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What makes university students accept generative artificial intelligence? A moderated mediation model

dc.authorid0000-0002-1393-2814
dc.authorid0000-0002-7059-9528
dc.authorid0000-0002-8174-9640
dc.authorid0000-0003-2933-0161
dc.contributor.authorTurk, Nuri
dc.contributor.authorBatuk, Barzan
dc.contributor.authorKaya, Alican
dc.contributor.authorYildirim, Oguzhan
dc.date.accessioned2026-03-14T11:48:58Z
dc.date.available2026-03-14T11:48:58Z
dc.date.issued2025
dc.departmentSiirt Üniversitesi
dc.description.abstractArtificial Intelligence (AI) technology developments are increasing the importance of accepting and utilizing generative AI. Higher Education is one of the most common areas where AI tools are used. University students use AI tools such as ChatGPT for various purposes (e.g., homework and projects). However, there is limited research on the factors affecting university students' acceptance of AI. AI-related technology and literacy skills are effective in promoting the acceptance of new technologies. Additionally, attitude towards AI and AI self-efficacy can promote the acceptance of AI. Within this context, this study tested a hypothetical model to examine the relationships among university students' attitude towards AI, AI literacy, AI self-efficacy, AI learning anxiety, and AI acceptance. Data were collected from 356 participants (265 females) with a mean of 22.71 (SD = +/- 3.72). Mediation and moderation analyses were used to examine the role of AI literacy, AI self-efficacy, and AI learning anxiety in the relationship between attitude towards AI and AI acceptance among Turkish university students. The research results showed that the relationship between attitude toward AI and acceptance of AI can be explained by AI literacy and AI self-efficacy. Moreover, AI learning anxiety can moderate the predictive role of students' attitudes towards AI on AI acceptance. The study broadens and enhances the educational AI literature related to the factors that complicate and facilitate AI acceptance.
dc.identifier.doi10.1186/s40359-025-03559-2
dc.identifier.issn2050-7283
dc.identifier.issue1
dc.identifier.pmid41225658
dc.identifier.scopus2-s2.0-105021546866
dc.identifier.scopusqualityQ2
dc.identifier.urihttps://doi.org/10.1186/s40359-025-03559-2
dc.identifier.urihttps://hdl.handle.net/20.500.12604/9040
dc.identifier.volume13
dc.identifier.wosWOS:001615536200010
dc.identifier.wosqualityQ1
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.indekslendigikaynakPubMed
dc.language.isoen
dc.publisherSpringernature
dc.relation.ispartofBmc Psychology
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/openAccess
dc.snmzKA_WoS_20260310
dc.subjectAi Acceptance
dc.subjectAi Literacy
dc.subjectAi Self-Efficacy
dc.subjectAi Attitude
dc.subjectEducational Ai
dc.titleWhat makes university students accept generative artificial intelligence? A moderated mediation model
dc.typeArticle

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