Interpretable machine learning for cognitive impairment prediction in Parkinson's disease: a multicenter validation study with SHAP analysis.

Introduction: Parkinson's disease (PD)-related cognitive impairment (PD-CI) is a common and impactful complication of PD, yet current predictive models often rely on specialized resources, lack interpretability, or have limited cross-population validation. This study aimed to develop an interpretabl...

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Bibliographic Details
Published in:Frontiers in Aging Neuroscience pp. 1 - 14
Main Authors: Wang, Ziyuan, Yan, Junqiang
Format: research tables/charts Journal Article
Published: Frontiers Media S.A. 2025
Online Access:View this record in EBSCOhost