Rovers must beat the Iron in a crunch final game of the season to claim a place in the League One play-offs.
A draw would suffice for Nigel Adkins' men but Moore believes the atmosphere could work in his side's favour.
"They are at home and are expected to win," he said. "They were a Championship side last season and are expected to bounce back.
"We have nothing to lose and that may favour us."