Markowitz David M, Hancock Jeffrey T
Department of Communication, Cornell University, Ithaca, New York, United States of America.
Department of Communication, Cornell University, Ithaca, New York, United States of America; Department of Information Science, Cornell University, Ithaca, New York, United States of America.
PLoS One. 2014 Aug 25;9(8):e105937. doi: 10.1371/journal.pone.0105937. eCollection 2014.
When scientists report false data, does their writing style reflect their deception? In this study, we investigated the linguistic patterns of fraudulent (N = 24; 170,008 words) and genuine publications (N = 25; 189,705 words) first-authored by social psychologist Diederik Stapel. The analysis revealed that Stapel's fraudulent papers contained linguistic changes in science-related discourse dimensions, including more terms pertaining to methods, investigation, and certainty than his genuine papers. His writing style also matched patterns in other deceptive language, including fewer adjectives in fraudulent publications relative to genuine publications. Using differences in language dimensions we were able to classify Stapel's publications with above chance accuracy. Beyond these discourse dimensions, Stapel included fewer co-authors when reporting fake data than genuine data, although other evidentiary claims (e.g., number of references and experiments) did not differ across the two article types. This research supports recent findings that language cues vary systematically with deception, and that deception can be revealed in fraudulent scientific discourse.
当科学家报告虚假数据时,他们的写作风格会反映出他们的欺骗行为吗?在这项研究中,我们调查了社会心理学家迪德里克·斯塔佩尔作为第一作者的欺诈性出版物(N = 24;170,008个单词)和真实出版物(N = 25;189,705个单词)的语言模式。分析表明,斯塔佩尔的欺诈性论文在与科学相关的话语维度上存在语言变化,包括与他的真实论文相比,更多与方法、调查和确定性相关的术语。他的写作风格也与其他欺骗性语言的模式相匹配,包括欺诈性出版物中的形容词比真实出版物中的少。利用语言维度的差异,我们能够以高于随机概率的准确率对斯塔佩尔的出版物进行分类。除了这些话语维度,斯塔佩尔在报告虚假数据时列出的共同作者比报告真实数据时少,尽管其他证据性主张(如参考文献和实验的数量)在这两种文章类型中没有差异。这项研究支持了最近的研究结果,即语言线索会随着欺骗行为而系统性地变化,并且欺骗行为可以在欺诈性科学话语中被揭示出来。