Sepsis Classification on eICU 12h lead time
87.4AUCLLM-Based Spatiotemporal Feature Extraction Model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-Based Spatiotemporal Feature Extraction Model2026.04 | 87.4 | 84 | |
| Transformer2026.04 | 85.1 | 82 | |
| LSTM2026.04 | 85 | 82.1 | |
| MGP-AttTCN2026.04 | 85 | 82.3 | |
| CNN-LSTM2026.04 | 84.4 | 81.6 | |
| Time-phased2026.04 | 82.4 | 79.5 | |
| LR2026.04 | 78.5 | 74.9 | |
| Resnet2026.04 | 75.6 | 73.3 | |
| SVM2026.04 | 73.4 | 70.6 | |
| KNN2026.04 | 73 | 70.1 | |
| MEWS2026.04 | 69.3 | — | |
| qSOFA2026.04 | 58.1 | — | |
| SIRS2026.04 | 57.7 | — |