Independence of the slope estimate and residual variance, together with their normal and chi-square laws, gives the Student pivotal quantity
(1)
Thus an exact Gaussian-model two-sided 95% confidence interval is
(2)
Using a normal quantile without estimating the variance uncertainty would not give this exact finite-sample coverage.

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