Assume the usual conditions for simple linear regression. Assume that we use the improper prior discussed in this section. Let (a, b) be the observed value of a coefficient 1− α0 confidence interval for β1 constructed as in Sec. 11.3. Prove that the posterior probability is 1− α0 that a < β1 < b.