Diagnostic Endpoint Prediction on MMRF CoMMpass
75.3AUROC (Median)Transformer-based health forecaster
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Transformer-based health forecasterEndpoint=N18 Chronic kidney disease2026.06 | 75.3 | 72.2 | 77.9 | 20.9 | 536 | |
| Transformer-based health forecasterEndpoint=I21 Acute myocardial infarction2026.06 | 74.2 | 67.6 | 80.3 | 0.8 | 31 | |
| Transformer-based health forecasterEndpoint=B99 Other/unspec. infectious disease2026.06 | 73.2 | 65.3 | 79.6 | 2.3 | 53 | |
| Transformer-based health forecasterEndpoint=A09 Other gastroenteritis/colitis2026.06 | 69.6 | 57.6 | 79.5 | 0.7 | 27 | |
| Transformer-based health forecasterEndpoint=All-cause mortality2026.06 | 69.1 | 67.7 | 70.4 | 32.4 | 1,582 | |
| Transformer-based health forecasterEndpoint=N17 Acute kidney failure2026.06 | 68.3 | 63.1 | 72.4 | 2.7 | 126 | |
| Transformer-based health forecasterEndpoint=I48 Atrial fibrillation/flutter2026.06 | 68.2 | 61.6 | 73.7 | 2.1 | 88 | |
| Transformer-based health forecasterEndpoint=Cardiovascular diseases2026.06 | 66.9 | 64.8 | 69 | 14.1 | 674 | |
| Transformer-based health forecasterEndpoint=Kidney disease2026.06 | 66.8 | 63.8 | 69.3 | 9.9 | 501 | |
| Transformer-based health forecasterEndpoint=Z99 Dependence on renal dialysis2026.06 | 65.3 | 57.2 | 72.2 | 3 | 64 | |
| Transformer-based health forecasterEndpoint=A41 Other sepsis2026.06 | 62.1 | 57.2 | 66.7 | 3.2 | 159 | |
| Transformer-based health forecasterEndpoint=I11 Hypertensive heart disease2026.06 | 61.9 | 57.7 | 65.9 | 5.4 | 289 | |
| Transformer-based health forecasterEndpoint=A04 Other bacterial intestinal infections2026.06 | 61.6 | 49.8 | 72.1 | 0.7 | 31 | |
| Transformer-based health forecasterEndpoint=Bacterial infections2026.06 | 60.3 | 57.1 | 63.2 | 6.3 | 342 | |
| Transformer-based health forecasterEndpoint=J96 Respiratory failure2026.06 | 60.3 | 51.9 | 68.6 | 1.4 | 53 | |
| Transformer-based health forecasterEndpoint=I25 Chronic ischaemic heart disease2026.06 | 59.1 | 50.1 | 67 | 0.8 | 54 | |
| Transformer-based health forecasterEndpoint=I50 Heart failure2026.06 | 59 | 49.7 | 67.3 | 2.5 | 61 | |
| Transformer-based health forecasterEndpoint=Osteolyses2026.06 | 57.9 | 54.2 | 61.4 | 22.8 | 1,378 | |
| Transformer-based health forecasterEndpoint=B96 Other bacterial agents (Gram-negative)2026.06 | 57 | 50.6 | 62.9 | 0.9 | 65 | |
| Transformer-based health forecasterEndpoint=I10 Essential hypertension2026.06 | 55.1 | 50.2 | 59.7 | 3.8 | 254 | |
| Transformer-based health forecasterEndpoint=B95 Streptococcus/Staphylococcus2026.06 | 55.1 | 49.9 | 59.7 | 1.4 | 104 | |
| Transformer-based health forecasterEndpoint=Depressive disorders2026.06 | 55 | 39 | 68.6 | 0.2 | 15 | |
| Transformer-based health forecasterEndpoint=I80 Phlebitis/thrombophlebitis2026.06 | 54.9 | 46.5 | 61.6 | 0.9 | 52 | |
| Transformer-based health forecasterEndpoint=I82 Other venous embolism/thrombosis2026.06 | 54.7 | 44.7 | 63.8 | 1.3 | 50 |