Table 3.
Classification matrix for the XGBoost and logistic regression models in the out-of-sample validation cohort
XGBoost | Stepwise Logistic regression | |||
---|---|---|---|---|
Observed | Observed | |||
Non-responsive | Responsive | Non-responsive | Responsive | |
Predicted | ||||
Non-responsive | 846 | 180 | 737 | 228 |
Responsive | 177 | 467 | 286 | 419 |
Correct classification (accuracy) of volume responsiveness for the XGBoost and the logistic models were 0.79 (95% CI, 0.77–0.81) and 0.69 (95% CI, 0.67–0.71), respectively