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Author

Hanwen Zhang

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Preprint Aug 2026

Physiological World Models for Human State Transitions

Continuous multimodal sensing now allows human physiology to be observed throughout daily life rather than only during occasional clinical visits. However, most health artificial intelligence systems are designed to recognize current states, estimate risks or analyse individual biomarkers. They do not directly model ho...

Chong-Yang Zhang, Rendong Wang, Hao Zheng et al. · 0 citations
Meta-analysis Open access Aug 2026

The Improvement Effects of Virtual Reality-Assisted Exercise Training on Motor and Psychiatric Symptoms in Patients With Parkinson’s Disease: A Meta-Analysis of Randomized Controlled Trials

VR-assisted exercise training effectively improves comprehensive motor function, specific cognition and depressive mood in patients with Parkinson’s disease, and routine clinical recommendation requires further evidence from extended follow-up studies.

Hanwen Zhang, Xiao-Lei Yuan · 0 citations
Open access Aug 2026

Development and validation of a multimodal nomogram predicting anxiety and depression in Parkinson’s disease: integrating plasma biomarkers and clinical phenotypes

Combining peripheral plasma NfL levels with standard clinical phenotypes provides an objective, quantifiable, and non-invasive tool for early risk stratification of affective disorders in PD.

Guidong Liu, Yan-Qin Geng, Hanwen Zhang et al. · 0 citations

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