Generative AI for Personalized Learning Platforms in Otolaryngology-Head and Neck Surgery Education: Scoping Review

CONCLUSIONS: By moving beyond reviews centered on AI applications or model performance, this review provides an education-focused synthesis linking generative AI capabilities, learning outcomes, assessment, safety, implementation, and emerging architectures to the design of personalized learning in…

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