Transformer-based decision support with CNN and ViT for prognostic risk stratification following adjuvant chemotherapy in high-grade glioma: a multicenter study.
BACKGROUND High-grade gliomas (HGGs) exhibit marked intratumoral heterogeneity, which is associated with variable survival outcomes among patients receiving standard adjuvant chemotherapy. Conventional methods relying on molecular biomarkers are constrained by technical limitations and tumor heterogeneity. This study a...