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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Manal Althobaiti

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Review Open access Jul 2026

Overview of RAG-based and LLM-based approaches to personalization in healthcare AI applications

A systematic review examines how personalization is operationalized in LLM-only and RAG-enhanced healthcare AI systems, finding that personalization remains inconsistently defined and weakly evaluated in healthcare AI, with most systems implementing retrieval-grounded adaptation rather than true patient-specific person...

Manal Althobaiti, Minhee Jun · 0 citations

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