Table 4 Area under the receiver operating characteristic of MIMIC-IV-ED data validation for predicting the adverse outcomes.
TEWS (full model) (95% CI) | Vital sign only TEWS (95% CI) | MEWS | |
|---|---|---|---|
No transfer learning model | |||
Vasopressor use | 0.847 (0.837–0.857) | 0.882 (0.873–0.890) | 0.828 (0.817–0.839) |
Respiratory support | 0.759 (0.753–0.763) | 0.837 (0.833–0.841) | 0.706 (0.699–0.713) |
ICU admission | 0.777 (0.774–0.780) | 0.815 (0.812–0.819) | 0.688 (0.684–0.692) |
Septic shock | 0.872 (0.857–0.889) | 0.905 (0.891–0.918) | 0.874 (0.857–0.887) |
Transfer learning model (1% of data) | |||
Vasopressor use | 0.870 (0.862–0.878) | 0.889 (0.880–0.898) | - |
Respiratory support | 0.875 (0.871–0.879) | 0.851 (0.847–0.855) | - |
ICU admission | 0.851 (0.848–0.853) | 0.846 (0.843–0.848) | - |
Septic shock | 0.903 (0.892–0.915) | 0.878 (0.860–0.897) | - |
Transfer learning (5% of full data) | |||
Vasopressor use | 0.882 (0.8742-0.890) | 0.885 (0.876–0.894) | - |
Respiratory support | 0.897 (0.894-0.900) | 0.870 (0.866–0.874) | - |
ICU admission | 0.863 (0.861–0.865) | 0.855 (0.852–0.858) | - |
Septic shock | 0.901 (0.895–0.908) | 0.911 (0.898–0.922) | - |
