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Apply the Chebyshev Theorem with
\(a = \sigma\)
to get
\begin{equation*} P(\mu - \sigma \lt X \lt \mu + \sigma) \gt 1 - \frac{\sigma^2}{\sigma^2} = 0 \end{equation*}
in-context