MGMT and central nervous system cancer: Figure 3 presents a comprehensive comparison of five performance metrics (AUC, accuracy, recall, specificity, and F1 score) for four glioma-related classification tasks (IDH mutation, MGMT methylation, 1p/19q co-deletion, and tumor grade), systematically assessing the impact of different modality combinations.