眼动追踪指标检测睡眠限制和性别差异检查工作警觉性的研究

Daniel Siswanto
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引用次数: 0

摘要

眼动追踪(ET)已被广泛用于检测与疲劳相关的眼部变化。然而,是否有一个ET指标能够检测疲劳密切相关的警觉性下降是未知的。本研究旨在确定哪些ET指标在检测不同性别睡眠限制(4小时和8小时)引起的警觉性变化方面是敏感的。共纳入56例受试者,其中男性28例(21.32±1.16岁),女性28例(21.5±1.2岁)。使用眼动追踪设备,参与者被要求模拟在50个手电筒下检查缺陷(污垢、划痕、缺失部件和不良组装)。此外,采用精神运动警戒任务(PVT)和卡罗林斯卡嗜睡量表(KSS)进行警觉性评估。方差分析结果显示,睡眠限制影响平均RT (p值= 0.001)、轻微失速(p值= 0.036)、平均1/RT (p值= 0.001)、扫视速度(p值= 0.001)和KSS (p值= <0.001)。性别影响平均1/RT (p值= 0.016)、瞳孔直径(p值= 0.022)和扫视速度(p值= 0.030)。Pearson相关检验显示ET和PVT指标之间的关系较弱。然而,跳动速度有可能能够检测到警觉性的变化,因为它受到睡眠限制的影响。这些结果还需要进一步的研究来证实,因为本研究中扫视速度与PVT指标之间的相关性还需要表现出更强的相关性,才能成为警觉性指标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Investigation on Eye Tracking Indicators to Detect Alertness on Inspection Jobs with Sleep Limits and Gender Differences
Eye tracking (ET) has been widely used to detect ocular changes that are also correlated with fatigue. However, whether there is an ET indicator capable of detecting fatigue closely related to vigilance decrement is unknown. This study aims to determine which ET indicators are sensitive in detecting changes in vigilance due to sleep restriction (4 and 8 hours) in different gender. Fifty-six participants (28 men, 21.32 ± 1.16 years and 28 women, 21.5 ± 1.2 years) were involved in this study. Using an eye tracker device, participants were asked to simulate inspecting defects (dirt, scratches, missing parts, and poor assembly) at 50 flashlights. In addition, vigilance assessment was carried out with the Psychomotor Vigilance Task (PVT) and the Karolinska Sleepiness Scale (KSS). The results of ANOVA showed that sleep restriction affected the mean RT (p-value = 0.001), minor lapse (p-value = 0.036), mean 1/RT (p-value = 0.001), saccadic velocity (p-value = 0.001), and KSS (p-value = <0.001). Gender influenced the mean 1/RT (p-value = 0.016), pupil diameter (p-value = 0.022), and saccadic velocity (p-value = 0.030). The Pearson correlation test shows a weak relationship between the ET and PVT indicators. However, saccadic velocity has the potential to be able to detect changes in vigilance because it is influenced by sleep restriction. Further research is still needed to confirm these results because the correlation between saccade velocity and PVT indicators in this study still needs to show a stronger relationship to become a vigilance indicator.
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