Error bound in Laplace method in Zee's QFT book

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The following is from Zee's 'Quantum Field Theory in a Nutshell', 2nd ed., p. 16.

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Can someone please provide a reference and/or intuition for the $e^{-O(h^{1/2})}$ error bound?