A machine learning application that predicts risk of abnormal blood test results (HbA1c, hsCRP, Vitamin D, HDL, WBC) using lifestyle and physical examination data from 7,500+ NHANES participants, achieving ~75% recall to facilitate early health conversations with healthcare providers.