A sheet is physical. It is an unfolded piece of paper of any format,
either printed or not.
A page is logical. A sheet can contain more than one logical page.
One folded sheet in a booklet has two pages (that are not necessarily
adjacent). There are four pages on each sheet (duplex printed).