Yet an other person saying the OP's info was off.  Keeping GPU's constantly on isn't as bad as turning it on and off frequently.  What happens is when used solder points and such expand due to heat when shut off and cooled down it contracts due to cooling off.  Enough expanding and contracting can and will eventually break the card.