Confidence interval
This means that if the same study was repeated time and time again then the mean value would be within this interval 95% of the time. It does not mean that there is a 95% chance that the interval contains the true mean.
True value
The ‘true value’ is the mean value that would be calulated if we had the data for the whole population (remember statistics are estimates for populations)