Acute Myocardial Infarction prediction on EHRSHOT (test)
92.95AccuracyEHR-RAG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| EHR-RAGLLM Backbone=GPT-52026.01 | 92.95 | 76.29 | 96.16 | 56.41 | |
| Rule-based RAGLLM Backbone=GPT-52026.01 | 91.29 | 52.06 | 95.42 | 8.7 | |
| RAGLLM Backbone=GPT-52026.01 | 90.04 | 59.83 | 94.67 | 25 | |
| Uniform RAGLLM Backbone=GPT-52026.01 | 89.21 | 47.15 | 94.3 | 0 | |
| ReAct RAGLLM Backbone=GPT-52026.01 | 89.21 | 56.49 | 94.22 | 18.75 | |
| Direct GenerationLLM Backbone=GPT-52026.01 | 88.38 | 57.97 | 93.72 | 22.22 |