Table 2.
Accuracy | Sensitivity | Specificity | Precision | F1-score | G-mean | |
---|---|---|---|---|---|---|
Internal testing dataset | ||||||
MLP | 0.893a | 0.879a | 0.900 | 0.806 | 0.841 | 0.889 |
SVM | 0.845a,b | 0.909a | 0.814 | 0.698 | 0.789 | 0.860 |
LR | 0.874a | 0.848a,b | 0.886 | 0.778 | 0.812 | 0.867 |
XGBoost | 0.816a,b | 0.788 a,b | 0.829 | 0.684 | 0.732 | 0.808 |
Senior R | 0.903a | 0.879a | 0.914 | 0.829 | 0.853 | 0.896 |
Junior R | 0.767b | 0.667b | 0.814 | 0.629 | 0.647 | 0.737 |
P value | < 0.05* | < 0.05* | > 0.05 | > 0.05 | – | – |
External testimg dataset | ||||||
MLP | 0.884a,b | 0.879a,b | 0.887a | 0.806a,b,c | 0.841 | 0.883 |
SVM | 0.758c | 0.970b | 0.645b | 0.593d | 0.736 | 0.791 |
LR | 0.905a,b | 0.970b | 0.871a | 0.800c | 0.877 | 0.919 |
XGBoost | 0.495d | 0.758a | 0.355c | 0.385e | 0.510 | 0.518 |
Senior R | 0.926b | 0.818a | 0.984d | 0.964b | 0.885 | 0.897 |
Junior R | 0.832a,c | 0.818a | 0.839a | 0.730a,c,d | 0.771 | 0.828 |
P value | < 0.05* | < 0.05* | < 0.05* | < 0.05* | – | – |
*On either internal or external testing dataset, different lowercase letters in the same column indicate significant differences among different models or readers (P < 0.05).