In this section, we used the proposed model averaging approach to predict the risk of death in primary biliary cirrhosis patients from the PBC2 data set [42] using repeated measures of seven biological markers: Spiders (binary), albumin (in mg/dl), log(alkaline) (alkaline phosphatase in U/liter), log(SGOT) (in U/ml), log(platelets) (platelets per cubic ml/1000), log(prothrombin) (prothrombin time in seconds) and log(serum bilirubin) (serum bilirubin in mg/dl). The gene discussed is F2; the disease is primary biliary cholangitis.