Evidence map›Paper›PMID 40928836›Full record

ArticleJournal of medical Internet research2025

Development of an Instrument to Measure Resilience to Misinformation on Social Media: Measurement Properties and Validation.

Rafaela Rosário, Silvana Martins, Tina D Purnat, Elisabeth Wilhelm, Cláudia Augusto, Maria José Silva, Juliana Martins, Ana Duarte

Abstract readValidation Study
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Rafaela Rosário *School of Nursing, University of Minho, Braga, Portugal.ORCID https://orcid.org/0000-0001-6986-0007
Silvana Martins *ProChild CoLAB Against Poverty and Social Exclusion Association, Guimarães, Portugal.ORCID https://orcid.org/0000-0003-3791-3236
Tina D PurnatHarvard TH Chan School of Public Health, Harvard University, Boston, MA, United States.ORCID https://orcid.org/0000-0002-0257-6631
Elisabeth WilhelmUniversity of West Attica, Athens, Greece.ORCID https://orcid.org/0000-0002-4641-516X
Cláudia AugustoSchool of Nursing, University of Minho, Braga, Portugal.ORCID https://orcid.org/0000-0001-5450-7307
Maria José SilvaSchool of Nursing, University of Minho, Braga, Portugal.ORCID https://orcid.org/0000-0002-5632-2776
Juliana MartinsSchool of Nursing, University of Minho, Braga, Portugal.ORCID https://orcid.org/0000-0002-6957-9335
Ana DuarteSchool of Nursing, University of Minho, Braga, Portugal.ORCID https://orcid.org/0000-0002-9741-8141

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe spread of misinformation on social media poses significant risks to public health and individual decision-making. Despite growing recognition of these threats, instruments that assess resilience to misinformation on social media, particularly among families who are central to making decisions on behalf of children, remain scarce.

objectiveThis study aimed to develop and evaluate the psychometric properties of a novel instrument that measures resilience to misinformation in the context of social media among parents of school-age children.

methodsThe development process followed a multistep approach, including item generation based on relevant frameworks, expert review for content validation, and field testing. The psychometric properties were assessed using data from 511 Portuguese parents (418/511, 82.6% women; mean age 41.2, SD 6.1 y). The dataset was randomly divided into 2 subsamples. An exploratory factor analysis was conducted with the first subsample, followed by confirmatory factor analysis with the second subsample. The internal consistency was evaluated using Cronbach α and McDonald ω.

resultsOn the basis of the findings from the literature review, an initial pool of 18 items was created to reflect key dimensions of resilience to misinformation. Following expert review, the items were refined to a 15-item scale, which was disseminated for pilot and preliminary testing. A 14-item instrument emerged with a 2-factor structure: (1) stress resistance and resilience to misinformation (5 items) and (2) self-control regarding misinformation (9 items). The confirmatory factor analysis supported the model's fit, and both factors demonstrated acceptable reliability (Cronbach α=0.73; McDonald ω=0.69).

conclusionsThe resilience to misinformation on social media instrument demonstrates acceptable psychometric properties and offers valuable insight into how parents engage with and respond to web-based misinformation. This tool may support public health efforts by identifying vulnerable populations and informing the development of targeted strategies to enhance resilience to misinformation within family contexts.

Indexed as

CommunicationParentsResilience, PsychologicalSocial MediaAdultFactor Analysis, StatisticalFemaleHumansMaleMiddle AgedPortugalPsychometricsReproducibility of ResultsSurveys and Questionnairesconfirmatory factor analysisexploratory factor analysisinstrumentmisinformationpsychometric analysisresiliencesocial media

Identifiers

PMID40928836
PMCPMC12461171

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Registered trials

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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.