NeuroLens: A multimodal patient system for early screening and real-time monitoring of Parkinson’s disease

Zixu Geng; Shih Ching Yeh; Xiaowei Xu; Jian Zhuang; Jingwei Li; Ruitian Wu; Feng Lin; Longxiang Pan; Wenyao Xu; Ming Chun Huang

doi:10.1016/j.smhl.2026.100685

NeuroLens: A multimodal patient system for early screening and real-time monitoring of Parkinson’s disease

Zixu Geng
, Shih Ching Yeh
, Xiaowei Xu
, Jian Zhuang
, Jingwei Li
, Ruitian Wu
, Feng Lin
, Longxiang Pan
, Wenyao Xu
, Ming Chun Huang

Department of Computer Science and Engineering

Duke Kunshan University
National Yang Ming Chiao Tung University
National Central University
Guangdong General Hospital
Zhejiang University
University of Pittsburgh

Research output: Contribution to journal › Article › peer-review

Abstract

Parkinson’s disease (PD) is a progressive neurodegenerative disorder that requires early detection and continuous monitoring. This paper presents NeuroLens, a multimodal patient system that integrates sensor data, behavioral analysis, and real-time monitoring to support early screening and disease progression tracking. The proposed system demonstrates potential for improving clinical decision-making and enabling personalized healthcare interventions.

Original language	English
Article number	100685
Journal	Smart Health
Volume	41
DOIs	https://doi.org/10.1016/j.smhl.2026.100685
State	Published - Sep 2026

Keywords

Digital health
Early screening
Multimodal sensing
Parkinson’s disease
Real-time monitoring

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10.1016/j.smhl.2026.100685

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title = "NeuroLens: A multimodal patient system for early screening and real-time monitoring of Parkinson{\textquoteright}s disease",

abstract = "Parkinson{\textquoteright}s disease (PD) is a progressive neurodegenerative disorder that requires early detection and continuous monitoring. This paper presents NeuroLens, a multimodal patient system that integrates sensor data, behavioral analysis, and real-time monitoring to support early screening and disease progression tracking. The proposed system demonstrates potential for improving clinical decision-making and enabling personalized healthcare interventions.",

keywords = "Digital health, Early screening, Multimodal sensing, Parkinson{\textquoteright}s disease, Real-time monitoring",

author = "Zixu Geng and Yeh, \{Shih Ching\} and Xiaowei Xu and Jian Zhuang and Jingwei Li and Ruitian Wu and Feng Lin and Longxiang Pan and Wenyao Xu and Huang, \{Ming Chun\}",

note = "Publisher Copyright: {\textcopyright} 2026 Elsevier Inc. All rights are reserved, including those for text and data mining, AI training, and similar technologies.",

year = "2026",

month = sep,

doi = "10.1016/j.smhl.2026.100685",

language = "English",

volume = "41",

journal = "Smart Health",

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TY - JOUR

T1 - NeuroLens

T2 - A multimodal patient system for early screening and real-time monitoring of Parkinson’s disease

AU - Geng, Zixu

AU - Yeh, Shih Ching

AU - Xu, Xiaowei

AU - Zhuang, Jian

AU - Li, Jingwei

AU - Wu, Ruitian

AU - Lin, Feng

AU - Pan, Longxiang

AU - Xu, Wenyao

AU - Huang, Ming Chun

PY - 2026/9

Y1 - 2026/9

N2 - Parkinson’s disease (PD) is a progressive neurodegenerative disorder that requires early detection and continuous monitoring. This paper presents NeuroLens, a multimodal patient system that integrates sensor data, behavioral analysis, and real-time monitoring to support early screening and disease progression tracking. The proposed system demonstrates potential for improving clinical decision-making and enabling personalized healthcare interventions.

AB - Parkinson’s disease (PD) is a progressive neurodegenerative disorder that requires early detection and continuous monitoring. This paper presents NeuroLens, a multimodal patient system that integrates sensor data, behavioral analysis, and real-time monitoring to support early screening and disease progression tracking. The proposed system demonstrates potential for improving clinical decision-making and enabling personalized healthcare interventions.

KW - Digital health

KW - Early screening

KW - Multimodal sensing

KW - Parkinson’s disease

KW - Real-time monitoring

UR - https://www.scopus.com/pages/publications/105043472971

U2 - 10.1016/j.smhl.2026.100685

DO - 10.1016/j.smhl.2026.100685

M3 - Article

AN - SCOPUS:105043472971

SN - 2352-6483

VL - 41

JO - Smart Health

JF - Smart Health

M1 - 100685

ER -

NeuroLens: A multimodal patient system for early screening and real-time monitoring of Parkinson’s disease

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Keywords

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