Background Sepsis is associated with high mortality, and early risk stratification is essential. Inflammation-derived hematological indices from routine complete blood count testing are readily available, inexpensive, and reproducible, but their comparative prognostic value in sepsis remains unclear. Methods This multicenter retrospective cohort study used the MIMIC-IV database as the development cohort and the First Affiliated Hospital of Guangxi Medical University as the external validation co