Open access
Sep 2026
Multimodal deep learning outperforms clinical and brain region models in predicting stroke-associated pneumonia: an explainable AI study
A multimodal deep learning framework integrating MRI, brain-region information, and clinical characteristics improved SAP prediction after AIS and provided an interpretable approach for individualized risk stratification.
Hao He, Xu Zhang, Li-Juan Gu et al.
· Frontiers in Neurology · 0 citations