We are reasonably confident that diabetes causes heart and kidney disease. However the converse - if I have heart disease (or kidney) I also have diabetes is not true: there are many possible causes of heart or kidney disease.

This logic error is easy to make, and the headlines all too often imply it, but it isn't always true (sometimes it is).