Table 4 Classification results for osteoarthritis severity of each knee compartment using support vector machine classifier with sigmoid kernel.
Accuracy | Sensitivity | Specificity | Precision | F-measure | ROC AUC | |
|---|---|---|---|---|---|---|
Medial compartment | ||||||
FS-PDWI | 0.735 | 0.550 | 0.784 | 0.554 | 0.538 | 0.739 |
PDWI | 0.772 | 0.599 | 0.810 | 0.570 | 0.557 | 0.743 |
Combination of FS-PDWI and PDWI | 0.777 | 0.609 | 0.818 | 0.584 | 0.581 | 0.791 |
Lateral compartment | ||||||
FS-PDWI | 0.620 | 0.587 | 0.655 | 0.621 | 0.611 | 0.633 |
PDWI | 0.595 | 0.629 | 0.559 | 0.595 | 0.612 | 0.560 |
Combination of FS-PDWI and PDWI | 0.599 | 0.591 | 0.607 | 0.600 | 0.599 | 0.643 |
P-FT compartment | ||||||
FS-PDWI | 0.562 | 0.534 | 0.592 | 0.562 | 0.553 | 0.527 |
PDWI | 0.624 | 0.612 | 0.637 | 0.626 | 0.623 | 0.646 |
Combination of FS-PDWI and PDWI | 0.673 | 0.675 | 0.670 | 0.675 | 0.677 | 0.695 |