There is a considerable area that is far enough away from a nuclear explosion to not be obliterated, but close enough that buildings may collapse, windows may be converted into deadly projectiles, and so on. Duck and cover would in fact save many many lives in that area.

The Wikipedia article has details: https://en.wikipedia.org/wiki/Duck_and_cover