Table 4 Results of permutation importance method applied to the RF model.
From: Predictive factors of hypoglycemia in type 2 diabetes: a prospective study using machine learning
Feature | Mean Importance | SD | 95% CI Lower | 95% CI Upper |
|---|---|---|---|---|
Insulin therapy | 0.146775 | 0.007950 | 0.144571 | 0.148978 |
Diabetes duration | 0.103075 | 0.005885 | 0.101444 | 0.104707 |
eGFR | 0.046688 | 0.003397 | 0.045746 | 0.047629 |
HbA1C | 0.012796 | 0.000916 | 0.012542 | 0.013050 |
Age | 0.011406 | 0.000893 | 0.011158 | 0.011653 |
Triglycerides | 0.009943 | 0.000842 | 0.009709 | 0.010176 |
Total cholesterol | 0.009138 | 0.000727 | 0.008936 | 0.009339 |
Female | 0.005726 | 0.000712 | 0.005528 | 0.005923 |
BMI | 0.004377 | 0.000483 | 0.004243 | 0.004511 |