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Feature importance of the three random forest classifiers contained within the ordinal classifier. The impurity-based (Gini) importance was calculated as the normalized total reduction of the Gini coefficient by the feature. Arm swing features were important to distinguish normal gait from Parkinsonian gait. Roughness of movement features were important to distinguish between different levels of Parkinsonian impairment.
