A covariance matrix is a square matrix that encapsulates the covariance between multiple variables. In the context of epidemiology, these variables could be different health indicators, demographic factors, or environmental exposures. Covariance itself is a measure of how much two random variables change together. If the variables tend to increase and decrease simultaneously, they have positive covariance. If one tends to increase while the other decreases, they have negative covariance.
