Table 6 Feature importances for RF/CBC/DIFF/1/boruta. Features listed in table include hemoglobin (HGB(g/L)); red blood cell count (\(RBC(10^{12}/L)\)); absolute basophil count (\(BASO\#(10^9/L)\)); platelet count (\(PLT(10^9/L)\)); red blood cell distribution width (RDW-CV(%)); white blood cell count (\(WBC(10^9/L)\)); absolute eosinophil count (\(EO\#(10^9/L)\)); absolute neutrophil count (\(NEUT\#(10^9/L)\)); relative percentage of basophils (BASO%(%)); monocyte lymphocyte ratio (MLR); absolute monocyte count (\(MONO\#(10^9/L)\)); absolute lymphocyte count (\(LYMPH\#(10^9/L)\)); relative percentage of eosinophils (EO%(%)); relative percentage of lymphocytes (LYMPH%(%)); relative percentage of monocytes (MONO%(%)); neutrophil lymphocyte ratio (NLR); relative percentage neutrophils (NEUT%(%))
Feature | Importance |
|---|---|
HGB(g/L) | 0.003 |
\(RBC(10^{12}/L)\) | 0.003 |
\(BASO\#(10^9/L)\) | 0.008 |
\(PLT(10^9/L)\) | 0.008 |
RDW-CV(%) | 0.009 |
\(WBC(10^9/L)\) | 0.015 |
\(EO\#(10^9/L)\) | 0.026 |
\(NEUT\#(10^9/L)\) | 0.028 |
BASO%(%) | 0.030 |
MLR | 0.036 |
\(MONO\#(10^9/L)\) | 0.058 |
\(LYMPH\#(10^9/L)\) | 0.063 |
EO%(%) | 0.071 |
LYMPH%(%) | 0.127 |
MONO%(%) | 0.132 |
NLR | 0.158 |
NEUT%(%) | 0.224 |