Dean’s Diversion: Avoiding Pathological Science
A particularly good read (whether you are a scientist or not) is Irving Langmuir’s classic Pathological Science lecture from 1953 (download the PDF). For most physical scientists, I imagine that the talk is well known. There are extensive websites on the subject, as well as the obligatory Wikipedia page, so there is no need to