regression uncertainty

When doing linear regression, the slope and intercepts are both followed by a plus/minus value -- what are the right scientific or statistical interpretation for these values? Thanks!

Estimated standard deviation of the probability distribution of the coefficient value. Assumes that everything is nicely Gaussian.

If you have requested a confidence iterval instead, those numbers are percent confidence intervals.