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...