Disease Onset Forecasting on Patient EHR Knee OA (2-year horizon, test)
0.743AUROCBERT (FT)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BERT (FT)Evaluation protocol=Supervised (Fine-tuned)2026.03 | 0.743 | 0.064 | |
| RAVENEvaluation protocol=Zero-shot, Inference method=Single forward pass2026.03 | 0.726 | 0.057 | |
| SeqLossEvaluation protocol=Zero-shot, Inference method=Monte Carlo rollouts (R=100)2026.03 | 0.692 | 0.057 | |
| MulticlassEvaluation protocol=Zero-shot, Inference method=Monte Carlo rollouts (R=100)2026.03 | 0.622 | 0.04 | |
| EGEEvaluation protocol=Zero-shot, Inference method=Monte Carlo rollouts (R=100)2026.03 | 0.605 | 0.04 |