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Open access Sep 2026

Multimodal deep learning outperforms clinical and brain region models in predicting stroke-associated pneumonia: an explainable AI study

Stroke-associated pneumonia (SAP) is a frequent complication after acute ischemic stroke (AIS) and is associated with poor outcomes. This study aimed to develop an interpretable multimodal deep learning model integrating MRI, lesion-related brain regions, and clinical variables for early SAP prediction. A to...

Hao He, Xu Zhang, Lijuan Gu et al. · 0 citations

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