1/r^2 fields are the gradients of 1/r potentials (not all efields are 1/r^2 btw). What is the potential in the case of disease transmission?

disease transmission can be modeled as a stochastic process and you can dig up a relationship to similar type methods (basis methods for solving odes) through the feynman-kac formula.