getting paid to give fake review

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  We then removed titles, bylines, captions, and all other text that was outside the body of the main article. Finally, because our analysis is based on the relative frequency of grammatical forms, we removed short articles from our corpus. The relative frequencies of grammatical forms are only useful when the texts under analysis are long enough to provide us with enough word tokens for rates of use to be estimated meaningfully. We therefore excluded articles under 300 words, a common cut-off in authorship analysis (Reference GrieveGrieve 2007), resulting in five additional real articles being excluded from our corpus. Following this process, our final corpus contains sixty-four articles, including thirty-six fake articles and twenty-eight real articles, all single authored by Blair between 25 October 2002 and 29 April 2003. The articles range in length from 321 to 1,825 words with a mean of 980 words for fake articles (with a standard deviation of 431 words) and a mean of 748 words for real articles (with a standard deviation of 315 words), showing an immediate difference between the form of these two types of texts. The total corpus contains 56,982 words, including 35,262 words of fake news and 21,720 words of real news. The vast majority of these articles were published by the National Desk, but there were also a handful of articles published over this period by the Metropolitan and Sports Desks, as well as in the Week in Review section. The final corpus is described in Table 1, which lists all sixty-four articles in the final corpus. Similar criticisms can be levelled against academic research on fake news. If machine learning systems are trained with mainstream news as the prototype for real news, or if mainstream news is ignored altogether, these systems cannot be expected to hold the news media accountable. This is unacceptable: fake news in the mainstream press is where the most societal damage can be done. For example, to take what is perhaps the most flagrant breach of the public's trust, during the lead up to the Iraq War in 2002, the mainstream press reported on the presence of weapons of mass destruction in Iraq, which we now know never existed. This was the justification for a war that has led to a massive loss of life. The New York Times was at the forefront of this innaccurate reporting, eventually issuing an official apology for their coverage in 2004. This was the newsroom where Blair learned his trade. In our opinion, his lies, minor by comparison, were a symptom of this greater culture of deception, not the cause. This is why we cannot trust the news media to address the problem of fake news. Independent and vigorous academic research is necessary to hold the news media accountable.

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