A collection of links to other thoughts on text mining science.
The Guardian published an article on May 23, 2012 entitled Text Mining: What do publishers have against this hi-tech research tool? that does an excellent job of highlighting some of the challenges researchers like me face in large-scale text mining of the biomedical literature.
John Hawks on mining the literature of modern human origins.
A Nature news article on tracking language change in Physics.