Late term abortions are rare, and usually only happen due to medical complications. They are irrelevant as they would happen even if regular abortions were illegal.
That is not a contradiction at all. Abortions happen during the first trimester, except in extreme situations. Late term abortions are irrelevant to the issue of abortion rights.