The variables f12 (definition of the enhancing margin) and f30 (perpendicular diameter to f29) appeared in three out of the four models, emphasizing the significance of glioma enhancement characteristics and size in predicting IDH mutation status. Here, IDH1 is linked to central nervous system cancer.