Emergency Severity Index Prediction on MIMIC-ESI (test)
65.75Exact AccuracyRAG-assisted LLM
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RAG-assisted LLM2026.06 | 65.75 | 77.15 | — | — | — | — | |
| Claude 3.5 Sonnet2026.06 | 64.4 | 82.4 | — | — | — | — | |
| MIMIC-023Program=MIMIC-0232026.06 | 62 | 77 | 21.6 | 1.2 | 52.9 | 0.648 | |
| MIMIC-0232026.06 | 62 | 77 | — | — | — | — | |
| Claude 3 Sonnet2026.06 | 61.65 | 74.55 | — | — | — | — | |
| MIMIC-018Program=MIMIC-0182026.06 | 60.9 | 75.4 | 22.8 | 1 | 56 | 0.64 | |
| Claude 3 Haiku2026.06 | 59 | 66.15 | — | — | — | — | |
| KB-Full-ContextProgram=KB-Full-Context2026.06 | 56.7 | 65 | 34.9 | 3.7 | 16.2 | 0.547 | |
| Self-Consistency-VoteProgram=Self-Consistency-Vote2026.06 | 54.1 | 70.3 | 29.2 | 3.6 | 30.4 | 0.558 | |
| MIMIC-011Program=MIMIC-0112026.06 | 53.5 | 78.4 | 15.8 | 2.7 | 79.8 | 0.624 | |
| Article prompt clinicalProgram=Article prompt clinical2026.06 | 51.4 | 64.7 | 35.1 | 5 | 27.3 | 0.523 |