Sepsis Classification on eICU 4h lead time
90.1AUCLLM-Based Spatiotemporal Feature Extraction Model
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLM-Based Spatiotemporal Feature Extraction Model2026.04 | 90.1 | 86.3 | |
| CNN-LSTM2026.04 | 89.5 | 86 | |
| MGP-AttTCN2026.04 | 89.3 | 85.8 | |
| LSTM2026.04 | 89 | 85.9 | |
| Transformer2026.04 | 88.9 | 85.4 | |
| Time-phased2026.04 | 88 | 85.1 | |
| LR2026.04 | 85.4 | 82.1 | |
| KNN2026.04 | 82.6 | 79.2 | |
| Resnet2026.04 | 81.3 | 78.5 | |
| SVM2026.04 | 81.1 | 77.9 | |
| MEWS2026.04 | 71.1 | — | |
| qSOFA2026.04 | 60.2 | — | |
| SIRS2026.04 | 59.8 | — |