Prediction of Freezing of Gait in Parkinson's Disease Using Wearables and Machine Learning.

Machine learning models are capable of predicting FOG before its actual occurrence with adequate accuracy. The dopaminergic therapy affects pre-FOG gait patterns, thereby influencing the algorithm's effectiveness.