Early Event Prediction on ICareFM v9 (test)
0.975AUROC (Circulatory, 8h)LightGBM
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| LightGBMObservation window=C=24h2026.05 | 0.975 | 0.827 | 0.794 | 0.686 | 0.96 | 0.846 | 0.723 | 0.804 | |
| LSTMObservation window=C=24h2026.05 | 0.965 | 0.816 | 0.791 | 0.718 | 0.953 | 0.681 | 0.738 | 0.862 | |
| TCNObservation window=C=24h2026.05 | 0.964 | 0.818 | 0.79 | 0.723 | 0.952 | 0.676 | 0.752 | 0.869 | |
| RidgeObservation window=C=24h2026.05 | 0.955 | 0.79 | 0.783 | 0.696 | 0.948 | 0.647 | 0.693 | 0.809 | |
| Clin-JEPAInput configuration=hist-only, Observation window=C=24h2026.05 | 0.894 | 0.847 | 0.773 | 0.787 | 0.911 | 0.811 | 0.776 | 0.976 | |
| Clin-JEPAInput configuration=hist+fut, Observation window=C=24h2026.05 | 0.894 | 0.851 | 0.773 | 0.797 | 0.911 | 0.809 | 0.78 | 0.993 | |
| SFT w/o JEPAInput configuration=hist+fut, Observation window=C=24h2026.05 | 0.882 | 0.818 | 0.729 | 0.802 | 0.886 | 0.743 | 0.691 | 0.991 | |
| SFT w/o JEPAInput configuration=hist-only, Observation window=C=24h2026.05 | 0.881 | 0.803 | 0.593 | 0.79 | 0.889 | 0.749 | 0.744 | 0.976 | |
| V-JEPA 2-ACInput configuration=hist-only, Observation window=C=24h2026.05 | 0.877 | 0.824 | 0.755 | 0.793 | 0.897 | 0.726 | 0.747 | 0.974 | |
| V-JEPA 2-ACInput configuration=hist+fut, Observation window=C=24h2026.05 | 0.876 | 0.831 | 0.759 | 0.81 | 0.9 | 0.724 | 0.757 | 0.993 |