So, the rear filler board slides rearward, thus allowing the front, tappered, board to do the same, resulting in a trap door for the kids.
And that's a problem?
Seems all you need to do is devise a way of keeping the rear board from moving aft. Is there enough of the support ledge behind each end of the rear board into which you could screw in some sort of stop?