论文标题

基于应用程序的扫视延迟和整个成人年龄谱的错误确定

App-based saccade latency and error determination across the adult age spectrum

论文作者

Lai, Hsin-Yu, Saavedra-Pena, Gladynel, Sodini, Charles G., Heldt, Thomas, Sze, Vivienne

论文摘要

我们通过启用基于应用程序的视觉反应时间(扫视潜伏期)和跨越成人年龄频谱的受试者的误差率的测量来帮助医院环境外的神经认知监测。方法:我们开发了一个iOS应用程序,可以在亲和反筛选任务期间用额叶摄像头记录主题。我们进一步开发了自动化算法,用于测量扫视潜伏期和错误率,这些算法考虑到可能并非总是有可能从基于应用程序的录音中确定眼睛运动的可能性。结果:为了测量平板电脑上的扫视延迟,我们确保了屏幕任务演示文稿和相机记录之间的绝对定时误差在5 ms之内。我们在20岁至92岁之间的80名受试者中收集了超过235,000只眼动,其中96%的眼睛运动宣布为良好或方向性错误。我们的错误检测代码的灵敏度为0.97,特异性为0.97。确认先前的报告,我们观察到扫视潜伏期与年龄之间存在正相关,而错误率和年龄之间的关系并不显着。最后,我们观察到扫视潜伏期和错误率分布的显着内部和受试者间变化,这突出了这些视觉数字生物标志物的个性化跟踪的重要性。结论和意义:我们的系统和算法允许无处不在跟踪扫视潜伏期和错误率,这打开了在比以前更广泛的人群中量化患者状态的可能性。

We aid in neurocognitive monitoring outside the hospital environment by enabling app-based measurements of visual reaction time (saccade latency) and error rate in a cohort of subjects spanning the adult age spectrum. Methods: We developed an iOS app to record subjects with the frontal camera during pro- and anti-saccade tasks. We further developed automated algorithms for measuring saccade latency and error rate that take into account the possibility that it might not always be possible to determine the eye movement from app-based recordings. Results: To measure saccade latency on a tablet, we ensured that the absolute timing error between on-screen task presentation and the camera recording is within 5 ms. We collected over 235,000 eye movements in 80 subjects ranging in age from 20 to 92 years, with 96% of recorded eye movements either declared good or directional errors. Our error detection code achieved a sensitivity of 0.97 and a specificity of 0.97. Confirming prior reports, we observed a positive correlation between saccade latency and age while the relationship between error rate and age was not significant. Finally, we observed significant intra- and inter-subject variations in saccade latency and error rate distributions, which highlights the importance of individualized tracking of these visual digital biomarkers. Conclusion and Significance: Our system and algorithms allow ubiquitous tracking of saccade latency and error rate, which opens up the possibility of quantifying patient state on a finer timescale in a broader population than previously possible.

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