Mindy Weisberger, on Live Science, recommends a range of books for kids, from  paleontology to outer space. Most of the books are for slightly older readers (e.g. 9 and up) but there are a few from 5 (for example, Stone Girl, Bone Girl: The Story of Mary Anning).