Check out the paper (Table 3) for significance statements: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=2501480

Some of the trends in Part 1 are not statistically significant (e.g., "never attend church" vs. "sometimes attend church"), but I presented them regardless because they have a pretty clear trend. I believe p-values are only presented in comparison to the reference point.