ICU Mortality Prediction on MIMIC-III
91AccuracyTA-RNN-Medical-Hybrid
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| TA-RNN-Medical-HybridTime-aware Modeling=Yes, Irregular Sampling=Yes, Attention Mechanism=Hierarchical (Visit-level + Feature/Concept-level), External Medical Knowledge=Yes (SNOMED), Interpretability Level=Visit-level + Disease-level2026.03 | 91 | 82 | 95 | |
| Med-BERT2026.03 | 89 | 80 | 93 | |
| BEHRT2026.03 | 88 | 78 | 92 | |
| TA-RNNTime-aware Modeling=Yes, Irregular Sampling=Yes, Attention Mechanism=Visit-level, External Medical Knowledge=No, Interpretability Level=Visit-level2026.03 | 86 | 73 | 90 | |
| GRU-D2026.03 | 84 | 71 | 88 |