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Containing misinformation: Modeling spatial games of fake news
SociologyPNAS Nexus

Containing misinformation: Modeling spatial games of fake news

M. I. Jones, S. D. Pauls, et al.

A mathematical model treating news sharing as a coordination game shows how network structure enables fake-news echo chambers and more than doubles fake news’ resistance to distributed sanctioning. Simulations on lattices, small-worlds and a Twitter dataset demonstrate that strategically placed sanctioners can contain misinformation; analytic conditions for effective peer sanctioning are derived. Research conducted by Matthew I. Jones, Scott D. Pauls, and Feng Fu.... show more
Abstract
The spread of fake news on social media is a pressing issue. Here, we develop a mathematical model on social networks in which news sharing is modeled as a coordination game. We use this model to study the effect of adding designated individuals who sanction fake news sharers (representing, for example, correction of false claims or public shaming of those who share such claims). By simulating our model on synthetic square lattices and small-world networks, we demonstrate that social network structure allows fake news spreaders to form echo chambers and more than doubles fake news’ resistance to distributed sanctioning efforts. We confirm our results are robust to a wide range of coordination and sanctioning payoff parameters as well as initial conditions. Using a Twitter network dataset, we show that sanctioners can help contain fake news when placed strategically. Furthermore, we analytically determine the conditions required for peer sanctioning to be effective, including prevalence and enforcement levels. Our findings have implications for developing mitigation strategies to control misinformation and preserve the integrity of public discourse.
Publisher
PNAS Nexus
Published On
Feb 27, 2024
Authors
Matthew I. Jones, Scott D. Pauls, Feng Fu
Tags
fake newssocial networkscoordination gamepeer sanctioningecho chambersnetwork structuremisinformation mitigation
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