Multimodal Analysis Using Neuroimaging and Eye Movements to Assess Cognitive Workload

Fraga, Ricardo Palma; Reddy, Pratusha; Kang, Ziho; İzzetoǧlu, Kurtuluş

doi:10.1007/978-3-030-50353-6_4

Cited by 6 publications

(1 citation statement)

References 49 publications

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“…More data should be collected to verify whether the results might accord with bootstrapping results. Future research includes, but are not limited to, investigating sustained attention along with our recent research activities related to physiological measures (Palma Fraga et al, 2020), situation awareness (Argyle et al, 2020), and/or fatigue (Naeeri et al, 2021) that involves prolonged repetitive tasks.…”

Section: Discussionmentioning

confidence: 99%

Multi-method Analysis Approach to Investigate the Effect of Intermittent Interventions on Sustained Attention: Application on a Passport Screening Task

Dirisina,

Kang

2023

Proceedings of the Human Factors and Ergonomics Society Annual

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A multi-method analysis approach is proposed to investigate whether corroborating evidence can be found to obtain some possible insights on whether intermittent interventions might increase sustained attention for a repetitive task. The proposed approach involves analysis from diverse aspects including signal detection, anomaly detection, reaction time, and workload. A small-scale experiment was conducted, in which the primary task was a low-to-moderate fidelity repetitive passport screening task, and the intermittent intervention task was an auditory task of simple calculations. Among nearly two hundred passport images, some contained incorrect information within the images, whereas some contained anomalies, such as star shapes, shown outside of the images. Results showed that the treatment group, who received intermittent interventions, showed higher sensitivity on detection errors, higher anomaly detection, without substantial differences on reaction times and workload. Results show promise on adapting the proposed approach to investigate sustained attention when developing systems for training beginners.

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Section: Discussionmentioning

confidence: 99%