Here's why:
* Species: The name "goldfish" refers to the species of fish, not its reproductive status.
* Pregnancy: Goldfish don't actually get "pregnant" in the same way mammals do. They lay eggs!
So, while it's fun to imagine a goldfish getting a special name when she's carrying eggs, the term "goldfish" stays the same.