Mortality Prediction on P-Mortality P12 (test)
54.9AUPRCVITAL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VITALObservation Window=48-hour2025.11 | 54.9 | — | 86 | |
| PULSE-ICUObservation Window=48-hour2025.11 | 54.4 | — | 85.7 | |
| GRU-Ds/epoch=8.67 ± 0.492019.09 | 53.7 | 80 | 86.3 | |
| TRANSFORMERs/epoch=6.06 ± 0.062019.09 | 52.8 | 83.7 | 86.3 | |
| SEFT-ATTNs/epoch=7.62 ± 0.102019.09 | 52.4 | 75.3 | 85.1 | |
| ViTSTObservation Window=48-hour2025.11 | 51.1 | — | 85.1 | |
| IP-NETSs/epoch=25.3 ± 1.82019.09 | 51 | 79.4 | 86 | |
| LATENT-ODEs/epoch=3500, limited_hyperparameter_tuning=true2019.09 | 50.7 | 76 | 85.7 | |
| mTANDObservation Window=48-hour2025.11 | 48.2 | — | 84.2 | |
| TransformerObservation Window=48-hour2025.11 | 47.9 | — | 83.3 | |
| DGM2-OObservation Window=48-hour2025.11 | 47.8 | — | 83.4 | |
| IP-NetObservation Window=48-hour2025.11 | 47.6 | — | 82.6 | |
| Trans-meanObservation Window=48-hour2025.11 | 46.3 | — | 82.6 | |
| GRU-DObservation Window=48-hour2025.11 | 46.1 | — | 81.9 | |
| RaindropObservation Window=48-hour2025.11 | 44 | — | 82.8 | |
| GRU-SIMPLEs/epoch=30.0 ± 2.52019.09 | 42.2 | 82.2 | 80.8 | |
| PHASED-LSTMs/epoch=44.6 ± 2.32019.09 | 38.7 | 76.8 | 79 | |
| MTGNNObservation Window=48-hour2025.11 | 35.5 | — | 74.4 | |
| SeFTObservation Window=48-hour2025.11 | 31.1 | — | 73.9 |