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Pupillary transient responses to within-task cognitive load variation

机译:瞳孔对任务内认知负荷变化的瞬时反应

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摘要

Changes in physiological signals due to task evoked cognitive load have been reported extensively. However, pupil size based approaches for estimating cognitive load on a moment-to-moment basis are not as well understood as estimating cognitive load on a task-to-task basis, despite the appeal these approaches have for continuous load estimation. In particular, the pupillary transient response to instantaneous changes in induced load has not been experimentally quantified, and the within-task changes in pupil dilation have not been investigated in a manner that allows their consistency to be quantified with a view to biomedical system design. In this paper, a variation of the digit span task is developed which reliably induces rapid changes of cognitive load to generate task-evoked pupillary responses (TEPRs) associated with large, within-task load changes. Linear modelling and oneway ANOVA reveals that increasing the rate of cognitive loading, while keeping task demands constant, results in a steeper pupillary response. Instantaneous drops in cognitive load are shown to produce statistically significantly different transient pupillary responses relative to sustained load, and when characterised using an exponential decay response, the task-evoked pupillary response time constant is in the order of 1-5 s. Within-task test-retest analysis confirms the reliability of the moment-to-moment measurements. Based on these results, estimates of pupil diameter can be employed with considerably more confidence in moment-to-moment cognitive load estimation systems. (C) 2016 Elsevier Ireland Ltd. All rights reserved.
机译:由于任务诱发的认知负荷而引起的生理信号变化已被广泛报道。然而,尽管这些方法具有连续的负荷估计的吸引力,但基于瞬间的瞬间估计认知负荷的基于瞳孔大小的方法并不像基于任务对任务的估计认知负荷那样好。特别是,尚未对实验中对诱导负荷瞬时变化的瞳孔瞬态响应进行量化,并且尚未以允许量化其一致性的方式研究生物膨胀系统的任务内变化,以便进行生物医学系统设计。在本文中,开发了一种数字跨度任务的变体,该变体可靠地引起认知负荷的快速变化,以生成与较大的任务内负荷变化相关的任务诱发的瞳孔反应(TEPR)。线性建模和单向方差分析表明,在保持任务需求恒定的同时,增加认知负荷的速率会导致较陡的瞳孔反应。认知负荷的瞬时下降显示出相对于持续负荷产生统计学上显着不同的瞬时瞳孔反应,并且当使用指数衰减反应进行表征时,任务诱发的瞳孔反应时间常数约为1-5 s。任务内测试-再测试分析证实了瞬间测量的可靠性。基于这些结果,可以在瞬间到瞬间的认知负荷估计系统中以更大的信心使用瞳孔直径的估计。 (C)2016 Elsevier Ireland Ltd.保留所有权利。

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