A podcast by Joe Janes an Associate Professor at the Information School at the University of Washington offers a clear articulation of the concept of statistical significance, with a focus on Sir Ronald Fisher, who defined the concept in a 1925 book -- Statistical Methods for Research Workers. There is also a blog post that introduces the podcast.