IL1B and bacterial urinary tract infection: There might be a potential for improvement in the future by using ensemble methods other than RF, however given that both RF and SVM found turbidity/cloudiness, MMP9 and IL-1β to be the best predictors of UTI it is likely that these predictors will remain as the most important markers.