I line the bottom of the pan with parchment, that provides some stability against cracking. Use the magic cake strips, they come in large sizes, to prevent humps.
I would use the cookie sheet but I line up the cake onto the bottom layer so that the parchment is on top. AFTER I press down onto the filling is when I strip off the parchment. That way the hands can shake a little but the cake will not crack.