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Freezing Prediction Horizon: Quantifying Advanced Warning for Predicting Freezing of Gait in Parkinson's Disease

2026-01-22 neurology Title + abstract only
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Freezing of gait (FoG) prediction is clinically meaningful only when warnings arrive sufficiently early for subsequent action. Therefore, we adopt a Freezing Prediction Horizon (FPH) evaluation that reports prediction performance as a function of the warning horizon before onset, making the lead-time versus reliability trade-off explicit. Within this protocol, we develop a Transformer-based predictor with a progressive self-paced learning strategy and evaluate it on a 55-patient clinical dataset...

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