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. 2021 Jun 28;20:63. doi: 10.1186/s12938-021-00899-z

Table 4.

MRI texture analysis using combined tp1 + tp2 MRI data and molecular subtypes using different machine learning classifiers

Method Sens. Spec. PPV NPV Accuracy AUC P-value
Rusboosted Tree 94.59 92.31 97.22 85.71 94 0.98 (0.94, 1.0) 0.00029
Decision Tree 1.00 0 74.00 NA 90 0.92 (0.81, 1.0) 0.00459
SVM coarse Gaussian 94.59 0 72.92 0 74 0.72 (0.55, 0.88) 0.5738
Kernel Naïve Bayes 70.27 69.23 86.66 45.00 70 0.70 (0.55, 0.85) 0.7925
KNN 94.59 0 72.92 0 70 0.60 (0.43, 0.76) 0.7924

The number in parenthesis showed the 95% confidence intervals. These data were tumor contour without morphological dilation