In the field of Epidemiology, class imbalance refers to the unequal distribution of classes within a dataset. This typically occurs when one class significantly outnumbers another. For instance, in studies investigating rare diseases, the number of cases (positive class) may be far smaller compared to controls (negative class). This imbalance poses challenges for data analysis and model training.