Table 3.
Outcomes | Models | |||
---|---|---|---|---|
RNN (%) | MLP (%) | LightGBM (%) | LR (%) | |
IDH-1 | 0.20 | 0.40 | 0.32 | 0.36 |
IDH-2 | 0.66 | 1.45 | 0.85 | 1.66 |
IDH-3 | 0.43 | 0.91 | 0.93 | 0.51 |
RNN, recurrent neural network; MLP, multilayer perceptron; LightGBM, Light Gradient Boosting Machine; LR, logistic regression; IDH-1, intradialytic hypotension defined as nadir systolic BP <90 mm Hg; IDH-2, intradialytic hypotension defined as decrease in systolic BP ≥20 mm Hg and/or decrease in mean arterial pressure ≥10 mm Hg on the basis of BP at initial time point; IDH-3, intradialytic hypotension defined as decrease in systolic BP ≥20 mm Hg and/or decrease in mean arterial pressure ≥10 mm Hg on the basis of BP at prediction time point.