Table 4.
Sex-Fairness-(S)core and Sex-Fairness-(B)ias of the different methods for PHQ-2 prediction and forecasting: (B)aseline-GRU without personalisation, (T)ransfer (L)earning, (S)ubgroup models, and (S)ubject-(D)ependent (S)tandardisation.
| Method | Prediction | Forecasting | ||
|---|---|---|---|---|
| S | B | S | B | |
| B | 0.460 | 0.576 | 0.369 | 0.630 |
| TL | 0.291 | 0.066 | 0.279 | 0.051 |
| S | 0.055 | 0.065 | 0.449 | 0.081 |
| SDS | 0.112 | 0.127 | 0.330 | 0.275 |