TRV-2026-1324Certified recordPeer-reviewed

Exploring AI tool adoption in higher education: evidence from a PLS-SEM model integrating multimodal literacy, self-efficacy, and university support

Introduction: Framed within the technology acceptance model, this study examines how multimodal literacy, self-efficacy, and university support affect students' attitudes toward artificial intelligence tools and the students' intentions to adopt them. Methods: Survey data from 498 students were analyzed using PLS-SEM 4.0 and SPSS 29. Results: The findings showed that the perceived usefulness of the AI tools was the strongest predictor of both attitude toward the tools and intention to use them. All three anteced…

Education · Good Space — documented gain · certified 2026-10-11 · v1 · article view · machine-readable

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In higher education, higher multimodal literacy, self-efficacy, and university support increased students' perceived usefulness and ease of use of AI tools, with perceived usefulness driving more positive attitudes and stronger intentions to adopt them.

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Truvace Impact Record TRV-2026-1324, v1: “Exploring AI tool adoption in higher education: evidence from a PLS-SEM model integrating multimodal literacy, self-efficacy, and university support.” Truvace, 2026-10-11. /record/TRV-2026-1324 (accessed at citation time). sha256 a7c802fac5d2522f…

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