Standard Error Estimate for Beta Coefficients

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Suppose I have a linear regression model consisting of $\beta$ estimates, relative to a reference term. Each of these $\beta$s has a $\bar{x}$, a $s_x$, and then $n$, with a calculated $\hat{\sigma}$ for the entire model. How would I go about getting the standard error estimate of each $\beta$?