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ResearchFormerly WizWand

Early Event Prediction on ICareFM v9 (test)

0.975AUROC (Circulatory, 8h)LightGBM

Evaluation results

Method	Links
LightGBM2026.05		0.975	0.827	0.794	0.686	0.96	0.846	0.723	0.804
LSTM2026.05		0.965	0.816	0.791	0.718	0.953	0.681	0.738	0.862
TCN2026.05		0.964	0.818	0.79	0.723	0.952	0.676	0.752	0.869
Ridge2026.05		0.955	0.79	0.783	0.696	0.948	0.647	0.693	0.809
Clin-JEPA2026.05		0.894	0.847	0.773	0.787	0.911	0.811	0.776	0.976
Clin-JEPA2026.05		0.894	0.851	0.773	0.797	0.911	0.809	0.78	0.993
SFT w/o JEPA2026.05		0.882	0.818	0.729	0.802	0.886	0.743	0.691	0.991
SFT w/o JEPA2026.05		0.881	0.803	0.593	0.79	0.889	0.749	0.744	0.976
V-JEPA 2-AC2026.05		0.877	0.824	0.755	0.793	0.897	0.726	0.747	0.974
V-JEPA 2-AC2026.05		0.876	0.831	0.759	0.81	0.9	0.724	0.757	0.993