The integration of Generative AI into higher education has shifted the central assessment problem from whether students may use AI towards how human judgement over AI output can be preserved and evidenced. This article examines the
AI as Critic
mechanism within the Structured AI-Guided Education (SAGE) framework,...
Mahmoud Elkhodr, E. Gide· Technology, Knowledge and Le...· 0 citations
The AI-Integrated Mental Health Support System (AIMHSS), a layered framework that combines Artificial Intelligence, Internet of Things, Virtual Reality, and blockchain technologies to support elderly mental health monitoring and intervention planning, is presented.
This paper conceptualises the SAGE Defend step, the sixth stage of the Structured AI-Guided Education framework, as a format-agnostic assurance checkpoint for AI-integrated higher education assessment, and proposes a three-class assurance-task typology, an epistemic matching framework, and six design principles for emb...
Mahmoud Elkhodr, E. Gide· Frontiers in Education· 1 citation
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