Published January 24, 2025 | Version v1
Journal article Open

Differential impact from individual versus collective misinformation tagging on the diversity of Twitter (X) information engagement and mobility

  • 1. University of Chicago
  • 2. Northwestern University
  • 3. University of Michigan

Description

Fears about the destabilizing impact of misinformation online have motivated individuals and platforms to respond. Individuals have increasingly challenged others' online claims with fact-checks in pursuit of a healthier information ecosystem and to break down echo chambers of self-reinforcing opinion. Using Twitter (now X) data, here we show the consequences of individual misinformation tagging: tagged posters had explored novel political information and expanded topical interests immediately prior, but being tagged caused posters to retreat into information bubbles. These unintended consequences were softened by a collective verification system for misinformation moderation. In Twitter's new feature, Community Notes, misinformation tagging was peer-reviewed by other fact-checkers before revelation to the poster. With collective misinformation tagging, posters were less likely to retreat from diverse information engagement. Detailed comparison demonstrated differences in toxicity, sentiment, readability, and delay in individual versus collective misinformation tagging messages. These findings provide evidence for differential impacts from individual versus collective moderation strategies on the diversity of information engagement and mobility across the information ecosystem.

Data availability

The Twitter data collected and analyzed in this study have been deposited in the Open Science Foundation (OSF) database at https://doi.org/10.17605/OSF.IO/TXGSR. The data required to replicate our analyses are available in the repository. However, in accordance with Twitter's privacy policy, we cannot disclose individual-level user information or the contents of tweets. Instead, processed and anonymized data are available in the repository.

The code required to replicate our results is available at https://doi.org/10.17605/OSF.IO/TXGSR.

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Differential-impact-from-individual-versus-collective-misinformation-tagging.pdf

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Additional details

Identifiers

DOI
10.1038/s41467-025-55868-0
Other
oai:uchicago.tind.io:14457

Related works

Funding

Discovery Partners Institute of Illinois

UChicago Information

Division(s)
Social Sciences Division
Department(s)
Sociology