Abstract Standard reference terminology of diagnoses and risk factors is crucial for billing, epidemiological studies, inter/intranational comparisons diseases. The International Classification Disease (ICD) a standardized widely used method, but the manual classification an enormously time-consuming endeavor. Natural language processing together with machine learning allows automated structuri...