IL6 and Sepsis: To more rigorously evaluate the independent effect of DAPA, we performed multivariate Cox regression analysis, adjusting for potential confounding factors such as sepsis severity (measured by APACHE II and SOFA scores), inflammatory biomarkers (e.g., IL-6), and other relevant clinical variables.