The combination of PLR - NLR and BISAP demonstrated a predictive value of severe AP (AUC 0.667, 95% CI: 0.579 - 0.748) with sensitivity being 65.7%, specificity being 67.7%, PPV being 43.4% and NPV being 84.0%.