Do banks refund scammed money?

Losing money to scammers is a painful experience. But sometimes, not all is lost. While no bank or federal service can remove the frustration or disappointment of getting duped, they can sometimes lift your spirits by getting some (or in rare cases, all) of your money back. How is this possible, and what are your chances of getting a refund?