In the field of Epidemiology, topic modeling is crucial for several reasons. Firstly, it aids in the quick analysis of scientific literature, allowing researchers to identify emerging trends and gaps in research. Secondly, it assists in the monitoring of disease outbreaks by analyzing social media data and other large datasets. Finally, it helps in understanding patient narratives and public health reports, facilitating better decision-making and policy formulation.