Diagnostic Endpoint Prediction on MIMIC IV
0.827AUROC (Median)Transformer-based health forecaster
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Transformer-based health forecasterEndpoint=N18 Chronic kidney disease2026.06 | 0.827 | 0.812 | 0.84 | 0.257 | 634 | |
| Transformer-based health forecasterEndpoint=Z99 Dependence on renal dialysis2026.06 | 0.824 | 0.767 | 0.876 | 0.093 | 75 | |
| Transformer-based health forecasterEndpoint=C78 Sec. malig. neoplasm, resp./digestive2026.06 | 0.763 | 0.747 | 0.778 | 0.173 | 582 | |
| Transformer-based health forecasterEndpoint=C77 Sec. malig. neoplasm, lymph nodes2026.06 | 0.725 | 0.698 | 0.75 | 0.064 | 249 | |
| Transformer-based health forecasterEndpoint=Kidney disease2026.06 | 0.694 | 0.677 | 0.709 | 0.259 | 1,081 | |
| Transformer-based health forecasterEndpoint=I25 Chronic ischaemic heart disease2026.06 | 0.686 | 0.664 | 0.713 | 0.074 | 321 | |
| Transformer-based health forecasterEndpoint=Metastatic disease2026.06 | 0.667 | 0.65 | 0.685 | 0.191 | 844 | |
| Transformer-based health forecasterEndpoint=I50 Heart failure2026.06 | 0.652 | 0.629 | 0.675 | 0.09 | 423 | |
| Transformer-based health forecasterEndpoint=I48 Atrial fibrillation/flutter2026.06 | 0.643 | 0.62 | 0.666 | 0.091 | 411 | |
| Transformer-based health forecasterEndpoint=All-cause mortality2026.06 | 0.635 | 0.622 | 0.648 | 0.432 | 2,356 | |
| Transformer-based health forecasterEndpoint=I21 Acute myocardial infarction2026.06 | 0.633 | 0.585 | 0.681 | 0.019 | 87 | |
| Transformer-based health forecasterEndpoint=I11 Hypertensive heart disease2026.06 | 0.621 | 0.585 | 0.657 | 0.033 | 169 | |
| Transformer-based health forecasterEndpoint=C79 Sec. malig. neoplasm, other sites2026.06 | 0.595 | 0.573 | 0.617 | 0.083 | 479 | |
| Transformer-based health forecasterEndpoint=Cardiovascular diseases2026.06 | 0.593 | 0.578 | 0.608 | 0.277 | 1,645 | |
| Transformer-based health forecasterEndpoint=N17 Acute kidney failure2026.06 | 0.591 | 0.572 | 0.609 | 0.125 | 748 | |
| Transformer-based health forecasterEndpoint=A41 Other sepsis2026.06 | 0.582 | 0.549 | 0.615 | 0.047 | 265 | |
| Transformer-based health forecasterEndpoint=A04 Other bacterial intestinal infections2026.06 | 0.58 | 0.539 | 0.621 | 0.028 | 161 | |
| Transformer-based health forecasterEndpoint=B96 Other bacterial agents (Gram-negative)2026.06 | 0.574 | 0.543 | 0.607 | 0.043 | 261 | |
| Transformer-based health forecasterEndpoint=B99 Other/unspec. infectious disease2026.06 | 0.571 | 0.453 | 0.692 | 0.003 | 15 | |
| Transformer-based health forecasterEndpoint=Bacterial infections2026.06 | 0.562 | 0.542 | 0.582 | 0.119 | 746 | |
| Transformer-based health forecasterEndpoint=B95 Streptococcus/Staphylococcus2026.06 | 0.555 | 0.524 | 0.586 | 0.046 | 291 | |
| Transformer-based health forecasterEndpoint=J96 Respiratory failure2026.06 | 0.538 | 0.51 | 0.567 | 0.063 | 389 | |
| Transformer-based health forecasterEndpoint=I80 Phlebitis/thrombophlebitis2026.06 | 0.492 | 0.454 | 0.531 | 0.021 | 161 | |
| Transformer-based health forecasterEndpoint=Depressive disorders2026.06 | 0.489 | 0.464 | 0.515 | 0.066 | 499 | |
| Transformer-based health forecasterEndpoint=I10 Essential hypertension2026.06 | 0.472 | 0.453 | 0.492 | 0.138 | 1,068 | |
| Transformer-based health forecasterEndpoint=A09 Other gastroenteritis/colitis2026.06 | 0.411 | 0.325 | 0.498 | 0.018 | 31 | |
| Transformer-based health forecasterEndpoint=Osteolyses2026.06 | 0.279 | 0.131 | 0.467 | 0.001 | 8 |