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The model performance with and without various components, MAE (95% CI).
| Nemours Pediatric | All of Us | |||
|---|---|---|---|---|
| Model | Imputation | Prediction | Imputation | Prediction |
| Bi-GAN | 1.39 (0.10) | 1.93 (0.07) | 4.22 (0.18) | 5.64 (0.08) |
| w/o λf & λb | 2.72 (0.02) | 5.24 (0.01) | 5.20 (0.20) | 5.79 (0.06) |
| w/o lossG & lossD | 1.48 (0.02) | 2.25 (0.01) | 4.51 (0.19) | 5.91 (0.07) |
| w/o lossG, lossD, λf & λb |
2.78 (0.08) | 7.46 (0.27) | 4.98 (0.21) | 6.06 (0.11) |
