This article provides advice to non-statisticians on how to interpret claims made in the peer-reviewed literature.
Sutherland WJ, Spiegelhalter D, Burgman M. Policy: Twenty tips for interpreting scientific claims. Nature. 2013;503(7476):335–337. doi:10.1038/503335a. Available in html format.