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How awareness of a user’s cognitive state can improve human-AI teams

Date

2025

Journal Title

Journal ISSN

Volume Title

Publisher

Springer

Abstract

Much of the discussion about human-AI teams has focused on artificial intelligence technologies; however, recent works have focused on the role of humans. Situation awareness has been used to describe awareness about hu-man environmental factors (e.g., mental workload) on task performance and has recently been applied to new discussions about performance in human-AI teams. These discussions have neglected many cognitive factors that can now be incorporated into human-AI team dynamics, thanks to advances in cognitive neuroscience and technology. In this chapter, I will describe how these advances enable situation awareness of cognition that opens new possibilities for human-AI collaboration.

Description

This is an Accepted Manuscript version of the following chapter: Colin Conrad, "How awareness of a user’s cognitive state can improve human-AI teams", published in "The Design of Human-Centered Artificial Intelligence Solutions for the Workplace", edited by Léger, P. M., Coursaris, C. K., Beringer, J., and Öz, B., 2025, Springer. This version of the manuscript has been accepted for publication, after final editorial and peer review (where applicable) is complete, but is not the Version of Record and does not reflect post-acceptance improvements (such as copyediting or typesetting), or any corrections. Use of this Accepted Manuscript version is subject to the publisher’s Accepted Manuscript terms of use: https://www.springernature.com/gp/open-research/policies/accepted-manuscript-terms.

Keywords

Situation awareness, cognition, attention, vigilance, mind wandering

Citation

Conrad, C. (2024). How awareness of a user’s cognitive state can improve human-AI teams. In Léger, P. M., Coursaris, C. K., Beringer, J., and Öz, B. (eds.). The Design of Human-Centered Artificial Intelligence Solutions for the Workplace. Springer.

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