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

Ergonomics

Department of Industrial and Manufacturing Engineering, The Pennsylvania State University, State College, USA.

Published: October 2024

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.

Download full-text PDF

Source
http://dx.doi.org/10.1080/00140139.2024.2414203DOI Listing

Publication Analysis

Top Keywords

task load
16
peak pupil
16
mental workload
12
workload measures
12
workload
8
task
8
task modalities
8
performance perceived
8
perceived workload
8
pupil diameter
8

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!