This is a good idea but I still don't think the payoff is enough to go out of your way to maintain them just for a chance at double output. Other food methods would still be far superior.
I've had this happen with other games, too. Might just be something that happens if you turn it on mid game, but I'm not sure. I always have to reset the game in order to get it to work again.