Class imbalance can significantly affect public health policies and interventions. For instance, underestimating the prevalence of a rare but severe disease could lead to insufficient resource allocation. Conversely, overestimating it might result in unnecessary panic and resource wastage. Addressing class imbalance ensures that epidemiological models provide accurate and actionable insights for public health decision-making.