Table 5 Performance comparison of each experience levels based on precision, sensitivity, F1 score, and accuracy, evaluated using the 28-question spot-diagnosis quiz for classifying CVI & DVT, lymphedema, normal, and systemic disease conditions.
Experience level | Lymphedema | CVI & DVT | Systemic Disease | Normal | All class | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Precision | Sensitivity | F1 | Precision | Sensitivity | F1 | Precision | Sensitivity | F1 | Precision | Sensitivity | F1 | Precision | Sensitivity | F1 | Accuracy | |
Medical student | 0.745 | 0.483 | 0.586 | 0.545 | 0.688 | 0.608 | 0.623 | 0.447 | 0.521 | 0.461 | 0.576 | 0.512 | 0.601 | 0.554 | 0.576 | 0.554 |
Residents | 0.700 | 0.636 | 0.667 | 0.602 | 0.696 | 0.646 | 0.610 | 0.348 | 0.443 | 0.534 | 0.681 | 0.599 | 0.617 | 0.601 | 0.609 | 0.601 |
Fellows and staffs | 0.732 | 0.625 | 0.674 | 0.633 | 0.699 | 0.664 | 0.628 | 0.379 | 0.473 | 0.522 | 0.712 | 0.603 | 0.636 | 0.612 | 0.624 | 0.612 |
0-5 cases | 0.657 | 0.494 | 0.564 | 0.511 | 0.688 | 0.586 | 0.582 | 0.358 | 0.444 | 0.446 | 0.683 | 0.540 | 0.554 | 0.561 | 0.557 | 0.561 |
6-10 cases | 0.726 | 0.572 | 0.640 | 0.583 | 0.711 | 0.641 | 0.544 | 0.421 | 0.475 | 0.458 | 0.518 | 0.486 | 0.589 | 0.568 | 0.578 | 0.568 |
11-20 cases | 0.700 | 0.600 | 0.646 | 0.587 | 0.675 | 0.628 | 0.717 | 0.450 | 0.553 | 0.589 | 0.733 | 0.653 | 0.648 | 0.618 | 0.632 | 0.618 |
More than 20 cases | 0.741 | 0.681 | 0.710 | 0.642 | 0.694 | 0.667 | 0.626 | 0.361 | 0.458 | 0.528 | 0.731 | 0.613 | 0.643 | 0.627 | 0.635 | 0.627 |