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Xiu-Pan Chen

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Open access Sep 2026

An Interpretable Multimodal Machine-Learning Model for Predicting Cognitive Impairment from Routine MRI: A Study with External Validation

Existing MRI-based prediction models for cognitive impairment often rely on a single biomarker or simply compare algorithms, act as black boxes, and lack external validation, which limits their clinical translation. We developed and externally validated an interpretable multimodal machine-learning model that classifies...

Xiu-Pan Chen, Bao-Wen Zhang, Meng-Die Li et al. · 0 citations

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