The regression equation to our model with the highest AUROC, 83.5 (95% CI 72.4–94.6), is: Log odds of death amongst severe dengue cases = − 1.021 - 0.220(Serum bicarbonate) + 0.001(ALT) + 0.067(Age) - 0.190(Gender). Here, GPT is linked to dengue disease.