Sepsis Classification on eICU 24h lead time
85.2AUCLLM-Based Spatiotemporal Feature Extraction Model
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLM-Based Spatiotemporal Feature Extraction Model2026.04 | 85.2 | 83.1 | |
| CNN-LSTM2026.04 | 83.2 | 80.6 | |
| MGP-AttTCN2026.04 | 82.5 | 79.6 | |
| Transformer2026.04 | 82.1 | 79 | |
| Time-phased2026.04 | 81.3 | 77.9 | |
| LSTM2026.04 | 77.9 | 74.3 | |
| Resnet2026.04 | 69.4 | 65.5 | |
| MEWS2026.04 | 69.3 | — | |
| LR2026.04 | 66.2 | 62.9 | |
| qSOFA2026.04 | 59.6 | — | |
| KNN2026.04 | 59.3 | 56.1 | |
| SVM2026.04 | 58.7 | 55.3 | |
| SIRS2026.04 | 58.1 | — |