I was thinking about that too - and all the articles about the Chinese ghost towns. Few people are going out most places where the epidemic is raging - society basically came to a stop. My guess is that that would indeed modify the function that dictates infection rates.

Now granted, the articles are anecdotal and not statistically representative, so there is some extrapolation in these assumptions. The actual numbers are probably somewhere in between.