Table 2 (abstract O4). Model results for CORP approach
From: Proceedings of the 4th National Big Data Health Science Conference
Sepsis | |||
|---|---|---|---|
Model | Brier Score | Miscalibration | Discrimination |
XGBoost | 0.05107 | 1.03e-04 | 0.00229 |
LightGBM | 0.05097 | 4.39e-05 | 0.00247 |
Regularized-logistic-regression | 0.05127 | 1.49e-04 | 0.00230 |
Mortality | |||
 XGBoost | 0.09571 | 2.43e-04 | 0.0231 |
 LightGBM | 0.09528 | 9.19e-05 | 0.0234 |
 Regularized-logistic-regression | 0.09669 | 4.37e-04 | 0.0225 |
Respiratory Failure | |||
 XGBoost | 0.05538 | 7.38e-05 | 0.00407 |
 LightGBM | 0.05338 | 5.40e-05 | 0.00427 |
 Regularized-logistic-regression | 0.05576 | 1.11e-04 | 0.00398 |