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Predicting Motor Trajectories and Mapping Progression Subtypes in Parkinsons Disease via Structure-Function Neural Field Encoding and Multi-View Representation

2025-12-23 neurology Title + abstract only
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Parkinsons disease (PD) is characterized by substantial heterogeneity in progression patterns, posing major challenges for individualized prognosis and clinical management. This study presents Structure-Function Neural Field Alignment and Multi-View Distillation (SFNFA-MVD), a novel deep learning framework that integrates structural, functional, and diffusion MRI to predict motor trajectories and identify progression subtypes of PD. SFNFA-MVD is built around two complementary components: a neura...

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