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Calculating coefficients Standard errors for significance test

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Hi guys,
I have used the Gibbs sampler (Bayesian techinque) and then their posterior mean, to get estimates for my betas.
Now I would like to test the significance of coefficients. Do you know how? Do I still have to calculate the standard errors of my betas and get the ratio for the t-stat?? And if Yes, how I am I getting the Standard errors??
Many thanks

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