IL6 and Sepsis: The combination of CRP and IL-6 further improved diagnostic performance (AUC: 0.85).<h4>Conclusions</h4>Combined with inflammatory markers, the EOS risk calculator demonstrated good predictive accuracy and a high safety profile for the clinical management of neonates with presumed sepsis, which helps reduce antibiotic use and promotes rational use of medical resources.