Epilepsy detection on MIMIC-IV
89.1AUCEpiScreen
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EpiScreenBackbone=Med42-70B2026.03 | 89.1 | 83.2 | |
| EpiScreenBackbone=Llama-3.3-70B2026.03 | 88.9 | 83.1 | |
| EpiScreenBackbone=Qwen-2.5-32B2026.03 | 88.7 | 83.5 | |
| EpiScreenBackbone=DeepSeek-R1-32B2026.03 | 88.2 | 82.5 | |
| EpiScreen (DeepSeek-R1-32B)Backbone=DeepSeek-R1-32B, Training Dataset=UMN2026.03 | 87.5 | 70 | |
| EpiScreen (Qwen-2.5-32B)Backbone=Qwen-2.5-32B, Training Dataset=UMN2026.03 | 86.7 | 74 | |
| EpiScreen (Med42-70B)Backbone=Med42-70B, Training Dataset=UMN2026.03 | 85 | 73.4 | |
| EpiScreen (Llama-3.3-70B)Backbone=Llama-3.3-70B, Training Dataset=UMN2026.03 | 82.9 | 77 | |
| Llama-3.3-70BMode=prompt2026.03 | 81.3 | 64.5 | |
| Qwen-2.5-32BMode=prompt2026.03 | 78.9 | 74.5 | |
| Med42-70BMode=prompt2026.03 | 78.7 | 78.6 | |
| ClinicalBERT2026.03 | 76.9 | 76 | |
| BERT2026.03 | 75.6 | 77.3 | |
| ClinicalBERTBackbone=ClinicalBERT, Training Dataset=UMN2026.03 | 74.9 | 61.6 | |
| DeepSeek-R1-32BMode=prompt2026.03 | 74.8 | 76.8 | |
| BERTBackbone=BERT, Training Dataset=UMN2026.03 | 69.9 | 50.4 | |
| FSLS2026.03 | 69.5 | 65.6 | |
| FSLSBackbone=FSLS, Training Dataset=UMN2026.03 | 49.8 | 23.2 |