It just means you lose your immediate checkpoint. If you stop and play Ch. 3 again, you can then later go back to the level you left off at. BUT... you have to start that level from the beginning. You can't start where you left off at (the middle of the
level). That's what they are talking about. If you start a new game on a higher difficulty, you wont be able to start on the levels you beat on a lower difficulty. Not sure how it works when you swith to a lower difficulty, though this game is super easy so
you shouldn't have to do that anyway. If you do start a new game however, all of your coffee mugs, manuscripts, and progression towards achievements carry on to that game.