Hi. I'm one of the authors. Please read our FAQ. It answers that very question. In short, our de-anonymization algorithm applies to far more than public social networks like twitter, including some very sensitive ones.
As in certain cults it is possible to kill a process if you know its true name. -- Ken Thompson and Dennis M. Ritchie