Table 5.
Experience Level Recognition Results Based on k-Nearest Neighbor (k = 5)
Accuracy | Sensitivity | Specificity | |
---|---|---|---|
Peg Transfer Task | |||
Reach for peg (counts) | 0.81 | 0.91 | 0.70 |
Place peg on pegboard (counts) | 0.81 | 1.00 | 0.60 |
Reach for peg (duration) | 0.81 | 0.81 | 0.80 |
Transfer peg between graspers (duration) | 0.76 | 0.91 | 0.60 |
Place peg into pegboard (duration) | 0.86 | 1.00 | 0.70 |
Peg is dropped (counts) | 0.81 | 0.91 | 0.70 |
Knot Tying Task | |||
Reach for needle | 0.76 | 0.90 | 0.63 |
Orient needle | 0.71 | 0.80 | 0.63 |