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PDMotion is a machine learning-based system that utilizes motion and spatiotemporal data to automatically diagnose and evaluate the severity of Parkinson’s disease. It also provides a feature/task importance analysis for further understanding of the disease. A study conducted with 79 participants showed promising results in accurately identifying PD patients and differentiating their severity levels.