RFE Ranking | RF Feature Importance | Individual AUCa | |
---|---|---|---|
WBC count | 1 | 0·30 | 0·82 |
Bacterial count | 1 | 0·30 | 0·71 |
Age | 1 | 0·12 | 0·63 |
Epithelial cell count | 1 | 0·07 | 0·49 |
RBC count | 1 | 0·06 | 0·56 |
# of positive cultures to date | 1 | 0·03 | 0·60 |
Pyuria, no RBCs | 1 | 0·02 | 0·57 |
Pregnant | 1 | 0·02 | 0·57 |
Inpatient | 1 | 0·01 | 0·53 |
Gender | 1 | 0·01 | 0·53 |
Persistent/recurrent infection | 1 | 0·01 | 0·55 |
# of positive cultures month prior | 1 | 0·009 | 0·53 |
Positive for nitrates | 1 | 0·008 | 0·52 |
Renal inpatient/outpatient | 1 | 0·005 | 0·50 |
Pre-operative patient | 1 | 0·004 | 0·51 |
Acute kidney disease | 1 | 0·003 | 0·50 |
Immunocompromised | 2 | 0·002 | 0·50 |
# of positive cultures week prior | 3 | 0·002 | 0·51 |
Multiple Sclerosis | 4 | 0·001 | 0·50 |
Offensive smell | 5 | 0·0007 | 0·50 |
Haematuria, no WBCs | 6 | 0·0001 | 0·50 |