Detection of mild cognitive impairment in Parkinson’s disease using gradient boosting decision tree models based on multilevel DTI indices

Detection of mild cognitive impairment in Parkinson’s disease using gradient boosting decision tree models based on multilevel DTI indices

Abstract Background Cognitive dysfunction is the most common non-motor symptom in Parkinson’s disease (PD), and timely detection of a slight cognitive decline is crucial for early treatment and prevention of dementia. This study aimed to build a machine learning model based on intra- and/or intervox...

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Bibliographic Details
Main Authors: Boyu Chen, Ming Xu, Hongmei Yu, Jiachuan He, Yingmei Li, Dandan Song, Guo Guang Fan
Format: Article
Language:English
Published: BMC 2023-05-01
Series:Journal of Translational Medicine
Subjects:
Mild cognitive impairment
Parkinson’s disease
Magnetic resonance imaging
Diffusion tensor imaging
Machine learning
Online Access:https://doi.org/10.1186/s12967-023-04158-8

Internet

https://doi.org/10.1186/s12967-023-04158-8

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