Jul 2026· International Journal of Drug Delivery Technology· Vol 16· 0 citations· 6 references
TL;DR
It is concluded that strengthening critical AI literacy, implementing authentic assessment practices, and reinforcing human agency are essential for preserving intellectual autonomy, ethical accountability, and professional identity among future educators in the digital era.
Abstract
The rapid proliferation of generative artificial intelligence (GenAI) has profoundly transformed teaching, learning,
and assessment practices, creating unprecedented challenges for academic integrity in higher education. This study
investigates the relationships between the level of AI usage, AI literacy, academic stress, and reliance on AI, as
well as the implications of AI reliance for academic integrity awareness among pre-service teachers. Adopting a
quantitative cross-sectional survey design, data were collected from 350 students enrolled in teacher education
programs and analyzed using Partial Least Squares Structural Equation Modeling (PLS-SEM). The proposed
model further examined the mediating roles of critical thinking and academic self-efficacy in the relationship
between AI reliance and academic integrity awareness. The findings indicate that academic stress and the level of
AI usage significantly increase students' reliance on AI, whereas AI literacy significantly reduces such
dependence. Furthermore, reliance on AI exerts a significant negative effect on academic integrity awareness. The
mediation analysis demonstrates that critical thinking and academic self-efficacy significantly mitigate the adverse
effects of AI reliance on integrity awareness. The results suggest that AI reliance extends beyond instrumental use
and increasingly functions as a normative reference and epistemic authority, contributing to the emergence of
phenomena such as delegated ethics and the illusion of competence. This study concludes that strengthening
critical AI literacy, implementing authentic assessment practices, and reinforcing human agency are essential for
preserving intellectual autonomy, ethical accountability, and professional identity among future educators in the
digital era.
The findings revealed a general agreement among students regarding the positive role of AI in enhancing learning experiences, increasing assignment efficiency, and developing skills relevant to future careers, however, lower mean scores in areas such as reliance on AI for research and collaboration suggest a need for f...
J. L. Galang, A. T. Capinding, Rosalie A. Pineda· TEM Journal· 0 citations
The study reveals a set of positive associations, wherein affective factors are linked to behavioral factors, which in turn are linked to self-perceived cognitive and ethical factors, and to AI literacy acquisition, and reveals a suppression effect of the ethical factor on the link between students' self-perceptions an...
The effectiveness of AI-assisted learning technologies is conditional upon students' belief in their own academic capabilities, and this study offers practical implications for higher education institutions seeking to maximize the benefits of AI-based learning tools by simultaneously strengthening students' academic se...
Shumaira Rahim, Ziauddin, Saima Zaman Khalil et al.· Aposta: Revista de Ciencias...· 0 citations
The skill-based dimensions of AI literacy were positively associated with AI dependency, whereas AI self-efficacy and academic self-efficacy were both negatively associated, suggesting a unified compensatory self-efficacy mechanism.
The study highlights the importance of encouraging students to use AI responsibly while maintaining independent learning and effective time management and may help educators and higher education institutions develop policies and strategies for the ethical and balanced use of AI.
Mohammad Atif Gondal, Zartaj Nawaz, Almas Shoaib· SOCIAL PRISM· 0 citations
There is a strong positive correlation between the prevalence of academic dishonesty and the use of AI tools and the conclusion that Nigerian universities must reconsider their frameworks for academic integrity.
Solomon O. Ojedeji· Frontiers in Education· 0 citations
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