Why Don't We Love Science Fiction? in the TimesOnLine is a great article on the status of science fiction. It also describes how science fiction and science influence each other.
Though the article pertains particularly to the situation in Britain, I don't think things are much different here or much different in kidlit. My impression is that while fantasy reigns supreme in children's literature, hardcore, traditional science fiction is far rarer.