is the square of a standard normal RV and so has a distribution with 1 degree of freedom. So if the estimates are good:
is approximately distributed with a distribution with 1 degree of freedom.
This is not derived from Pearson's Chi-Square as it is a more primitive result, which underlies Pearson's Chi-Square.
(the sum of the squares of independent standard normal RV's has a distribution with degrees of freedom)