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Sepsis Classification on eICU 4h lead time

90.1AUCLLM-Based Spatiotemporal Feature Extraction Model
58.58866.76974.9583.131Apr 22, 2026

Evaluation results

MethodLinks
LLM-Based Spatiotemporal Feature Extraction Model2026.0490.186.3
CNN-LSTM2026.0489.586
MGP-AttTCN2026.0489.385.8
LSTM2026.048985.9
Transformer2026.0488.985.4
Time-phased2026.048885.1
LR2026.0485.482.1
KNN2026.0482.679.2
Resnet2026.0481.378.5
SVM2026.0481.177.9
MEWS2026.0471.1—
qSOFA2026.0460.2—
SIRS2026.0459.8—