Heart Failure Prediction on OCHIN temporal domain shift 2012-2023 (test)
97.22AUROCOracle
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OracleProtocol=Upper Bound2026.02 | 97.22 | 86.52 | |
| ExtraCareProtocol=Proposed Method2026.02 | 95.48 | 85.38 | |
| Ours (w/o M, z_perp)Protocol=Ablation Study2026.02 | 95.07 | 84.72 | |
| BUAProtocol=Domain Adaptation2026.02 | 95.05 | 78.13 | |
| RSDAProtocol=Domain Adaptation2026.02 | 94.78 | 82.94 | |
| SSRTProtocol=Self-Training2026.02 | 94.56 | 83.04 | |
| Ours (w/o W, z & L3)Protocol=Ablation Study2026.02 | 94.43 | 83.92 | |
| Ours (w/o L3)Protocol=Ablation Study2026.02 | 94.04 | 83.34 | |
| RCGProtocol=Domain Adaptation2026.02 | 93.55 | 81.85 | |
| DALProtocol=Domain Adaptation2026.02 | 93.48 | 77.44 | |
| Ours (w/o L2 & L3)Protocol=Ablation Study2026.02 | 93.07 | 81.36 | |
| DANNProtocol=Domain Adaptation2026.02 | 92.81 | 76.06 | |
| CSTProtocol=Self-Training2026.02 | 92.23 | 78.06 | |
| RMMDProtocol=Domain Adaptation2026.02 | 92.06 | 80.9 | |
| BaseProtocol=Lower Bound2026.02 | 91.4 | 74.88 |