Testing a scalar canonical parameter of an exponential model is widely based on the conditional distribution given the canonical variable for the nuisance parameter; this has the support of being uniformly most powerful similar and uniformly most powerful unbiased for given test size. Such testing optimality in turn gives support for the exact test with the 2× 2 table, and only occasionally is ...