Evidence map›Paper›PMID 37113453›Full record

ArticleJMIR infodemiology

Twitter Trends for Celiac Disease and the Gluten-Free Diet: Cross-sectional Descriptive Analysis.

Monique Germone, Casey D Wright, Royce Kimmons, Shayna Skelley Coburn

Open access · goldAbstract read
In one paragraph

Article in JMIR infodemiology. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
1.0field-weighted citation impact, top 24% of its field
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

4 citing papers in PubMed, 9 citations in OpenAlex.

  1. Article
  2. Use of technology to educate patients with celiac disease.Nutrition in clinical practice : official publication of the American Society for Parenteral and Enteral Nutrition · 2025
    Review
  3. Article
  4. 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

4 authors at 4 institutions in 1 country.

Monique Germone *Digestive Health Institute Colorado Center for Celiac Disease Children's Hospital Colorado Aurora, CO United States.ORCID https://orcid.org/0000-0001-6827-5551
Casey D Wright *Department of Developmental Sciences School of Dentistry Marquette University Milwaukee, WI United States.ORCID https://orcid.org/0000-0003-1189-5877
Royce KimmonsDavid O McKay School of Education, Instructional Psychology & Technology Brigham Young University Provo, UT United States.ORCID https://orcid.org/0000-0001-7744-2315
Shayna Skelley CoburnDepartment of Psychology and Behavioral Health Children's National Hospital Washington, DC United States.ORCID https://orcid.org/0000-0001-9526-3580
Brigham Young University · USChildren's Hospital Colorado · USChildren's National · USMarquette University · US

Funding

A behavioral intervention to optimize self-management of celiac disease in adolescentsK23DK129826 · NIDDK · CHILDREN'S RESEARCH INSTITUTE · PI COBURN, SHAYNA SKELLEY · 2021 to 2025
$793k
Zonulin and Biobehavioral Mechanisms in Oral Inflammatory DiseasesF31DE027859 · NIDCR · WEST VIRGINIA UNIVERSITY · PI WRIGHT, CASEY D · 2018 to 2020
$90k
NIDCR NIH HHS F31 DE027859NIDDK NIH HHS K23 DK129826
6 · The paper itself

Abstract

Background: Few studies have systematically analyzed information regarding chronic medical conditions and available treatments on social media. Celiac disease (CD) is an exemplar of the need to investigate web-based educational sources. CD is an autoimmune condition wherein the ingestion of gluten causes intestinal damage and, if left untreated by a strict gluten-free diet (GFD), can result in significant nutritional deficiencies leading to cancer, bone disease, and death. Adherence to the GFD can be difficult owing to cost and negative stigma, including misinformation about what gluten is and who should avoid it. Given the significant impact that negative stigma and common misunderstandings have on the treatment of CD, this condition was chosen to systematically investigate the scope and nature of sources and information distributed through social media. Objective: To address concerns related to educational social media sources, this study explored trends on the social media platform Twitter about CD and the GFD to identify primary influencers and the type of information disseminated by these influencers. Methods: This cross-sectional study used data mining to collect tweets and users who used the hashtags #celiac and #glutenfree from an 8-month time frame. Tweets were then analyzed to describe who is disseminating information via this platform and the content, source, and frequency of such information. Results: More content was posted for #glutenfree (1501.8 tweets per day) than for #celiac (69 tweets per day). A substantial proportion of the content was produced by a small percentage of contributors (ie, "Superuser"), who could be categorized as self-promotors (eg, bloggers, writers, authors; 13.9% of #glutenfree tweets and 22.7% of #celiac tweets), self-identified female family members (eg, mother; 4.3% of #glutenfree tweets and 8% of #celiac tweets), or commercial entities (eg, restaurants and bakeries). On the other hand, relatively few self-identified scientific, nonprofit, and medical provider users made substantial contributions on Twitter related to the GFD or CD (1% of #glutenfree tweets and 3.1% of #celiac tweets, respectively). Conclusions: Most material on Twitter was provided by self-promoters, commercial entities, or self-identified female family members, which may not have been supported by current medical and scientific practices. Researchers and medical providers could potentially benefit from contributing more to this space to enhance the web-based resources for patients and families.

Indexed as

accuracyceliac diseasecontentcredibilitydieteducationgluten-freeinfodemiologyonlinesocial mediasocial networking siteTwitter

Identifiers

PMID37113453
PMCPMC9987182
OpenAlexW4311661047

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.