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Author

Samantha Tran

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Review Sep 2026

Balancing Information Richness and Cognitive Load: A Scoping Review of Multimodal AI Systems for Older Adults in Home Environments

This scoping review maps current research on multimodal AI systems for older adults in home environments and proposes the Context-Adaptive Information Layering framework, which organizes information into Essential, Contextual, and Exploratory layers that adapt based on learned user patterns, task criticality, and cogni...

Samantha Tran, Zi-Yao Zhou, Jing-Yi Xie · 0 citations

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