There is a vast amount that would go into a Game Design Document that doesn't fit into a noun-verb diagram.

What about the objective of the game? The story or art style? Software platform and input devices? What gets better when the player activates a jar to level-up? A design doc might also include some anticipated implementation details.

It's a whole different level of detail.