He could have replaced the normal distribution by any other roundly curve and the result doesn't change too much. For example with the SRI model you don't get a Gaussian
https://simple.wikipedia.org/wiki/SIR_model , but the graphic is close enough. It's less peaky than the Gaussian so it should make things easier, but the reduction probably will be a small factor, something between 1 and 2.