGROUND: The study protocol was registered with the PROSPERO database (#CRD42023423527).
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  • 文章类型: Journal Article
    公交车司机困倦是司空见惯的事,但在行业内往往没有报道。虽然过去的研究已经开始阐明患病率,潜在原因,以及公交车司机困倦的后果,这通常是使用自我报告的方法。这是第一项调查城市公交车司机在道路上使用实时公交路线和司机的定期时间表的研究。共有16名参与者在清晨轮班和白天轮班期间完成了两次常规公交路线的驾驶,同时采取了生理和自我报告的睡眠和压力措施。在这些驱动器之前,司机在日记中记录他们的睡眠,并佩戴活动记录仪以获得客观的睡眠测量。结果显示,大多数司机在清晨轮班前没有获得足够的睡眠,并且通常没有获得足够的睡眠,因为他们需要在工作前感到休息。在两个转变中均观察到嗜睡和压力。在清晨轮班期间,困倦可能是由于在昼夜节律低落期间工作,并且在轮班之前没有获得足够的睡眠。相比之下,白天轮班期间的困倦可能是在复杂的交通中完成高要求的任务的结果,这不仅导致疲劳,但也导致了压力的增加。除了证明公交车司机嗜睡的普遍存在外,这些发现表明,嗜睡的原因可能是多方面的,并且通常是由于工作和个人因素的结合而产生的。此外,困倦的体验对所有司机来说都是不同的,与个体差异的经验嗜睡发挥了很大的作用。这些差异凸显了个性化干预措施的必要性,决策者应将其与更大系统方法中的因果因素结合起来加以考虑。
    Bus driver sleepiness is commonplace but often goes unreported within the industry. Whilst past research has begun to shed a light on the prevalence, potential causes, and consequences of bus driver sleepiness, this is often done using self-report methods. This is the first study to investigate sleepiness amongst city bus drivers on-road using a live bus route with drivers\' regular schedules. A total of 16 participants completed two drives of their regular bus route once during an early morning shift and once during a daytime shift whilst physiological and self-report measures of sleep and stress were taken. Prior to these drives, drivers recorded their sleep in a diary and wore an actigraph to obtain objective sleep measures. Results showed that most drivers did not obtain sufficient sleep prior to early morning shifts, and often did not obtain as much sleep as they would need in order to feel rested before work. Sleepiness and stress were observed in both shifts. During early morning shifts sleepiness was likely a result of working during circadian lows and not obtaining enough sleep prior to the shift. In contrast, sleepiness during the daytime shift was likely a result of completing a highly demanding task in complex traffic which not only contributed to fatigue, but also led to increased levels of stress. As well as demonstrating the prevalence of sleepiness amongst bus drivers, these findings show that the causes of sleepiness can be multifaceted and often come about due to a combination of work and personal factors. In addition, the experience of sleepiness is not the same for all drivers, with individual differences in the experience of sleepiness playing a large role. These differences highlight the need for individualised interventions which should be considered by policymakers alongside the combination of causal factors within a larger systems approach.
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  • 文章类型: Journal Article
    目的:我们调查了轮班工人(SWs)和非轮班工人(NSWs)之间睡眠惯性的差异以及抑郁症状的影响,困倦,失眠,和时间型对SWs和NSWs睡眠惯性的影响。
    方法:总之,4,561名SWs(2,142名男性和2,419名女性,年龄36.99±9.84岁)和2,093NSW(999名男性和1,094名女性,年龄37.80±9.73岁)参加了本研究。所有参与者都完成了睡眠惯性问卷(SIQ),流行病学研究抑郁量表(CESD),Epworth嗜睡量表(ESS),失眠严重程度指数(ISI),通过在线调查和晨曦-均匀性问卷(MEQ)。
    结果:在控制CESD后,SWs报告的SIQ分数高于NSWs,ESS,ISI,或MEQ。CESD,ESS,ISI,MEQ预测SWs和NSWs中的SIQ。在SWs和NSWs中,CESD和MEQ对SIQ的影响更强,分别。CESD和MEQ通过ESS对SIQ的间接影响明显受到工作时间表的调节。
    结论:SWs比NSWs显示更高的睡眠惯性。与SWs相比,慢性型对睡眠惯性的影响在NSWs中更为突出。然而,抑郁症状对睡眠惯性的影响在SWs中比在NSWs中更显著。此外,抑郁症状或慢性型对睡眠惯性的影响是由嗜睡介导的,这种间接效应在按工作时间表分层的参与者中存在显著差异.
    OBJECTIVE: We investigated the difference in sleep inertia between shift workers (SWs) and non-shift workers (NSWs) and the effects of depressive symptoms, sleepiness, insomnia, and chronotype on sleep inertia in SWs and NSWs.
    METHODS: Altogether, 4,561 SWs (2,142 men and 2,419 women, aged 36.99±9.84 years) and 2,093 NSWs (999 men and 1,094 women, aged 37.80±9.73 years) participated in the current study. All participants completed the Sleep Inertia Questionnaire (SIQ), Epidemiological Studies Depression Scale (CESD), Epworth Sleepiness Scale (ESS), Insomnia Severity Index (ISI), and Morningness-Eveningness Questionnaire (MEQ) through an online survey.
    RESULTS: SWs reported higher SIQ scores than NSWs after controlling for CESD, ESS, ISI, or MEQ. The CESD, ESS, ISI, and MEQ predicted SIQ in both SWs and NSWs. The effects of CESD and MEQ on SIQ were stronger in SWs and NSWs, respectively. The indirect effects of CESD and MEQ on SIQ via ESS were significantly moderated by work schedules.
    CONCLUSIONS: SWs showed higher sleep inertia than NSWs. The effect of chronotypes on sleep inertia was more prominent in NSWs than in SWs. However, the effect of depressive symptoms on sleep inertia was more prominent in SWs than in NSWs. Moreover, the effect of depressive symptoms or chronotypes on sleep inertia was mediated by sleepiness, and such indirect effects were significantly different among the participants stratified by work schedules.
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  • 文章类型: Journal Article
    目的:移位与认知障碍和睡眠时间和质量减少有关,主要是由于昼夜节律失调。这项研究测试了昼夜节律照明是否可以改善模拟夜班期间的认知表现和睡眠,而不是昏暗的控制照明。
    方法:19名健康参与者(平均值±SD29±10年,12名男性,7名女性)被招募到一项实验室研究,该研究由两个平衡的8天照明条件(随机顺序)间隔1个月组成:1)控制照明条件-昏暗,蓝色耗尽和2)昼夜节律通知的照明条件-在适当的情况下富含蓝色和蓝色耗尽。参与者经历了一个适应之夜(22:00h-07:00h),然后是四个晚上的模拟夜间工作(九个任务的认知测试电池,00:00h-08:00h)和白天睡眠(10:00h-19:00h)。精神运动警惕任务(PVT)失效,卡罗林斯卡嗜睡量表(KSS)评分,和多导睡眠图得出的睡眠结果使用混合模型在不同条件和不同天数之间进行比较.
    结果:对于PVT失误,发现了任务交互效应的显着逐日条件,中值反应时间,和反应速度,与控制相比,通过昼夜节律照明的模拟移位结束时,失误减少了约50%(平均值±SD7.4±5.0与15.6±6.1)。在第6天和第7天,夜班中点附近的KSS较低,昼夜节律照明与对照照明。到第7天,参与者的睡眠时间延长了52分钟[95%CIs:27.5,76.5分钟],具有昼夜节律的照明与控制照明,p<0.001。对其他绩效任务的影响不一致。
    结论:昼夜节律照明改善了睡眠,困倦,与控制照明相比,保持警惕。这些发现支持了照明干预措施的潜力,以改善长期暴露于昏暗照明的夜班工人的睡眠和警惕性。
    OBJECTIVE: Shiftwork is associated with cognitive impairment and reduced sleep time and quality, largely due to circadian misalignment. This study tested if circadian-informed lighting could improve cognitive performance and sleep during simulated night shifts versus dim control lighting.
    METHODS: Nineteen healthy participants (Mean±SD 29±10 years, 12 males, 7 females) were recruited to a laboratory study consisting of two counterbalanced 8-day lighting conditions (order randomized) 1-month apart: 1) control lighting condition- dim, blue-depleted and 2) circadian-informed lighting condition- blue-enriched and blue-depleted where appropriate. Participants underwent an adaptation night (22:00h - 07:00h), then four nights of simulated nightwork (cognitive testing battery of nine tasks, 00:00h - 08:00h) and sleep during the day (10:00h - 19:00h). Psychomotor vigilance task (PVT) lapses, Karolinska Sleepiness Scale (KSS) scores, and polysomnography-derived sleep outcomes were compared between conditions and across days using mixed models.
    RESULTS: Significant condition-by-day-by-time of task interaction effects were found for PVT lapses, median reaction time, and reaction speed, with ~50% fewer lapses by the end of simulated shiftwork with circadian-informed lighting versus control (mean±SD 7.4±5.0 vs. 15.6±6.1). KSS was lower around the nightshift midpoints on days 6 and 7 with circadian versus control lighting. Participants slept 52 minutes longer [95% CIs: 27.5, 76.5 mins] by Day 7 with circadian-informed versus control lighting, p<0.001. Effects were inconsistent on other performance tasks.
    CONCLUSIONS: Circadian-informed lighting improved sleep, sleepiness, and vigilance compared to control lighting. These findings support the potential for lighting interventions to improve sleep and vigilance in night shift workers chronically exposed to dim lighting.
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  • 文章类型: Journal Article
    在这项研究中,我们旨在研究将瑞典式fika(咖啡)休息纳入急诊医学居民的教学时间表对其在教学过程中的嗜睡水平的影响。Fika是瑞典的传统,涉及在工作日期间故意休息的决定,通常涉及糕点和咖啡。我们使用Karolinska嗜睡量表来评估实施fika休息前后嗜睡水平的变化。
    研究设计涉及随机交叉试验方法,从特定时期的急诊医学居民那里收集的数据。这种方法是为了最大限度地减少混淆并在统计上有效。
    结果显示,fika和对照日的平均嗜睡量表分别为4.6和5.5,分别为(P=0.004)。
    Fika的整合对嗜睡水平产生积极影响,从而潜在地增强了住院医师教学过程中的教育体验。
    UNASSIGNED: In this study we aimed to investigate the effects of incorporating Swedish-style fika (coffee) breaks into the didactic schedule of emergency medicine residents on their sleepiness levels during didactic sessions. Fika is a Swedish tradition that involves a deliberate decision to take a break during the workday and usually involves pastries and coffee. We used the Karolinska Sleepiness Scale to assess changes in sleepiness levels before and after the implementation of fika breaks.
    UNASSIGNED: The study design involved a randomized crossover trial approach, with data collected from emergency medicine residents over a specific period. This approach was done to minimize confounding and to be statistically efficient.
    UNASSIGNED: Results revealed the average sleepiness scale was 4.6 and 5.5 on fika and control days, respectively (P = 0.004).
    UNASSIGNED: Integration of fika breaks positively influenced sleepiness levels, thus potentially enhancing the educational experience during residency didactics.
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  • 文章类型: Journal Article
    背景:虽然睡眠障碍与心房颤动(AF)有关,生理改变和症状的相互作用仍不清楚.基于睡眠的表型可以解释这种复杂性,并转化为可操作的方法来识别有风险的患者和治疗干预措施。
    目的:本研究假设离散的症状表型和多导睡眠图(PSG)为基础的数据在房颤事件中存在差异。
    方法:来自STARLIT的数据(睡眠信号,测试,回顾性研究了2004年11月27日至2015年12月30日接受PSG的克利夫兰诊所患者(≥18岁)的患者特征)注册表。使用症状的潜在类别分析和基于PSG的睡眠呼吸紊乱和睡眠结构的测量来鉴定表型。表型作为主要预测因子被包括在多变量调整的Cox比例风险模型中。
    结果:在我们的队列中(N=43,433,年龄51.8±14.5岁,51.9%男性,74.9%白色),7.3%(n=3,166)有基线房颤。在7.6±3.4年的随访期内,8.9%(n=3,595)发生房颤。鉴定了五种表型。缺氧亚型(n=3,245)有48%增加的房颤(HR:1.48;95%CI:1.34-1.64),呼吸暂停+觉醒亚型(n=4,592)有22%增加的事件AF(HR:1.22;95%CI:1.10-1.35),与长睡眠+快速眼动(n=26,809)相比,短睡眠+非快速眼动亚型(n=6,126)的房颤发生率增加了11%(HR:1.11;95%CI:1.01-1.22),参考组。呼吸不足亚型(n=2,661)与参考无差异(HR:0.89;95%CI:0.77-1.03)。
    结论:与先前支持缺氧作为房颤驱动因素和嗜睡表型的心脏风险的证据一致,这种症状和生理改变说明了房颤发展的脆弱性,为增强我们对综合睡眠特异性症状和房性心律失常发生的生理风险的理解提供潜在价值。
    BACKGROUND: While sleep disorders are implicated in atrial fibrillation (AF), the interplay of physiologic alterations and symptoms remains unclear. Sleep-based phenotypes can account for this complexity and translate to actionable approaches to identify at-risk patients and therapeutic interventions.
    OBJECTIVE: This study hypothesized discrete phenotypes of symptoms and polysomnography (PSG)-based data differ in relation to incident AF.
    METHODS: Data from the STARLIT (sleep Signals, Testing, And Reports LInked to patient Traits) registry on Cleveland Clinic patients (≥18 years of age) who underwent PSG from November 27, 2004, to December 30,2015, were retrospectively examined. Phenotypes were identified using latent class analysis of symptoms and PSG-based measures of sleep-disordered breathing and sleep architecture. Phenotypes were included as the primary predictor in a multivariable-adjusted Cox proportional hazard models for incident AF.
    RESULTS: In our cohort (N = 43,433, age 51.8 ± 14.5 years, 51.9% male, 74.9% White), 7.3% (n = 3,166) had baseline AF. Over a 7.6- ± 3.4-year follow-up period, 8.9% (n = 3,595) developed incident AF. Five phenotypes were identified. The hypoxia subtype (n = 3,245) had 48% increased incident AF (HR: 1.48; 95% CI: 1.34-1.64), the apneas + arousals subtype (n = 4,592) had 22% increased incident AF (HR: 1.22; 95% CI: 1.10-1.35), and the short sleep + nonrapid eye movement subtype (n = 6,126) had 11% increased incident AF (HR: 1.11; 95% CI: 1.01-1.22) compared with long sleep + rapid eye movement (n = 26,809), the reference group. The hypopneas subtype (n = 2,661) did not differ from reference (HR: 0.89; 95% CI: 0.77-1.03).
    CONCLUSIONS: Consistent with prior evidence supporting hypoxia as an AF driver and cardiac risk of the sleepy phenotype, this constellation of symptoms and physiologic alterations illustrates vulnerability for AF development, providing potential value in enhancing our understanding of integrated sleep-specific symptoms and physiologic risk of atrial arrhythmogenesis.
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  • 文章类型: Journal Article
    失眠,最普遍的睡眠障碍,通常与其他精神和躯体疾病有关,使其成为一个重大的健康问题。它的特点是夜间症状和白天功能障碍,嗜睡是后者的潜在标准。嗜睡是一种正常的生理状态,通常在通常的就寝时间附近经历,在正常情况下。在失眠中,白天有明显嗜睡的想法似乎有点合乎逻辑。然而,这个话题一直是睡眠医学中各种讨论的主题,研究产生矛盾和不一致的结果。在这篇文章中,我们的目标是批判性地检查白天嗜睡的人失眠障碍,并提出一种替代方法来解决它,在临床实践和研究环境中。进一步研究白天嗜睡在失眠中的作用至关重要,特别是通过关注嗜睡感知作为一个更相关的维度来探索大多数患者。某些失眠表型在白天客观上是昏昏欲睡的,这似乎是合理的,但是需要更多的研究,特别是明确定义的临床样本。讨论了评估失眠中嗜睡感对临床实践的影响,并提出了新的研究途径。
    Insomnia, the most prevalent sleep disorder, is commonly associated with other mental and somatic disorders, making it a significant health concern. It is characterized by nighttime symptoms and daytime dysfunction, with sleepiness being a potential criterion for the latter. Sleepiness is a normal physiological state that is typically experienced near usual bedtime, in normal circumstances. In insomnia, it seems somewhat logical the idea that there is significant daytime sleepiness. However, the topic has been the subject of various discussions in sleep medicine, with studies yielding contradictory and inconsistent results. In this article, we aim to critically examine daytime sleepiness in individuals with insomnia disorder and propose an alternative approach to addressing it, both in clinical practice and research settings. It is crucial to further investigate the role of daytime sleepiness in insomnia, particularly by focusing on sleepiness perception as a more relevant dimension to explore in majority of patients. It is plausible that certain insomnia phenotypes are objectively sleepy during the day, but more studies are necessary, particularly with well-defined clinical samples. The implications of assessing sleepiness perception in insomnia for clinical practice are discussed, and new avenues for research are suggested.
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  • 文章类型: Journal Article
    肥胖是一个全球健康问题,多年来一直在增加,它与影响呼吸系统的几种病理生理变化有关,包括肺泡通气不足。肥胖通气不足综合征(OHS)是睡眠通气不足障碍的六种亚型之一。它被定义为肥胖的存在,慢性肺泡通气不足导致日间高碳酸血症和缺氧,和睡眠呼吸紊乱。睡眠障碍的存在是OHS患者存在的特征之一。其中,90%的患者患有阻塞性睡眠呼吸暂停(OSA),其余10%的OHS患者在无OSA或轻度OSA的情况下存在非阻塞性睡眠通气不足。这篇综述旨在全面了解OHS的流行病学和病理生理影响,并强调其临床特征。预后,和严重性,以及可用的治疗方案。
    Obesity is a global health concern that has been increasing over the years, and it is associated with several pathophysiological changes affecting the respiratory system, including alveolar hypoventilation. Obesity hypoventilation syndrome (OHS) is one of the six subtypes of sleep-hypoventilation disorders. It is defined as the presence of obesity, chronic alveolar hypoventilation leading to daytime hypercapnia and hypoxia, and sleep-disordered breathing. The existence of a sleep disorder is one of the characteristics that patients with OHS present. Among them, 90% of patients have obstructive sleep apnea (OSA), and the remaining 10% of patients with OHS have non-obstructive sleep hypoventilation without OSA or with mild OSA. This review aims to provide a comprehensive understanding of the epidemiological and pathophysiological impact of OHS and to highlight its clinical features, prognosis, and severity, as well as the available treatment options.
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  • 文章类型: Journal Article
    自我报告较短/较长的睡眠持续时间,失眠,在观察性分析中,晚上偏好与高血糖有关,在使用加速度计衍生的睡眠特征的小型研究中也有类似的观察结果。孟德尔随机化(MR)研究支持自我报告失眠的影响,但不是其他人,糖化血红蛋白(HbA1c)。为了探索潜在的影响,我们使用MR方法来评估加速度计衍生的睡眠特征(持续时间,中点最小活动5小时,中点最活跃10小时,睡眠碎片,和效率)来自英国生物库(UKB)(n=73,797)和MAGIC财团(n=146,806)的欧洲成年人的HbA1c/葡萄糖。应用跨性状连锁不平衡评分回归来确定加速度计衍生的遗传相关性,自我报告的睡眠特征,和HbA1c/葡萄糖。我们发现任何加速度计衍生的睡眠特征对HbA1c或葡萄糖没有因果关系。UKB子样本中自我报告的睡眠特征的类似MR结果与加速度计得出的测量值表明,我们的结果并未通过选择偏差来解释。表型和遗传相关性分析表明,自我报告和加速度计衍生的性状之间存在复杂的关系,表明它们可能反映了不同类型的暴露。这些发现表明,加速度计衍生的睡眠特征不会影响HbA1c。由加速度计得出的睡眠持续时间和质量的度量可能不仅仅是自我报告的睡眠持续时间和失眠的“客观”度量,而是捕捉到了不同的睡眠特征。
    Self-reported shorter/longer sleep duration, insomnia, and evening preference are associated with hyperglycaemia in observational analyses, with similar observations in small studies using accelerometer-derived sleep traits. Mendelian randomization (MR) studies support an effect of self-reported insomnia, but not others, on glycated haemoglobin (HbA1c). To explore potential effects, we used MR methods to assess effects of accelerometer-derived sleep traits (duration, mid-point least active 5-h, mid-point most active 10-h, sleep fragmentation, and efficiency) on HbA1c/glucose in European adults from the UK Biobank (UKB) (n = 73,797) and the MAGIC consortium (n = 146,806). Cross-trait linkage disequilibrium score regression was applied to determine genetic correlations across accelerometer-derived, self-reported sleep traits, and HbA1c/glucose. We found no causal effect of any accelerometer-derived sleep trait on HbA1c or glucose. Similar MR results for self-reported sleep traits in the UKB sub-sample with accelerometer-derived measures suggested our results were not explained by selection bias. Phenotypic and genetic correlation analyses suggested complex relationships between self-reported and accelerometer-derived traits indicating that they may reflect different types of exposure. These findings suggested accelerometer-derived sleep traits do not affect HbA1c. Accelerometer-derived measures of sleep duration and quality might not simply be \'objective\' measures of self-reported sleep duration and insomnia, but rather captured different sleep characteristics.
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  • 文章类型: Journal Article
    驾驶员困倦是道路交通事故的重要因素。热成像已成为通过分析面部热图案来检测困倦的有效工具。然而,尚不清楚哪些面部区域受影响最大,并且与嗜睡的相关性最强。这项研究检查了各种面部区域的变化和重要性,并提出了一种检测驾驶员困倦的方法。二十名参与者在驾驶模拟器中接受了测试,并测量了各个面部区域的温度变化。随机森林方法用于评估每个面部区域的重要性。结果表明,鼻腔区域的温度变化表现出最高值,而眼睛的变化与嗜睡最相关。此外,利用随机森林特征重要性模型确定为最重要区域的面部区域的热变化,以88%的准确度对困倦进行分类。这些发现提供了用于检测驾驶员困倦的面部热成像的全面概述,并引入了眼睛温度作为调查认知活动的新颖有效措施。
    Driver drowsiness is a significant factor in road accidents. Thermal imaging has emerged as an effective tool for detecting drowsiness by enabling the analysis of facial thermal patterns. However, it is not clear which facial areas are most affected and correlate most strongly with drowsiness. This study examines the variations and importance of various facial areas and proposes an approach for detecting driver drowsiness. Twenty participants underwent tests in a driving simulator, and temperature changes in various facial regions were measured. The random forest method was employed to evaluate the importance of each facial region. The results revealed that temperature changes in the nasal area exhibited the highest value, while the eyes had the most correlated changes with drowsiness. Furthermore, drowsiness was classified with an accuracy of 88 % utilizing thermal variations in the facial region identified as the most important regions by the random forest feature importance model. These findings provide a comprehensive overview of facial thermal imaging for detecting driver drowsiness and introduce eye temperature as a novel and effective measure for investigating cognitive activities.
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