Mechanical Ventilation Prediction on MIMIC-III 1.4 (test)
87.1Onset AUROCRF
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| RFModel Architecture=Random Forest2019.07 | 87.1 | 94 | 98.5 | 99 | 94.6 | 79.7 | 48.1 | 42.7 | |
| CNNModel Architecture=Convolutional Neural Network2019.07 | 72.2 | 93.9 | 98.6 | 98.4 | 90.8 | 61.8 | 44.4 | 42.4 | |
| LRModel Architecture=Logistic Regression2019.07 | 71.9 | 93.2 | 98.4 | 98.3 | 90.4 | 78.5 | 47.7 | 43.1 | |
| LSTMModel Architecture=Long Short-Term Memory2019.07 | 70.1 | 93.1 | 98.3 | 98.1 | 90 | 84.3 | 50.1 | 44.4 |