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Automatic detection of image manipulations in the biomedical literature

机译:生物医学文献中图像处理的自动检测

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摘要

Images in scientific papers are used to support the experimental description and the discussion of the findings since several centuries. In the field of biomedical sciences, in particular, the use of images to depict laboratory results is widely diffused, at such a level that one would not err in saying that there is barely any experimental paper devoid of images to document the attained results. With the advent of software for digital image manipulation, however, even photographic reproductions of experimental results may be easily altered by researchers, leading to an increasingly high rate of scientific papers containing unreliable images. In this paper I introduce a software pipeline to detect some of the most diffuse misbehaviours, running two independent tests on a random set of papers and on the full publishing record of a single journal. The results obtained by these two tests support the feasibility of the software approach and imply an alarming level of image manipulation in the published record.
机译:几个世纪以来,科学论文中的图像被用于支持实验描述和对发现的讨论。特别是在生物医学科学领域,广泛使用图像来描述实验室结果,以至于人们不会说几乎没有缺乏图像的实验文件来记录所获得的结果。然而,随着用于数字图像处理的软件的出现,研究人员甚至可以轻易地改变实验结果的照片复制,从而导致包含不可靠图像的科学论文的比率越来越高。在本文中,我介绍了一种用于检测某些最分散的不良行为的软件管道,可以在随机的一组论文和单个期刊的完整出版记录上运行两个独立的测试。通过这两个测试获得的结果证明了该软件方法的可行性,并暗示了已发布记录中图像处理的惊人水平。

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