Table 3 Impact of the positive weight (W) in the loss function on ROC AUC, accuracy (Acc), PPA, PPV, F1 score (F1), and NPA across test and holdout sets
From: Predicting ROS1 and ALK fusions in NSCLC from H&E slides with a two-step vision transformer approach
| Â | Test | Holdout | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
W | AUC | Acc | PPA | PPV | F1 | NPA | AUC | Acc | PPA | PPV | F1 | NPA |
5 | 0.85 | 0.92 | 0.50 | 0.06 | 0.10 | 0.92 | 0.85 | 0.92 | 0.48 | 0.06 | 0.10 | 0.93 |
10 | 0.85 | 0.88 | 0.58 | 0.05 | 0.09 | 0.89 | 0.85 | 0.89 | 0.58 | 0.05 | 0.09 | 0.89 |
20 | 0.86 | 0.84 | 0.72 | 0.04 | 0.08 | 0.84 | 0.85 | 0.84 | 0.68 | 0.04 | 0.07 | 0.84 |
30 | 0.85 | 0.79 | 0.79 | 0.04 | 0.07 | 0.79 | 0.85 | 0.79 | 0.72 | 0.03 | 0.06 | 0.79 |