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Sepsis Classification on eICU 8h lead time

88.7AUCLLM-Based Spatiotemporal Feature Extraction Model
55.9464.44572.9581.455Apr 22, 2026

Evaluation results

MethodLinks
LLM-Based Spatiotemporal Feature Extraction Model2026.0488.785.5
MGP-AttTCN2026.0486.384
LSTM2026.0486.183.6
CNN-LSTM2026.0486.183.6
Transformer2026.0485.982.5
Time-phased2026.0484.181.9
LR2026.0481.678.3
Resnet2026.0476.773.2
KNN2026.0474.470.9
SVM2026.0474.271.4
MEWS2026.0468.4—
SIRS2026.0457.2—
qSOFA2026.0457.2—