ALB and Sepsis: Our study highlights the importance of integrating acute phase markers (e.g., lactate), baseline status indicators (e.g., albumin), and validated clinical scoring systems (e.g., SAPS 3) to improve risk stratification and inform clinical decision making in sepsis.