Table 4.
The P-value of the DeLong's test compared the significant difference between performance of models with different stepped feature sets of the PLAGH-ERD and time windows
XGBoost | LR | P value | |
0.5 h in advance | |||
VS | 0.935 | 0.875 | <0.001 |
1 h in advance | |||
VS | 0.927 | 0.878 | 0.028 |
VS + BR | 0.95 | 0.889 | <0.001 |
VS + BG + BR | 0.968 | 0.93 | <0.001 |
2 h in advance | |||
VS | 0.937 | 0.866 | <0.001 |
VS + BR | 0.957 | 0.905 | <0.001 |
VS + BG + BR | 0.934 | 0.912 | <0.001 |
3 h in advance | |||
VS + BR | 0.946 | 0.919 | 0.016 |
VS + BG + BR | 0.957 | 0.905 | <0.001 |
BG, blood gas; PLAGH-ERD, the PLA General Hospital Emergency Rescue Database; VS, vital signs.