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Workload assessment for mental arithmetic tasks using the task-evoked pupillary response

机译:使用任务诱发的瞳孔反应评估心理算术任务的工作量

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摘要

Pupillometry is a promising method for assessing mental workload and couldbe helpful in the optimization of systems that involve human–computerinteraction. The present study focuses on replicating the studies by Ahern(1978) and Klingner (2010), which found that for three levels of difficultyof mental multiplications, the more difficult multiplications yielded largerdilations of the pupil. Using a remote eye tracker, our research expands uponthese two previous studies by statistically testing for each 1.5 s interval of thecalculation period (1) the mean absolute pupil diameter (MPD), (2) the meanpupil diameter change (MPDC) with respect to the pupil diameter during thepre-stimulus accommodation period, and (3) the mean pupil diameter change rate(MPDCR). An additional novelty of our research is that we compared the pupildiameter measures with a self-report measure of workload, the NASA Task LoadIndex (NASA-TLX), and with the mean blink rate (MBR). The results showed thatthe findings of Ahern and Klingner were replicated, and that the MPD and MPDCdiscriminated just as well between the lowest and highest difficulty levels as didthe NASA-TLX. The MBR, on the other hand, did not differentiate between thedifficulty levels. Moderate to strong correlations were found between the MPDCand the proportion of incorrect responses, indicating that the MPDC was higher forparticipants with a poorer performance. For practical applications, validity could beimproved by combining pupillometry with other physiological techniques.
机译:眼睑测量法是一种评估精神工作量的有前途的方法,可能有助于优化涉及人机交互的系统。本研究的重点是复制Ahern(1978)和Klingner(2010)的研究,他们发现,对于三个层次的心理乘法难度,较难的乘法会产生较大的瞳孔散开。通过使用远程眼动仪,我们的研究在前两个研究的基础上进行了扩展,方法是对计算周期的每个1.5 s间隔进行统计测试(1)平均绝对瞳孔直径(MPD),(2)相对于瞳孔平均瞳孔直径变化(MPDC)刺激前适应期的瞳孔直径,以及(3)平均瞳孔直径变化率(MPDCR)。我们研究的另一个新颖之处是,我们将瞳孔直径测量与工作量的自我报告测量,NASA任务负荷指数(NASA-TLX)和平均眨眼率(MBR)进行了比较。结果表明,Ahern和Klingner的发现是可重复的,并且MPD和MPDC在最低和最高难度级别之间的区别与NASA-TLX一样好。另一方面,MBR没有区分难度级别。 MPDC与错误回答的比例之间存在中度到强相关性,表明MPDC对于表现较差的参与者而言较高。对于实际应用,可以通过将瞳孔测量与其他生理技术相结合来提高有效性。

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