Table 4.
Area under the curve (AUC) of prediction models at three time points (T6, T12, T18, T24 and T30).
AUC | |||||
---|---|---|---|---|---|
Prediction model | T6 | T12 | T18 | T24 | T30 |
lm | 0.817 [0.812, 0.821] | 0.813 [0.809, 0.816] | 0.835 [0.833, 0.838] | 0.842 [0.840, 0.844] | 0.854 [0.852, 0.856] |
Glmnet | 0.818 [0.813, 0.822] | 0.815 [0.811, 0.819] | 0.841 [0.839, 0.844] | 0.847 [0.845, 0.850] | 0.859 [0.857, 0.861] |
LightGBM | 0.807 [0.803, 0.812] | 0.808 [0.804, 0.811] | 0.827 [0.825, 0.830] | 0.837 [0.834, 0.839] | 0.847 [0.845, 0.849] |
RF | 0.819 [0.815, 0.823] | 0.810 [0.807, 0.814] | 0.833 [0.831, 0.836] | 0.840 [0.838, 0.843] | 0.852 [0.850, 0.854] |
XGBoost | 0.789 [0.784, 0.794] | 0.785 [0.782, 0.789] | 0.820 [0.817, 0.823] | 0.833 [0.831, 0.835] | 0.844 [0.842, 0.846] |
Results are shown as average values with corresponding 95% CI.