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Frontiers in Big Data
Article . 2019 . Peer-reviewed
License: CC BY
Data sources: Crossref
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Frontiers in Big Data
Article
License: CC BY
Data sources: UnpayWall
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PubMed Central
Article . 2019
License: CC BY
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Article . 2019
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A Digital Nudge to Counter Confirmation Bias

Authors: Thornhill, Calum; Meeus, Quentin; Peperkamp, Jeroen; Berendt, Bettina;

A Digital Nudge to Counter Confirmation Bias

Abstract

Fake news is increasingly an issue on social media platforms. In this work, rather than detect misinformation, we propose the use of nudges to help steer internet users into fact checking the news they read online. We discuss two types of nudging strategies, by presentation and by information. We present the tool BalancedView, a proof-of-concept that shows news stories relevant to a tweet. The method presents the user with a selection of articles from a range of reputable news sources providing alternative opinions from the whole political spectrum, with these alternative articles identified as matching the original one by a combination of natural language processing and search. The results of an initial user study of BalancedView suggest that nudging by information may change the behavior of users towards that of informed news readers.

Country
Belgium
Keywords

Big Data, Technology, fake news, Science & Technology, Computer Science, Information Systems, 4609 Information systems, Twitter, Multidisciplinary Sciences, confirmation bias, 4605 Data management and data science, Computer Science, digital nudging, Science & Technology - Other Topics, NLP (natural language processing), Computer Science, Interdisciplinary Applications

  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    45
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
45
Top 10%
Top 10%
Top 10%
Green
gold