Have every guest wear a clothes pin and when a person that has a clothes pin says "baby", the first one to catch it, gets that person's clothes pin. The one with the most clothes pins wins. It's fun to see how fast you can lose your pin and how hard it is to not say "baby."
You can also play a version that includes the baby-to-be's real name. Though this version takes longer.