Author

J. Shin

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Open access Sep 2026

Smartphone-Based Multimodal Digital Biomarker Integration for Parkinson’s Disease Screening and Diagnostic Support

Timely identification of Parkinson’s disease (PD) is often delayed because of clinical heterogeneity and limited awareness of early symptoms. Digital biomarkers obtained via smartphones offer scalable screening potential. However, unimodal assessments may lack sufficient sensitivity or specificity given the multidimens...

Kyungsung Lee, Han-Joon Kim, J. Shin et al. · Neurological Therapeutics · 0 citations

#natural language process... Preprint Mar 2026

PACE-RAG: Patient-Aware Contextual and Evidence-Constrained RAG for Clinical Drug Recommendation

Patient-Aware Contextual and Evidence-Constrained RAG personalizes recommendations by first extracting patient-specific clinical features, retrieving cases around these features, and then refining the final prescription using the patient's current symptoms, active medication history, and focus-specific prescribing tend...

C. Huh, Hyunmin Hwang, J. Shin et al. · 0 citations