Table 3.
Feature number | Ridge-LR | Lasso-LR | p (Ridge-LR vs Lasso-LR) | Number of features selected using Lasso-LR | |
---|---|---|---|---|---|
diagnoses | 9,146 | 0.733 | 0.761 | 0.0162 | 115 |
symptoms | 7,738 | 0.779 | 0.808 | 0.169 | 5 |
procedures | 5,850 | 0.763 | 0.785 | 0.0248 | 36 |
medications | 2,838 | 0.745 | 0.744 | 0.183 | 18 |
laboratory results | 3,218 | 0.713 | 0.754 | <0.001 | 63 |
entire EHR features | 28,890 | 0.818 | 0.839 | 0.203 | 41 |