Figure 1From: Predicting disease risks from highly imbalanced data using random forest Disease codes and categories hierarchical relationship. This is a snap shot of the hierarchical relationship between the diseases and disease categories. For instance, disease category 49 (diabetes) has a children that are represented in disease codes (ICD-9-CM).Back to article page