Do some combat checks occur without monsters?
You don't draw a monster. Like you said, you just make a combat check - except there is a modifier, the (-1) specified by the encounter. And it really is a combat check, not a weird fight check; that's why your items with combat modifiers apply.

If a monster is to appear, the card will say so, and plenty do.