Evidence in epidemiology is gathered through various research methodologies, including observational studies, randomized controlled trials (RCTs), cohort studies, case-control studies, and cross-sectional studies. Each of these methods has its own strengths and limitations and is chosen based on the research question and the type of evidence needed.