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This article discusses the use of machine learning models to automatically detect freezing of gait (FOG) in Parkinson’s disease patients. The models were developed through a global competition and showed high agreement with gold-standard FOG measures. The study highlights the potential for machine learning to improve FOG detection and management in Parkinson’s disease.