Investigating mental workload across task modalities: a multimodal analysis using pupillometry.

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-10-16 DOI:10.1080/00140139.2024.2414203
Snehal Dhengre, Ling Rothrock
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Abstract

Understanding mental workload is challenging due to its multidimensional nature and varying sensitivities of its primary measures: task performance, perceived workload, and physiological responses. This study investigates the effects of task load on performance, perceived workload, and pupil measures across different information modalities. A within-subjects experiment involving three tasks (digit span, matrix span, and dual n-back) was conducted with three task load levels. Workload measures included accuracy/sensitivity, reaction time, NASA-TLX, peak pupil diameter, and peak pupil latency. Consistent patterns of associations between task load and these workload measures were found across the three modalities. Workload measures revealed a nuanced interplay between task modality and task load. Robustness of peak pupil latency, accuracy, and NASA-TLX was highlighted across verbal and visual modalities, while peak pupil diameter showed a weaker impact with differences between modalities. The findings encourage multivariate assessment of mental workload to account for different task modalities.

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调查不同任务模式下的脑力劳动负荷:利用瞳孔测量法进行多模式分析。
由于心理工作量具有多维性,而且其主要测量指标(任务表现、感知工作量和生理反应)的敏感性各不相同,因此了解心理工作量具有挑战性。本研究调查了不同信息模式下任务负荷对成绩、感知工作量和瞳孔测量的影响。研究人员在三个任务(数字跨度、矩阵跨度和双回数)的三个任务负荷水平下进行了主体内实验。工作量测量包括准确性/灵敏度、反应时间、NASA-TLX、瞳孔直径峰值和瞳孔潜伏期峰值。在三种模式中,任务负荷与这些工作量测量之间的关联模式是一致的。工作量测量揭示了任务模式和任务负荷之间微妙的相互作用。瞳孔峰值潜伏期、准确性和 NASA-TLX 的稳定性在语言和视觉模式中都得到了强调,而瞳孔峰值直径对不同模式的影响较弱。研究结果鼓励对心理工作量进行多变量评估,以考虑不同的任务模式。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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