Where do the reaction coefficients show up in these models?

In the deterministic case, the semi-flow will be specified by differential equations, and the reaction coefficients will turn up as coefficients in the equations.

In the stochastic model, a reaction coefficient will turn up as a weight affecting the probability that the reaction fires within a small interval of time.