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Ishan Ayus

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Open access Aug 2026

SNAKE optimised deep neural networks for Parkinson’s disease detection using multimodal handwriting as a digital biomarker

Early identification of Parkinson’s disease (PD) remains a major clinical challenge, largely due to the lack of definitive biological biomarkers and the continued dependence on subjective neurological evaluations. Subtle motor abnormalities often manifest in handwriting behaviour, making handwriting analysis an increas...

Ishan Ayus, Biswajit Jena, Chandrashekhar Azad · 0 citations

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