Table 5 Classification results for osteoarthritis severity of each knee compartment using random forest classifier.
Accuracy | Sensitivity | Specificity | Precision | F-measure | ROC AUC | |
|---|---|---|---|---|---|---|
Medial compartment | ||||||
FS-PDWI | 0.739 | 0.551 | 0.788 | 0.552 | 0.533 | 0.784 |
PDWI | 0.762 | 0.581 | 0.808 | 0.546 | 0.548 | 0.759 |
Combination of FS-PDWI and PDWI | 0.779 | 0.613 | 0.820 | 0.604 | 0.590 | 0.815 |
Lateral compartment | ||||||
FS-PDWI | 0.556 | 0.579 | 0.533 | 0.556 | 0.569 | 0.572 |
PDWI | 0.639 | 0.645 | 0.632 | 0.639 | 0.645 | 0.668 |
Combination of FS-PDWI and PDWI | 0.593 | 0.621 | 0.565 | 0.593 | 0.608 | 0.630 |
P-FT compartment | ||||||
FS-PDWI | 0.558 | 0.577 | 0.539 | 0.558 | 0.570 | 0.579 |
PDWI | 0.607 | 0.613 | 0.602 | 0.607 | 0.613 | 0.618 |
Combination of FS-PDWI and PDWI | 0.582 | 0.599 | 0.564 | 0.582 | 0.592 | 0.598 |