Risk prediction plays a crucial role in public health by enabling healthcare professionals and policymakers to identify high-risk individuals or populations. This facilitates targeted interventions, efficient allocation of resources, and the implementation of preventive measures to mitigate the impact of potential health threats. Additionally, it aids in the early detection of disease outbreaks, thereby reducing morbidity and mortality rates.