We compared several strategies to handle heart and respiratory rates in models that predict the presence of SBI in febrile children. Commonly used threshold values for dichotomized heart and respiratory rates vary with age and imply that they contain information on age. However, models including one of the continuous vital signs plus age outperformed models with the dichotomized values.