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Findings extend prior qualitative work on dementia-related anxiety by showing how fear is managed through both agency and avoidance and how support needs are embedded in relational and sociocultural contexts.
A context-specific workflow was developed that translated framework analysis into bounded, sequential LLM-supported tasks and applied it to 20 Chinese-language interviews on fear of dementia, where Qwen-output showed the most consistently favourable overall profile, while Claude-output was most often ranked first in in...
Perfect Fit shows potential as an accessible and inclusive strategy for multiple health behavior changes, contributing to public health and can guide the future development of virtual coach interventions.
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