We describe a technique for measuring image similarity in biomedical imagery (in particular, western blots. We also describe a large-scale comparison of image similarity across authentic images and synthetically duplicated and in-the-wild duplicated images we provide a systematic, quantitative approach for assessing claims of scientific misconduct in digital imagery