Predicting the Progression of Parkinson’s Disease MDS-UPDRS-III Motor Severity Score from Gait Data using Deep Learning
2021 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC)(2021)
摘要
Parkinson’s disease (PD) is a common neurodegenerative disease presenting with both motor and non-motor symptoms. Among PD motor symptoms, gait impairments are common and evolve over time. PD motor symptoms severity can be evaluated using clinical scales such as the Movement Disorder Society Unified Parkinson’s Rating Scale part III (MDS-UPDRS-III), which depend on the patient’s status at the time...
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关键词
Deep learning,Correlation,Predictive models,Position measurement,Data models,Convolutional neural networks,Reliability
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