Statistically significant predictor variables and interactions from the observational association study were included to develop the prediction models: age group, jaundice, weight loss, ALP, ALT, CREA, RBC, LYMP, PLT, NA, TBIL, and hypertension—weight loss interaction. Here, GPT is linked to Jaundice.