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Montadzah A. Abdulgani2

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Open access Jul 2026

A Multidimensional Conceptual Framework of Generative AI As a Co-Instructor: Measurement Formulation for Personalized and Sustainable Higher Education

A multidimensional conceptual framework and measurement formulation is developed that positions GenAI as a structured pedagogical collaborator supporting personalization, sustainability, and ethical integrity and recommends institutionally guided, teacher-in-the-loop implementation strategies.

Jonathan M. Mantikayan, Montadzah A. Abdulgani2 · 0 citations

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