Literature DB >> 35739250

Combining interventions to reduce the spread of viral misinformation.

Joseph B Bak-Coleman1,2,3, Ian Kennedy4,5, Morgan Wack4,6, Andrew Beers4,7, Joseph S Schafer4,7, Emma S Spiro4,8,5, Kate Starbird4,9, Jevin D West4,8.   

Abstract

Misinformation online poses a range of threats, from subverting democratic processes to undermining public health measures. Proposed solutions range from encouraging more selective sharing by individuals to removing false content and accounts that create or promote it. Here we provide a framework to evaluate interventions aimed at reducing viral misinformation online both in isolation and when used in combination. We begin by deriving a generative model of viral misinformation spread, inspired by research on infectious disease. By applying this model to a large corpus (10.5 million tweets) of misinformation events that occurred during the 2020 US election, we reveal that commonly proposed interventions are unlikely to be effective in isolation. However, our framework demonstrates that a combined approach can achieve a substantial reduction in the prevalence of misinformation. Our results highlight a practical path forward as misinformation online continues to threaten vaccination efforts, equity and democratic processes around the globe.
© 2022. The Author(s).

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Year:  2022        PMID: 35739250      PMCID: PMC9584817          DOI: 10.1038/s41562-022-01388-6

Source DB:  PubMed          Journal:  Nat Hum Behav        ISSN: 2397-3374


  12 in total

1.  Revisiting the foundations of network analysis.

Authors:  Carter T Butts
Journal:  Science       Date:  2009-07-24       Impact factor: 47.728

Review 2.  Prediction and explanation in social systems.

Authors:  Jake M Hofman; Amit Sharma; Duncan J Watts
Journal:  Science       Date:  2017-02-02       Impact factor: 47.728

3.  The science of fake news.

Authors:  David M J Lazer; Matthew A Baum; Yochai Benkler; Adam J Berinsky; Kelly M Greenhill; Filippo Menczer; Miriam J Metzger; Brendan Nyhan; Gordon Pennycook; David Rothschild; Michael Schudson; Steven A Sloman; Cass R Sunstein; Emily A Thorson; Duncan J Watts; Jonathan L Zittrain
Journal:  Science       Date:  2018-03-08       Impact factor: 47.728

4.  Comparing information diffusion mechanisms by matching on cascade size.

Authors:  Jonas L Juul; Johan Ugander
Journal:  Proc Natl Acad Sci U S A       Date:  2021-11-16       Impact factor: 11.205

5.  Shifting attention to accuracy can reduce misinformation online.

Authors:  Gordon Pennycook; Ziv Epstein; Mohsen Mosleh; Antonio A Arechar; Dean Eckles; David G Rand
Journal:  Nature       Date:  2021-03-17       Impact factor: 49.962

6.  Fighting misinformation on social media using crowdsourced judgments of news source quality.

Authors:  Gordon Pennycook; David G Rand
Journal:  Proc Natl Acad Sci U S A       Date:  2019-01-28       Impact factor: 11.205

7.  Superspreading and the effect of individual variation on disease emergence.

Authors:  J O Lloyd-Smith; S J Schreiber; P E Kopp; W M Getz
Journal:  Nature       Date:  2005-11-17       Impact factor: 49.962

8.  Algorithmic amplification of politics on Twitter.

Authors:  Ferenc Huszár; Sofia Ira Ktena; Conor O'Brien; Luca Belli; Andrew Schlaikjer; Moritz Hardt
Journal:  Proc Natl Acad Sci U S A       Date:  2022-01-04       Impact factor: 11.205

9.  Online hate network spreads malicious COVID-19 content outside the control of individual social media platforms.

Authors:  N Velásquez; R Leahy; N Johnson Restrepo; Y Lupu; R Sear; N Gabriel; O K Jha; B Goldberg; N F Johnson
Journal:  Sci Rep       Date:  2021-06-15       Impact factor: 4.379

Review 10.  Stewardship of global collective behavior.

Authors:  Joseph B Bak-Coleman; Mark Alfano; Wolfram Barfuss; Carl T Bergstrom; Miguel A Centeno; Iain D Couzin; Jonathan F Donges; Mirta Galesic; Andrew S Gersick; Jennifer Jacquet; Albert B Kao; Rachel E Moran; Pawel Romanczuk; Daniel I Rubenstein; Kaia J Tombak; Jay J Van Bavel; Elke U Weber
Journal:  Proc Natl Acad Sci U S A       Date:  2021-07-06       Impact factor: 11.205

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