Fig. 3From: MRI-based machine learning models predict the malignant biological behavior of meningiomaCross-validation Receiver operating characteristic of the selected models in training set. (a). T1CE-2D-LASSO-LR model predict meningioma grade. (b). T1CE-3D-LASSO-NB model predict meningioma Ki-67 index. (c). T1CE-2D-LASSO-LR model predict meningioma grade & Ki-67 index. 2D, two-dimensional; 3D, three-dimensional; LASSO, least absolute shrinkage and selection operator; NB, Naive Bayes; LR, logistic regressionBack to article page