Haunting film. Apocalyptic fiction is a sub-genre of sci-fi btw. It's not in the wrong category.

"We asked these children what they now wanted to be when they grew up."

"I don't want to be nuthin'."

Technically speaking, this fits science fiction perfectly. Fiction based on innovations or applications of science.