Should CT images be windowed prior to feature extraction?

We’ve had a bit of debate in our group about whether CT images should be windowed from 16 bit grayscale to 8 bit grayscale values prior to extracting features, and I can’t find anything about it in the documentation. Does anyone have any insight into this? Thanks in advance!