Given a random variable $X$ which can take values on $[0,1]$. I am interested in calculating the confidence values for the mean estimator. We know that the mean is normally distributed and can calculate the regular confidence value, but they lie outside of $[0,1]$. How do you deal with this do you intersect the confidence value with the range $[0,1]$?