Young woman is a perfectly correct translation of the Hebrew Almah. It implies virgin, but does not necessarily mean virgin. They are not changing the New Testament reference, which quotes from the Greek Old Testament and uses the word parthenos, which does mean virgin.
The problem most people here will have with this is that they are using the Hebrew test, not the Vulgate.