Shock collar.
I kid. If they scream, they have to sit quietly for 10 minutes. You have to sit with them, which sucks, but it prevents the future screaming pretty quickly. My kids know that if they scream I'll come running. If they screamed for no reason, they've made a poor choice, and there...