Your kids like spending time with YOU. They love YOU, not the science museum. I understand completely why you feel guilty...As a parent you want your kids to have the best of everything, especially yourself. But, remind yourself that God intends something good from this, and your kids are ALWAYS going to love YOU, no matter what that means they do or do not do.
Take care of yourself and remember that God is always in control. ;)