Table 3.
Area under the curve for the receiver operating characteristic for the best-performing models (models a, b, d, and e).
Approach | 4 pain scores | 2 pain scores | |||||
|
None: 0 | Mild: 1-3 | Moderate: 4-6 | Severe: 7-10 | No or mild pain: 0-5 | Severe pain: 6-10 | |
Original data | 0.82 | 0.85 | 0.88 | 0.83 | 0.91 | 0.89 | |
VAEa data | 0.82 | 0.86 | 0.89 | 0.83 | 0.92 | 0.89 |
aVAE: variational autoencoder.