Model | Validation set (MIMIC-III) | Testing set (MIMIC-III) | |||||||
---|---|---|---|---|---|---|---|---|---|
AUC | Youden | Sensitivity | Specificity | AUC | Youden | Sensitivity | Specificity | ||
One layer LSTM | 0.9380 | 0.7641 | 0.8841 | 0.8800 | 0.8225 | 0.5177 | 0.6377 | 0.8800 | |
Two layer LSTM | 0.9387 | 0.7361 | 0.8261 | 0.9100 | 0.8391 | 0.5332 | 0.6232 | 0.9100 | |
One layer GRU | 0.9462 | 0.7641 | 0.8841 | 0.8800 | 0.8196 | 0.5242 | 0.5942 | 0.9300 | |
Two layer GRU | 0.9533 | 0.7841 | 0.8841 | 0.9000 | 0.8345 | 0.5812 | 0.6812 | 0.9000 |