In this study, seven key predictors (age, WBC count, previous UTI episodes, PLT, fever peak, CRP, prenatally detected renal abnormalities) were screened from 12 clinical indicators by LASSO regression, and an optimal ML algorithm was identified based on multi-model comparisons for UTI prediction in febrile children. This evidence concerns the gene CRP and bacterial urinary tract infection.