Table 4.
Augmentation via pairing sequences for PCS. Numbers are percentages.
| TRAINING SET SIZE (AS MULTIPLE OF ORIGINAL) | ||||
|---|---|---|---|---|
| 1 | 2 | 3 | 4 | |
| ACCURACY | 61.54 | 64.11 | 65.35 | 67.39 |
| AUC | 65.68 | 68.25 | 70.06 | 71.18 |
| F-1 (MACRO) | 61.49 | 63.93 | 65.35 | 66.26 |
| PRECISION | 61.49 | 64.60 | 65.41 | 66.16 |
| RECALL | 61.49 | 64.24 | 65.41 | 66.38 |
Model metrics for inference of PCS trajectory after augmentation using the sequence pairing method, with augmentation of the training dataset to a 2, 3 and 4 times the original size compared to the baseline (metrics for models inferring MCS, average THYCA trajectory are given in the Supplement). Numbers are percentages.