I gave a talk at the EPSA meeting in Düsseldorf on what I call the argument from the good lot (pdf). It uses a case study from genetics in the first half of the 20th century – how was DNA shown to bear hereditary information? – to argue that scientists work hard to avoid one of the great pitfalls of inferences to the best explanation: the bad lot.