The number to pay attention to in linear regression is the correlation coefficient. In the resulting table, it's listed as "r2" since it's the square of the correlation coefficient.

Post hoc and planned comparison procedures for interpreting chi-square contingency-table test results, not currently discussed in most standard textbooks, are presented. A planned comparison procedure ...