incorporating measurement uncertainty in comparison of paired observations

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Apologies if this is obvious.

I have six paired observations, before and after an event. I want to determine if the results indicate a statistical change but include the measurement uncertainty, not just the measurement variance.

Without the measurement uncertainty, I would do a paired student's t-test. Can someone point me in the right direction for including uncertainty?