In epidemiology, accurate disease prediction models are crucial for public health planning and intervention strategies. Adaboost can enhance the predictive power of epidemiological models by refining the classification of disease cases and non-cases. This is particularly valuable for identifying outbreaks and understanding the spread of infectious diseases.