Generative AI as an External Cognitive Tool: Cognitive Dependence, AI Literacy, and Perceived Academic Creativity

Generative artificial intelligence (GenAI) provides a new context for examining how external intelligent systems are associated with human cognitive agency and perceived creative intellectual functioning. Drawing on cognitive offloading theory and AI literacy research, this cross-sectional study tested a moderated mediation model linking GenAI use intensity, GenAI cognitive dependence, AI literacy, and perceived academic creativity. Survey data were collected from 936 undergraduates at six universities in China. Confirmatory factor analysis supported the empirical distinctiveness of the four focal constructs, and latent structural equation modeling was used to examine the hypothesized associations. GenAI use intensity showed a positive direct association with perceived academic creativity and a positive association with GenAI cognitive dependence; cognitive dependence was negatively associated with perceived academic creativity. The standardized direct and indirect associations operated in opposite directions, leaving a small model-implied net association (β ≈ 0.040). AI literacy was negatively associated with cognitive dependence and positively associated with perceived academic creativity. The use-dependence association was weaker at higher levels of AI literacy, and the negative indirect association through dependence was correspondingly smaller. These cross-sectional results are interpreted as associations and do not establish temporal or causal ordering.

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Publication Details

Journal
Journal of Intelligence
Published
2026-08-11
DOI
https://doi.org/10.3390/jintelligence14080185
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

Generative AI as an External Cognitive Tool: Cognitive Dependence, AI Literacy, and Perceived Academic Creativity

Yi Zhang, Weida Zhang, Wenzhang Li, Mengling Li
Journal of Intelligence
Artificial Intelligence in Healthcare and Education
article

Generative AI as an External Cognitive Tool: Cognitive Dependence, AI Literacy, and Perceived Academic Creativity

Yi Zhang, Weida Zhang, Wenzhang Li, Mengling Li
article en

Abstract

Generative artificial intelligence (GenAI) provides a new context for examining how external intelligent systems are associated with human cognitive agency and perceived creative intellectual functioning. Drawing on cognitive offloading theory and AI literacy research, this cross-sectional study tested a moderated mediation model linking GenAI use intensity, GenAI cognitive dependence, AI literacy, and perceived academic creativity. Survey data were collected from 936 undergraduates at six universities in China. Confirmatory factor analysis supported the empirical distinctiveness of the four focal constructs, and latent structural equation modeling was used to examine the hypothesized associations. GenAI use intensity showed a positive direct association with perceived academic creativity and a positive association with GenAI cognitive dependence; cognitive dependence was negatively associated with perceived academic creativity. The standardized direct and indirect associations operated in opposite directions, leaving a small model-implied net association (β ≈ 0.040). AI literacy was negatively associated with cognitive dependence and positively associated with perceived academic creativity. The use-dependence association was weaker at higher levels of AI literacy, and the negative indirect association through dependence was correspondingly smaller. These cross-sectional results are interpreted as associations and do not establish temporal or causal ordering.

Journal of IntelligenceVol. 14(8)
Huaibei Normal University (CN), Central China Normal University (CN), Jiangxi Normal University (CN)
National Social Science Fund of China
Quality Education
Openalex Percentile: Top 13%
Artificial Intelligence in Healthcare and Education
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