Epilepsy detection on UMN
0.992AUCEpiScreen
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EpiScreenBackbone=Qwen-2.5-32B2026.03 | 0.992 | 96.7 | |
| EpiScreenBackbone=DeepSeek-R1-32B2026.03 | 0.992 | 96.1 | |
| EpiScreen (Med42-70B)Backbone=Med42-70B, Training Dataset=MIMIC-IV2026.03 | 0.98 | 91.7 | |
| EpiScreen (Qwen-2.5-32B)Backbone=Qwen-2.5-32B, Training Dataset=MIMIC-IV2026.03 | 0.979 | 91.8 | |
| EpiScreen (Llama-3.3-70B)Backbone=Llama-3.3-70B, Training Dataset=MIMIC-IV2026.03 | 0.978 | 89.4 | |
| EpiScreenBackbone=Med42-70B2026.03 | 0.976 | 96.5 | |
| EpiScreenBackbone=Llama-3.3-70B2026.03 | 0.974 | 93.6 | |
| EpiScreen (DeepSeek-R1-32B)Backbone=DeepSeek-R1-32B, Training Dataset=MIMIC-IV2026.03 | 0.966 | 91 | |
| ClinicalBERT2026.03 | 0.96 | 88.9 | |
| BERT2026.03 | 0.952 | 91.9 | |
| FSLS2026.03 | 0.944 | 79 | |
| Qwen-2.5-32BMode=prompt2026.03 | 0.9 | 88.2 | |
| Llama-3.3-70BMode=prompt2026.03 | 0.894 | 86.7 | |
| Med42-70BMode=prompt2026.03 | 0.885 | 83.6 | |
| DeepSeek-R1-32BMode=prompt2026.03 | 0.848 | 78.7 | |
| ClinicalBERTBackbone=ClinicalBERT, Training Dataset=MIMIC-IV2026.03 | 0.788 | 80.6 | |
| BERTBackbone=BERT, Training Dataset=MIMIC-IV2026.03 | 0.701 | 76 | |
| FSLSBackbone=FSLS, Training Dataset=MIMIC-IV2026.03 | 0.485 | 56.8 |