If you look at rankings, University of Maryland is ranked #11, which is probably the highest compared to the rest of the programs on your list.
However, it is really about the research fit. If you are interested in the work at a lower ranked university this is probably going to be a better choice.
However, I've heard that some public schools offer lower stipend, which might be somewhat disappointing especially if you love the program.
I'm not familiar with Chicago, but I heard that Duke is more psych oriented. So again it depends on your research interests.