Who decides when and who gets to go into space?

In the book, "Riding Rockets: The Outrageous Tales of a Space Shuttle Astronaut", retired astronaut Richard "Mike" Mullane talks a lot about that. It seems like one highly placed manager at the Johnson Space Center makes the final choice all by himself. This may have changed since the book was written though. The book was very critical of the process.