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Diagnostic Endpoint Prediction on MIMIC IV

0.827AUROC (Median)Transformer-based health forecaster
0.257080.405040.5530.70096Jun 7, 2026

Evaluation results

MethodLinks
Transformer-based health forecasterEndpoint=N18 Chronic kidney disease2026.060.8270.8120.840.257634
Transformer-based health forecasterEndpoint=Z99 Dependence on renal dialysis2026.060.8240.7670.8760.09375
Transformer-based health forecasterEndpoint=C78 Sec. malig. neoplasm, resp./digestive2026.060.7630.7470.7780.173582
Transformer-based health forecasterEndpoint=C77 Sec. malig. neoplasm, lymph nodes2026.060.7250.6980.750.064249
Transformer-based health forecasterEndpoint=Kidney disease2026.060.6940.6770.7090.2591,081
Transformer-based health forecasterEndpoint=I25 Chronic ischaemic heart disease2026.060.6860.6640.7130.074321
Transformer-based health forecasterEndpoint=Metastatic disease2026.060.6670.650.6850.191844
Transformer-based health forecasterEndpoint=I50 Heart failure2026.060.6520.6290.6750.09423
Transformer-based health forecasterEndpoint=I48 Atrial fibrillation/flutter2026.060.6430.620.6660.091411
Transformer-based health forecasterEndpoint=All-cause mortality2026.060.6350.6220.6480.4322,356
Transformer-based health forecasterEndpoint=I21 Acute myocardial infarction2026.060.6330.5850.6810.01987
Transformer-based health forecasterEndpoint=I11 Hypertensive heart disease2026.060.6210.5850.6570.033169
Transformer-based health forecasterEndpoint=C79 Sec. malig. neoplasm, other sites2026.060.5950.5730.6170.083479
Transformer-based health forecasterEndpoint=Cardiovascular diseases2026.060.5930.5780.6080.2771,645
Transformer-based health forecasterEndpoint=N17 Acute kidney failure2026.060.5910.5720.6090.125748
Transformer-based health forecasterEndpoint=A41 Other sepsis2026.060.5820.5490.6150.047265
Transformer-based health forecasterEndpoint=A04 Other bacterial intestinal infections2026.060.580.5390.6210.028161
Transformer-based health forecasterEndpoint=B96 Other bacterial agents (Gram-negative)2026.060.5740.5430.6070.043261
Transformer-based health forecasterEndpoint=B99 Other/unspec. infectious disease2026.060.5710.4530.6920.00315
Transformer-based health forecasterEndpoint=Bacterial infections2026.060.5620.5420.5820.119746
Transformer-based health forecasterEndpoint=B95 Streptococcus/Staphylococcus2026.060.5550.5240.5860.046291
Transformer-based health forecasterEndpoint=J96 Respiratory failure2026.060.5380.510.5670.063389
Transformer-based health forecasterEndpoint=I80 Phlebitis/thrombophlebitis2026.060.4920.4540.5310.021161
Transformer-based health forecasterEndpoint=Depressive disorders2026.060.4890.4640.5150.066499
Transformer-based health forecasterEndpoint=I10 Essential hypertension2026.060.4720.4530.4920.1381,068
Transformer-based health forecasterEndpoint=A09 Other gastroenteritis/colitis2026.060.4110.3250.4980.01831
Transformer-based health forecasterEndpoint=Osteolyses2026.060.2790.1310.4670.0018