Ensemble deep model for continuous estimation of Unified Parkinson's Disease Rating Scale III.

Murtadha D HssayeniJoohi Jimenez-ShahedMichelle A BurackBehnaz Ghoraani

Published in: Biomedical engineering online (2021)

Our analysis demonstrates the potential of our algorithm for estimating PD severity scores unobtrusively at home. Such an algorithm could provide the required motor-complication measurements without unnecessary clinical visits and help the treating physician provide effective management of the disease.

Keyphrases

machine learning
deep learning
primary care
emergency department
neural network
convolutional neural network
risk assessment
human health
climate change