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Updated: Jan 15, 2026

Estimate the Cognitive Load Using Electrocardiographic Measure: A Human-AI Collaborative Task
Published on: December 5, 2025
Physical effort and task errors influence the choice for cognitive offloading
Rouven Aust1, Patrick P Weis2, Wilfried Kunde2
1Department of Psychology, University of Würzburg, Röntgenring 11, Würzburg, 97070, Germany. rouven.aust@uni-wuerzburg.de.
Abstract:
Minimizing effort is a principle widely accepted to govern human behavior. We revisited this principle in an extended rotation paradigm. Participants freely chose to solve an object comparison task by either mental or manual rotation of one of two simultaneously presented objects. We manipulated the required force of manual rotation, stimulus complexity, as well as the angular mismatch between both objects, while carefully eliminating confounds of physical effort with time. Our study revealed that both physical and mental effort affect strategy choice. Additionally, strategy choice in a certain trial was influenced by error commissions in the previous trial. These error-induced strategy switches were asymmetric: participants were more inclined to switch following mental than manual rotation errors. Our results suggest that human reactions to error commission when using external tools may differ in a qualitative manner from reactions to error commission during mental endeavors. Theoretical implications are discussed especially in the context of the entanglement of physical effort and time. PUBLIC SIGNIFICANCE STATEMENT: Humans possess the ability to solve problems using either mainly mental or physical resources. For example, objects can be rotated in the mind or physically. Here, we show that when comparing the effort associated with both means, they are both considered for decision making. Furthermore, making a mistake seems to evoke different reactions depending on the means with which the error was made. Considering such different costs and benefits is vital for both designing and working in tech-infused environments that support problem solving.
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