Overall Diagnosis Prediction on MIMIC IV
55.42Visit-Level P@10EviCare (R)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EviCare (R)Training data percentage=5%, Evidence Deep Model=RETAIN2026.04 | 55.42 | 57.12 | 40.41 | 53.27 | |
| EviCare (B)Training data percentage=5%, Evidence Deep Model=BoxLM2026.04 | 55.04 | 57.63 | 40.17 | 53.8 | |
| Qwen3Training data percentage=5%, Model size=8B2026.04 | 50.42 | 50.99 | 36.79 | 46.06 | |
| RETAINTraining data percentage=5%2026.04 | 43.19 | 49.05 | 31.49 | 45.6 | |
| BoxLMTraining data percentage=5%2026.04 | 43.02 | 48.12 | 31.2 | 44.44 | |
| LLaMA3.1Training data percentage=5%, Model size=8B2026.04 | 38.32 | 43.62 | 31.22 | 33.82 | |
| StageNetTraining data percentage=5%2026.04 | 37.69 | 43.45 | 27.69 | 40.89 | |
| TRANSTraining data percentage=5%2026.04 | 36 | 41.95 | 26.52 | 39.83 | |
| BoxCareTraining data percentage=5%2026.04 | 34.61 | 40.33 | 24.29 | 36.5 | |
| CGLTraining data percentage=5%2026.04 | 32.48 | 38.01 | 22.42 | 36.72 | |
| HiTANetTraining data percentage=5%2026.04 | 27.34 | 34 | 20.07 | 32.54 |