(Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort

This paper reports the findings of a 606-participant study analyzing the perception of, and engagement with, COVID-19 vaccine rumors on efficacy and mass immunization effort on Twitter. Misperceptions were successfully induced through simple content alterations and the addition of popular anti-COVID...

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Main Authors: Filipo Sharevski, Alice Huff, Peter Jachim, Emma Pieroni
Format: Article
Language:English
Published: Elsevier 2022-04-01
Series:International Journal of Information Management Data Insights
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2667096822000039
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author Filipo Sharevski
Alice Huff
Peter Jachim
Emma Pieroni
author_facet Filipo Sharevski
Alice Huff
Peter Jachim
Emma Pieroni
author_sort Filipo Sharevski
collection DOAJ
description This paper reports the findings of a 606-participant study analyzing the perception of, and engagement with, COVID-19 vaccine rumors on efficacy and mass immunization effort on Twitter. Misperceptions were successfully induced through simple content alterations and the addition of popular anti-COVID-19 hashtags such as #COVIDIOT and #covidhoax to otherwise valid Twitter content. Twitter's soft moderation warning label helped the majority of our participants to dismiss the rumors about mass immunization. However, for the skeptic, vaccine-hesitant minority, the soft moderation caused a “backfire effect” i.e., make them perceive the rumor as accurate. While the majority of the participants staunchly refrain from engaging with the COVID-19 rumors, the hesitant and skeptic minority was open to comment, retweet, like and share the vaccine efficacy rumors. Based on these findings, we recommend misinformation label designs to prevent the “backfire effect” of COVID-19 vaccine rumors on Twitter.
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spelling doaj.art-4fac91de86194d48966329dc927f55db2022-12-22T00:24:18ZengElsevierInternational Journal of Information Management Data Insights2667-09682022-04-0121100059(Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effortFilipo Sharevski0Alice Huff1Peter Jachim2Emma Pieroni3Corresponding author.; College of Computing and Digital Media, DePaul University, 243 S Wabash Avenue, Chicago, IL 60604, United StatesCollege of Computing and Digital Media, DePaul University, 243 S Wabash Avenue, Chicago, IL 60604, United StatesCollege of Computing and Digital Media, DePaul University, 243 S Wabash Avenue, Chicago, IL 60604, United StatesCollege of Computing and Digital Media, DePaul University, 243 S Wabash Avenue, Chicago, IL 60604, United StatesThis paper reports the findings of a 606-participant study analyzing the perception of, and engagement with, COVID-19 vaccine rumors on efficacy and mass immunization effort on Twitter. Misperceptions were successfully induced through simple content alterations and the addition of popular anti-COVID-19 hashtags such as #COVIDIOT and #covidhoax to otherwise valid Twitter content. Twitter's soft moderation warning label helped the majority of our participants to dismiss the rumors about mass immunization. However, for the skeptic, vaccine-hesitant minority, the soft moderation caused a “backfire effect” i.e., make them perceive the rumor as accurate. While the majority of the participants staunchly refrain from engaging with the COVID-19 rumors, the hesitant and skeptic minority was open to comment, retweet, like and share the vaccine efficacy rumors. Based on these findings, we recommend misinformation label designs to prevent the “backfire effect” of COVID-19 vaccine rumors on Twitter.http://www.sciencedirect.com/science/article/pii/S2667096822000039COVID-19VaccinesTwitterSoft moderationMisperceptionRumors
spellingShingle Filipo Sharevski
Alice Huff
Peter Jachim
Emma Pieroni
(Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
International Journal of Information Management Data Insights
COVID-19
Vaccines
Twitter
Soft moderation
Misperception
Rumors
title (Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
title_full (Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
title_fullStr (Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
title_full_unstemmed (Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
title_short (Mis)perceptions and engagement on Twitter: COVID-19 vaccine rumors on efficacy and mass immunization effort
title_sort mis perceptions and engagement on twitter covid 19 vaccine rumors on efficacy and mass immunization effort
topic COVID-19
Vaccines
Twitter
Soft moderation
Misperception
Rumors
url http://www.sciencedirect.com/science/article/pii/S2667096822000039
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