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Hilalah Alturkistani

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Review Open access Aug 2026

INSPIRE: a healthcare-specialized instructional design methodology for high-stakes e-learning in the era of artificial intelligence

INSPIRE integrates phase-based governance, iterative production, continuous quality assurance, and human-in-the-loop AI use in one workflow built for healthcare e-learning and formalizes the role of artificial intelligence across the lifecycle while retaining clinical and pedagogical accountability with human experts.

Hilalah Alturkistani, Fahad Almalki · 0 citations

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