Table 2. Feature importance of 26 selected features using Boruta with random forests.
| Feature Name | Mean Feature Importance (Standard deviation) | Feature Name | Mean Feature Importance (Standard deviation) |
|---|---|---|---|
| High-density Lipoprotein Cholesterol | 0.104 (0.0015) | Low-density Lipoprotein cholesterol (LDL-C) | 0.031 (0.0005) |
| Pre-Albumin | 0.08 (0.0010) | Monocyte Count (MONO#) | 0.03 (0.0005) |
| Cystatin-C | 0.074 (0.0008) | Urea | 0.03 (0.0004) |
| Total Cholesterol | 0.059 (0.0008) | Serum Calcium (Ca) | 0.03 (0.0004) |
| Mean Platelet Volume | 0.049 (0.0009) | Urine Color (COL) | 0.026 (0.0004) |
| Blood Pressure | 0.043 (0.0006) | Platelet Larger Cell Ratio (P-LCR) | 0.025 (0.0005) |
| Albumin | 0.043 (0.0009) | Inorganic Phosphate (P) | 0.025 (0.0003) |
| Platelet Distribution Width | 0.042 (0.0009) | Monocyte Ratio (cytes%) | 0.024 (0.0004) |
| Standard Deviation in Red blood Cell Volume Distribution Width | 0.038 (0.0007) | Age | 0.023 (0.0004) |
| Triglyceride | 0.037 (0.0006) | Urea/Crea(U/C) | 0.022 (0.0003) |
| Total Protein | 0.036 (0.0007) | Red Blood Cell Count (RBC) | 0.02 (0.0003) |
| Chloride Ion | 0.035 (0.0006) | Cholinesterase (CHE) | 0.02 (0.0003) |
| Serum Magnesium | 0.034 (0.0005) | Basophil count (BASO#) | 0.019 (0.0004) |