Sepsis Classification on eICU 8h lead time
88.7AUCLLM-Based Spatiotemporal Feature Extraction Model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM-Based Spatiotemporal Feature Extraction Model2026.04 | 88.7 | 85.5 | |
| MGP-AttTCN2026.04 | 86.3 | 84 | |
| LSTM2026.04 | 86.1 | 83.6 | |
| CNN-LSTM2026.04 | 86.1 | 83.6 | |
| Transformer2026.04 | 85.9 | 82.5 | |
| Time-phased2026.04 | 84.1 | 81.9 | |
| LR2026.04 | 81.6 | 78.3 | |
| Resnet2026.04 | 76.7 | 73.2 | |
| KNN2026.04 | 74.4 | 70.9 | |
| SVM2026.04 | 74.2 | 71.4 | |
| MEWS2026.04 | 68.4 | — | |
| SIRS2026.04 | 57.2 | — | |
| qSOFA2026.04 | 57.2 | — |