In our study on age-stratified albumin-based inflammatory ratios for severe pneumonia risk prediction in children, models like NPAR (1–6 years) and CAR (7–12 years) achieved NPVs of 88.0%, 85.9%, and 83.0% across different age groups. Here, ALB is linked to pneumonia.