Cognitive Scaffold or Neural Crutch? An fNIRS Analysis of Self-Reported Generative AI Dependency and Cognitive Performance from Controlled Tasks and GAI-Mediated Reading Comprehension: How Interaction Strategies Mediate Prefrontal Oxygenation and Per

As Generative Artificial Intelligence integrates into cognitive workflows, understanding its neurobehavioral impact is critical. This exploratory study investigated how self-reported GAI dependency associates with cognitive performance and prefrontal/temporal hemodynamics. Experiment was conducted with 82 young adults across two experimental phases involving unassisted and GAI-mediated tasks. During unassisted tasks, high and low dependency groups showed no substantial behavioral differences, except for marginal Phase 1 category fluency trend (p = 0.049). However, uncorrected fNIRS data tracked elevated oxygenated hemoglobin (ΔHbO) in high-dependency group, tentatively suggesting localized patterns of compensatory neural recruitment. During GAI-mediated task, unassisted low-dependency group served as organic control, and GAI granted high-dependency group spontaneously bifurcated into non-users, intermittent users, and complete offloaders. While offloaders completed tasks faster, they showed reduced localised neural engagement, whereas intermittent GAI users maintained a neuro-hemodynamic profile similar to controls. These findings are interpreted strictly as provisional, hypothesis-generating, and require independent, systemically balanced empirical validation.

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Publication Details

Journal
Figshare
Published
2026-11-03
DOI
https://doi.org/10.6084/m9.figshare.34898788
Primary Topic
Human-Automation Interaction and Safety
Type
article
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article

Cognitive Scaffold or Neural Crutch? An fNIRS Analysis of Self-Reported Generative AI Dependency and Cognitive Performance from Controlled Tasks and GAI-Mediated Reading Comprehension: How Interaction Strategies Mediate Prefrontal Oxygenation and Per

Eiko Takaoka, Chitra Thirumalaisamy
Figshare
Human-Automation Interaction and Safety
article

Cognitive Scaffold or Neural Crutch? An fNIRS Analysis of Self-Reported Generative AI Dependency and Cognitive Performance from Controlled Tasks and GAI-Mediated Reading Comprehension: How Interaction Strategies Mediate Prefrontal Oxygenation and Per

Eiko Takaoka, Chitra Thirumalaisamy
article en

Abstract

As Generative Artificial Intelligence integrates into cognitive workflows, understanding its neurobehavioral impact is critical. This exploratory study investigated how self-reported GAI dependency associates with cognitive performance and prefrontal/temporal hemodynamics. Experiment was conducted with 82 young adults across two experimental phases involving unassisted and GAI-mediated tasks. During unassisted tasks, high and low dependency groups showed no substantial behavioral differences, except for marginal Phase 1 category fluency trend (p = 0.049). However, uncorrected fNIRS data tracked elevated oxygenated hemoglobin (ΔHbO) in high-dependency group, tentatively suggesting localized patterns of compensatory neural recruitment. During GAI-mediated task, unassisted low-dependency group served as organic control, and GAI granted high-dependency group spontaneously bifurcated into non-users, intermittent users, and complete offloaders. While offloaders completed tasks faster, they showed reduced localised neural engagement, whereas intermittent GAI users maintained a neuro-hemodynamic profile similar to controls. These findings are interpreted strictly as provisional, hypothesis-generating, and require independent, systemically balanced empirical validation.

Figshare
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Human-Automation Interaction and Safety
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