ICU Length-of-Stay Prediction on MIMIC-III
65.7F1 ScoreLSTM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LSTMEmbedding=CAAT-EHR2025.01 | 65.7 | 70.4 | |
| RFEmbedding=N/A2025.01 | 65 | 63 | |
| SVMEmbedding=CAAT-EHR2025.01 | 64.2 | 62.5 | |
| OvOEmbedding=N/A2025.01 | 62.5 | 63.5 | |
| RFEmbedding=CAAT-EHR2025.01 | 60.9 | 59.8 | |
| LSTMEmbedding=N/A2025.01 | 54.8 | 60.7 | |
| TA-RNNEmbedding=CAAT-EHR2025.01 | 52.9 | 58.6 | |
| TA-RNNEmbedding=LSTM-AE2025.01 | 47.9 | 56.3 | |
| BEHRTEmbedding=N/A2025.01 | 45.3 | 52 | |
| SVMEmbedding=LSTM-AE2025.01 | 44.7 | 50.2 | |
| RFEmbedding=LSTM-AE2025.01 | 44.6 | 50.3 | |
| TA-RNNEmbedding=N/A2025.01 | 44.4 | 51.9 | |
| SVMEmbedding=N/A2025.01 | 43.7 | 50 | |
| LSTMEmbedding=LSTM-AE2025.01 | 40.1 | 51.5 |