You are viewing the site in preview mode

Skip to main content

Table 3 Results of baseline models with top-15 risk factors

From: A non-linear ensemble model-based surgical risk calculator for mixed data from multiple surgical fields

  Models AUC BS \({\mathbf{HL}}_{{\hat{varvec{c}}}}\) P-value
Training mode 1 (10-fold cross validation) NL-SRC 0.892 0.063 8.082 0.426
logit 0.864 0.068 13.561 0.094
CART 0.841 0.069 25.614 0.001
SVM 0.818 0.069 64.247 <0.001
Training mode 1 (6-fold cross validation) NL-SRC 0.890 0.064 9.753 0.283
logit 0.867 0.068 14.603 0.067
CART 0.825 0.071 20.643 0.008
SVM 0.820 0.071 55.271 <0.001
Training mode 2 NL-SRC 0.894 0.060 7.638 0.470
logit 0.861 0.065 31.460 <0.001
CART 0.856 0.064 16.088 0.041
SVM 0.827 0.072 97.202 <0.001
Training mode 3 NL-SRC 0.869 0.066 17.062 0.030
logit 0.863 0.067 75.033 <0.001
CART 0.745 0.079 14.266 0.075
SVM 0.856 0.071 72.822 <0.001