Use the residual variance estimator
Under the Gaussian linear model, is independent of and
Consequently the Student t confidence interval for a centered regression intercept follows from
It is
The displayed pivotal quantity lies between its 2.5% and 97.5% quantiles with probability , which proves the stated coverage.