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. 2023 May 23;13:1138069. doi: 10.3389/fonc.2023.1138069

Table 4.

Predictive model performance for Ki-67 in the internal and external test.

Models Features/classification Test Accuracy 95% CI AUC 95% CI Sensitivity 95% CI Specificity 95% CI
Radiomics Lasso+RandomForest Internal test 0.813 0.73 - 0.89 0.756 0.666 - 0.845 0.576 0.407 - 0.75 0.936 0.876 - 0.986
  External test 0.751 0.669 - 0.83 0.677 0.567 - 0.778 0.516 0.322 - 0.708 0.837 0.753 - 0.917
Lasso+LDA Internal test 0.813 0.74 - 0.88 0.756 0.669 - 0.841 0.576 0.405 - 0.741 0.937 0.873 - 0.985
  External test 0.753 0.66 - 0.83 0.679 0.582 - 0.779 0.518 0.344 - 0.708 0.839 0.753 -0.921
LinearSVC+RandomForest Internal test 0.796 0.71 - 0.87 0.721 0.634 - 0.81 0.487 0.31 - 0.656 0.955 0.901 - 1
  External test 0.751 0.67 - 0.83 0.615 0.526 - 0.719 0.317 0.142 - 0.5 0.913 0.845 - 0.972
LinearSVC+LDA Internal test 0.795 0.71 - 0.87 0.72 0.636 - 0.811 0.486 0.323 - 0.648 0.954 0.898 - 1
  External test 0.753 0.67 - 0.83 0.616 0.526 - 0.708 0.321 0.156 - 0.5 0.91 0.845 - 0.972
ExtraTree+RandomForest Internal test 0.773 0.689 - 0.85 0.733 0.636 - 0.821 0.608 0.448 - 0.769 0.857 0.765 - 0.94
  External test 0.783 0.7 - 0.86 0.698 0.603 - 0.796 0.515 0.333 - 0.694 0.882 0.8 - 0.946
ExtraTree+LDA Internal test 0.771 0.69 - 0.85 0.729 0.635 - 0.822 0.6 0.428 - 0.766 0.859 0.77 - 0.937
  External test 0.785 0.7 - 0.87 0.7 0.598 - 0.811 0.518 0.32 - 0.718 0.882 0.807 - 0.951
Clinics+
Radiomics
Lasso+RandomForest Internal test 0.867 0.81 - 0.93 0.82 0.741 - 0.897 0.671 0.514 - 0.821 0.969 0.923 - 1
  External test 0.743 0.66 - 0.82 0.712 0.611 - 0.808 0.643 0.45 -0.809 0.78 0.684 - 0.875
Lasso+LDA Internal test 0.866 0.79 - 0.93 0.817 0.727 - 0.896 0.665 0.499 - 0.818 0.968 0.919 - 1
  External test 0.777 0.69 - 0.85 0.67 0.569 - 0.771 0.441 0.25 - 0.631 0.899 0.823 - 0.96
LinearSVC+RandomForest Internal test 0.846 0.77 - 0.91 0.796 0.705 - 0.88 0.639 0.47 - 0.8 0.953 0.893 - 1
  External test 0.732 0.64 - 0.82 0.628 0.534 - 0.74 0.403 0.217 - 0.613 0.854 0.774 - 0.925
LinearSVC+LDA Internal test 0.847 0.77 - 0.91 0.796 0.705 - 0.881 0.639 0.468 - 0.794 0.953 0.892 - 1
  External test 0.731 0.64 - 0.81 0.626 0.516 - 0.725 0.398 0.206 - 0.577 0.854 0.767 - 0.931
ExtraTree+RandomForest Internal test 0.815 0.74 - 0.89 0.757 0.67 - 0.843 0.576 0.407 - 0.743 0.938 0.876 - 0.985
  External test 0.773 0.68 - 0.85 0.666 0.562 - 0.767 0.435 0.25 - 0.629 0.896 0.823 - 0.96
ExtraTree+LDA Internal test 0.815 0.74 - 0.89 0.758 0.663 - 0.838 0.578 0.4 - 0.736 0.937 0.873 - 0.985
  External test 0.744 0.66 - 0.83 0.713 0.614 - 0.82 0.644 0.444 - 0.826 0.781 0.684 - 0.873