what happens if the president is impeached and not removed from office?
If the Vice President did not preside over an impeachment (of anyone besides the President), the duties would fall to the President pro tempore of the Senate. To convict an accused, "the concurrence of two thirds of the [Senators] present" for at least one article is required.