Performance and mental workload dynamics during in-person and virtually-based remote learning of action sequences

PRACTITIONER SUMMARY: Although remote learning is important for applications such as tele-health and tele-robotics, it is unclear how it differs from in-person learning. This work examines performance and mental workload evolution throughout in-person and remote learning. Both learning modalities attenuated mental workload while performance was enhanced albeit more slowly for in-person learning.

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Publication Details

Journal
Ergonomics
Published
2026-04-16
DOI
https://doi.org/10.1080/00140139.2026.2614629
Primary Topic
Human-Automation Interaction and Safety
Type
article
Field-Weighted Citation Impact
0.00

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article

Performance and mental workload dynamics during in-person and virtually-based remote learning of action sequences

James Purtilo, Calvin Lu, Hyuk Oh, Rodolphe J. Gentili et al.
Ergonomics
Human-Automation Interaction and Safety
article

Performance and mental workload dynamics during in-person and virtually-based remote learning of action sequences

James Purtilo, Calvin Lu, Hyuk Oh, Rodolphe J. Gentili, Matthew J. Reinhard, Ryan C. Brewster, J A Reggia, Alexandra A. Shaver, Immanuel Samuel, Elizabeth M. Kerman
article en

Abstract

PRACTITIONER SUMMARY: Although remote learning is important for applications such as tele-health and tele-robotics, it is unclear how it differs from in-person learning. This work examines performance and mental workload evolution throughout in-person and remote learning. Both learning modalities attenuated mental workload while performance was enhanced albeit more slowly for in-person learning.

Ergonomics
Henry M. Jackson Foundation (US), Georgetown University (US), Department of Veterans Affairs (AU), Artificial Intelligence in Medicine (Canada) (CA), University of Maryland, College Park (US)
U.S. Department of Veterans Affairs
Openalex Percentile: Top 17%
Human-Automation Interaction and Safety
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Performance and mental workload dynamics during in-person and virtually-based remote learning of action sequences — James Purtilo, Calvin Lu, et al. · Ergonomics (2026) | TGRS Research Map | TGRS