Checking how fact-checkers check

@article{Lim2018CheckingHF,
  title={Checking how fact-checkers check},
  author={Chloe Lim},
  journal={Research \& Politics},
  year={2018},
  volume={5}
}
  • Chloe Lim
  • Published 2018
  • Computer Science
  • Research & Politics
Fact-checking has gained prominence as a movement for revitalizing truth-seeking ideals in journalism. While fact-checkers are often assumed to code facts accurately, few studies have formally assessed fact-checkers’ overall performance. I evaluated the performance of two major fact-checkers in the USA, Fact Checker and Politifact, comparing their inter-rater reliability using a method that is regularly employed across the social sciences. Surprisingly, only one in 10 statements was found to be… Expand

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References

SHOWING 1-10 OF 14 REFERENCES
Checking the Fact-Checkers in 2008: Predicting Political Ad Scrutiny and Assessing Consistency
Which types of political ads are most likely to draw criticism from fact-checkers? Are fact-checkers consistent in their evaluations of political ads? Examining general election television ads fromExpand
The Effect of Fact-Checking on Elites: A Field Experiment on U.S. State Legislators
Does external monitoring improve democratic performance? Fact-checking has come to play an increasingly important role in political coverage in the United States, but some research suggests it may beExpand
Fact-Checking Polarized Politics: Does The Fact-Check Industry Provide Consistent Guidance on Disputed Realities?
Abstract In the contemporary political environment of polarized claims about disputed realities, the online fact-check industry was born. These enterprises have received awards and praise but alsoExpand
Did Fact Checking Matter in the 2012 Presidential Campaign?
The new media environment raises two questions: Will campaign deceptions have traveled around the web before journalism has the fact-checking in place to ensnare them? And if diligent checking ofExpand
The Strategy of Ambiguity: Uncertainty and Electoral Competition
In this paper problems of social choice in general, and political choice in particular, are considered in light of uncertainty. The space of social alternatives in this formulation includes not onlyExpand
Deciding what’s true: The rise of political fact-checking in American journalism
Interrater reliability: Definitions, formulae, and worked examples
  • Available at: http://www.pbarrett.net/ presentations/rater.pdf (accessed
  • 2001
Trump repeats the same lines, even when they’re proven false. The Charlotte Observer
  • Available at: http://www.charlotteobserver.com/opinion/article76441787. html (accessed
  • 2016
The effect of factchecking on elites: A field experiment on US state legislators
  • American Journal of Political Science
  • 2015
Why Donald Trump is impervious to factchecking
  • The Week (01 December). Available at: http:// theweek.com/articles/591476/why-donald-trump-impervious-factchecking (accessed
  • 2015
...
1
2
...