Evidence map›Paper›PMID 34555060›Full record

ArticlePloS one2021

The social amplification and attenuation of COVID-19 risk perception shaping mask wearing behavior: A longitudinal twitter analysis.

Suellen Hopfer, Emilia J Fields, Yuwen Lu, Ganesh Ramakrishnan, Ted Grover, Quishi Bai, Yicong Huang, Chen Li, Gloria Mark

Erratum issuedAbstract read
In one paragraph

Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

16 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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  6. Review
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  10. Review
  11. Effects of media on preventive behaviour during the COVID-19 pandemic.Humanities & social sciences communications · 2023
    Article
  12. The social amplification of risk framework: New perspectives.Risk analysis : an official publication of the Society for Risk Analysis · 2022
    Article
  13. Article
  14. Adolescent COVID-19 Vaccine Decision-Making among Parents in Southern California.International journal of environmental research and public health · 2022
    Article
  15. Article
  16. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Suellen HopferDepartment of Health, Society & Behavior, Program in Public Health, University of California, Irvine, Irvine, California, United States of America.ORCID 0000-0003-3232-9743
Emilia J FieldsDepartment of Health, Society & Behavior, Program in Public Health, University of California, Irvine, Irvine, California, United States of America.
Yuwen LuDepartment of Computer Science, University of California, Irvine, CA, United States of America.
Ganesh RamakrishnanDepartment of Psychological Sciences, University of California, Irvine, Irvine, California, United States of America.ORCID 0000-0001-6024-4611
Ted GroverDepartment of Informatics, University of California, Irvine, Irvine, California, United States of America.
Quishi BaiDepartment of Computer Science, University of California, Irvine, CA, United States of America.
Yicong HuangDepartment of Computer Science, University of California, Irvine, CA, United States of America.
Chen LiDepartment of Computer Science, University of California, Irvine, CA, United States of America.
Gloria MarkDepartment of Informatics, University of California, Irvine, Irvine, California, United States of America.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionTwitter represents a mainstream news source for the American public, offering a valuable vehicle for learning how citizens make sense of pandemic health threats like Covid-19. Masking as a risk mitigation measure became controversial in the US. The social amplification risk framework offers insight into how a risk event interacts with psychological, social, institutional, and cultural communication processes to shape Covid-19 risk perception.

methodsQualitative content analysis was conducted on 7,024 mask tweets reflecting 6,286 users between January 24 and July 7, 2020, to identify how citizens expressed Covid-19 risk perception over time. Descriptive statistics were computed for (a) proportion of tweets using hyperlinks, (b) mentions, (c) hashtags, (d) questions, and (e) location.

resultsSix themes emerged regarding how mask tweets amplified and attenuated Covid-19 risk: (a) severity perceptions (18.0%) steadily increased across 5 months; (b) mask effectiveness debates (10.7%) persisted; (c) who is at risk (26.4%) peaked in April and May 2020; (d) mask guidelines (15.6%) peaked April 3, 2020, with federal guidelines; (e) political legitimizing of Covid-19 risk (18.3%) steadily increased; and (f) mask behavior of others (31.6%) composed the largest discussion category and increased over time. Of tweets, 45% contained a hyperlink, 40% contained mentions, 33% contained hashtags, and 16.5% were expressed as a question.

conclusionsUsers ascribed many meanings to mask wearing in the social media information environment revealing that COVID-19 risk was expressed in a more expanded range than objective risk. The simultaneous amplification and attenuation of COVID-19 risk perception on social media complicates public health messaging about mask wearing.

Indexed as

CommunicationCOVID-19HumansLongitudinal StudiesMasksPandemicsPerceptionPublic HealthPublic OpinionRisk-TakingSARS-CoV-2Social MediaUnited States

Identifiers

PMID34555060
PMCPMC8460003

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.