applied kernel logistic regression to predict the severity of AP using eight variables (age, arterial pH, serum CRP, Glasgow Coma Scale, pO2 on air, respiratory rate, serum creatinine and white blood cell count) obtained from 265 patients. The gene discussed is CRP; the disease is alkaline phosphatase measurement.