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Author

Hangsik Shin

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Open access Sep 2026

Assessing pre-frailty in the elderly using explainable AI

Frailty characterized by a rapid decline in physical and cognitive functions is highly associated with an increased prevalence of chronic diseases and higher risks of disability and mortality. Particularly, a pre-frailty stage marks the initial phase of transitioning from a healthy state to a frail state. Timely and...

Changwon Wang, Hangsik Shin · 0 citations
Open access Jul 2026

Large language models for interpretation of health checkup results

Overall, advanced prompting markedly improved model performance, and top-tier LLMs demonstrated robust interpretive capability, while caution is needed for variables with complex clinical semantics such as blood pressure.

Jiwon You, Hangsik Shin · 0 citations

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