Most songwriters who have been lucky enough to have their song on the radio or be heard widely don't know anything about science. The best songs have a strong dose of metaphor. Most songs about science don't have that. Like 'She Blinded Me With Science.' It's a stupid song, no offense to Thomas Dolby.
