Half fathers?

There is a part where Mary's mom says something like, "Of all the fathers, stepfathers, and half-fathers I've known, none can compare to these three men." As far as I know, you can have a half-brother or -sister, but either someone is your father or he's not, right? I'm guessing she just said this for effect?