But Fallout lacks scientific basis, doesn't it?

They should have used Hiroshima or Nagasaki as a reference, but in reality, most radiation disappears about two weeks after a nuclear explosion.
It seems they used Chernobyl as a reference instead, as it became too much of a wasteland.