1. If they don't close up when tapped gently before cooking, throw them out.
2. If they don't open up after cooking, throw them out.
My daughter loves mussels and will bypass everything else on the plate to have them, even stalking our plates for more. She uses her dad's favorite ploy, "What that over there," she says as she sneaks another one off his plate.