Author

Omar Elharrouss

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#generative ai Review Open access Sep 2026

AI Writing Assistants in Higher Education: A Comprehensive Review of Impact, Literacy, and Policy

This paper synthesises empirical findings across diverse study designs and proposes a seven-dimension AI literacy framework alongside practical design principles for effectively integrating AI tools into modern writing instruction.

Omar Elharrouss, Yasir Mahmood, M. Naouss et al. · Education sciences · 0 citations

Dynamic Trust-Aware Federated Aggregation for Privacy-Aware Multicentric Healthcare AI

This paper proposes Dynamic Trust-Aware Federated Aggregation (DTAFA), which evaluates each participating site through gradient quality, behavioral consistency, and data integrity, then smooths the resulting trust score across rounds, and combines cohort size, smoothed trust, and a current-round quality gate.

E. Badidi, Omar Elharrouss · 0 citations