Fig. 1

Distribution of train-valid-test dataset: “Synthetic” examples are created by Synthetic Minority Oversampling Technique (SMOTE) only in the training set to cope with the bias toward the majority class due to the imbalanced distribution of the target variable (Emergency neurosurgery within the 24 h hours after admission)