LLM-guided multimodal attention network for robust multiclass Parkinson’s disease diagnosis

LLM-guided multimodal fusion via MGCA provides reliable and interpretable approach for PD staging, substantially improving prodromal PD identification by integrating semantic clinical knowledge with neuroimaging representations.

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Publication Details

Journal
Biomedizinische Technik/Biomedical Engineering
Published
2026-03-02
DOI
https://doi.org/10.1515/bmt-2026-0004
Primary Topic
Parkinson's Disease Mechanisms and Treatments
Type
article
Field-Weighted Citation Impact
0.00

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article

LLM-guided multimodal attention network for robust multiclass Parkinson’s disease diagnosis

Y B Ye, Taisheng Zeng, Kavimbi Chipusu, Bijiao Ding et al.
Biomedizinische Technik/Biomedical Engineering
Parkinson's Disease Mechanisms and Treatments
article

LLM-guided multimodal attention network for robust multiclass Parkinson’s disease diagnosis

Y B Ye, Taisheng Zeng, Kavimbi Chipusu, Bijiao Ding, Muhammad Ibrahim Umar, Yifeng Huang, Jianlong Huang
article en

Abstract

LLM-guided multimodal fusion via MGCA provides reliable and interpretable approach for PD staging, substantially improving prodromal PD identification by integrating semantic clinical knowledge with neuroimaging representations.

Biomedizinische Technik/Biomedical Engineering
Huaqiao University (CN), Fujian Medical University (CN), Quanzhou Normal University (CN), Huazhong University of Science and Technology (CN)
Huaqiao University
Openalex Percentile: Top 42%
Parkinson's Disease Mechanisms and Treatments
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