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Multimodal MRI and machine learning for identifying depression in cerebral small vessel disease: a multicenter study

Abstract Background This study sought to evaluate the effectiveness of a machine learning (ML) model utilizing multimodal MRI in distinguishing cerebral small vessel disease (CSVD) patients with depression (CSVD + D) from those without depression (CSVD − D). Materials and methods This retrospective...

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Principais autores: Guihan Lin, Weiyue Chen, Yongjun Chen, Lei Xu, Ting Zhao, Zufei Wang, Min Xu, Chenying Lu, Minjiang Chen, Shuiwei Xia, Jiansong Ji
Format: Artigo
Sprog:Inglês
Udgivet: BMC 2026-03-01
Serier:BMC Medical Imaging
Fag:
Cerebral small vessel disease
Depression
Multimodal MRI
Machine learning
Online adgang:https://doi.org/10.1186/s12880-026-02319-x
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