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Table 5 Feature importances for XG/CBC/DIFF/CPD/1.5/boruta. Features listed in table include width of dispersion of monocytes size ([MO-WZ]); absolute neutrophil count (\(NEUT\#(10^9/L)\)); neutrophil fluorescence intensity ([NE-SFL(ch)]); absolute lymphocyte count (\(LYMPH\#(10^9/L)\)); suspected presence of immature neutrophils (IP SUS(WBC)Left Shift); width of dispersion of monocyte fluorescence ([MO-WY]); red blood cell distribution width (RDW-CV(%)); neutrophils forward scatter ([NE-FSC(ch)]); relative percentage of lymphocytes (LYMPH%(%)); absolute monocyte count (\(MONO\#(10^9/L)\)); relative percentage of monocytes (MONO%(%)); neutrophil lymphocyte ratio (NLR); relative percentage of eosinophils(EO%(%)); relative percentage of basophils (BASO%(%)); width of dispersion of neutrophils fluorescence ([NE-WY]); relative percentage of neutrophils (NEUT%(%))

From: Machine learning pipeline for blood culture outcome prediction using Sysmex XN-2000 blood sample results in Western Australia

Feature

Importance

[MO-WZ]

0.036

\(NEUT\#(10^9/L)\)

0.037

[NE-SFL(ch)]

0.038

\(LYMPH\#(10^9/L)\)

0.038

IP SUS(WBC)Left Shift

0.041

[MO-WY]

0.044

RDW-CV(%)

0.044

[NE-FSC(ch)]

0.049

LYMPH%(%)

0.050

\(MONO\#(10^9/L)\)

0.056

MONO%(%)

0.065

NLR

0.067

EO%(%)

0.068

BASO%(%)

0.071

[NE-WY]

0.084

NEUT%(%)

0.213