Evidence map›Paper›PMID 42684325›Full record

ArticleJMIR diabetes2026

Social Media Discussions of Anti-Diabetic Drugs and the Popularity of GLP-1 Therapies: Content Analysis.

Chloe Stallion, Tamkeen Khan, Christian Guerrero, Stavros Tsipas, Gregory Wozniak

Abstract read
In one paragraph

Article in JMIR diabetes, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Chloe StallionAmerican Medical Association, 330 N. Wabash Ave, Suite 39300, Chicago, IL, 60611, United States, 1 312-464-5227.ORCID http://orcid.org/0009-0009-9198-2460
Tamkeen KhanAmerican Medical Association, 330 N. Wabash Ave, Suite 39300, Chicago, IL, 60611, United States, 1 312-464-5227.ORCID http://orcid.org/0000-0002-4522-0811
Christian GuerreroAmerican Medical Association, 330 N. Wabash Ave, Suite 39300, Chicago, IL, 60611, United States, 1 312-464-5227.ORCID http://orcid.org/0009-0000-6350-2436
Stavros TsipasAmerican Medical Association, 330 N. Wabash Ave, Suite 39300, Chicago, IL, 60611, United States, 1 312-464-5227.ORCID http://orcid.org/0009-0008-5846-7152
Gregory WozniakAmerican Medical Association, 330 N. Wabash Ave, Suite 39300, Chicago, IL, 60611, United States, 1 312-464-5227.ORCID http://orcid.org/0000-0003-4245-8207

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The clinical use of antidiabetic drugs (ADDs) has gained prominent public visibility due to the Food and Drug Administration (FDA) expansion of glucagon-like peptide-1 receptor agonists (GLP-1 RAs) in recent years; these drugs are now widely prescribed for weight loss. This shift is reflected in online public discourse. Objective: This study aimed to analyze the current online public discourse surrounding ADDs, with an emphasis on perceptions of insulin versus noninsulin therapies and the increasing prominence of weight loss-associated medications. Methods: We conducted a retrospective analysis of 23,580 English-language posts from the United States in 2023, using Boolean keyword searches to examine conversations about insulin-inclusive, with or without weight loss terms, and insulin-exclusive, with or without weight loss terms. We analyzed the volume and sentiment of online conversations regarding ADDs, frequency of drug mentions, proportion of posts by self-identified physicians, and thematic analysis of patient and clinician concerns. Results: A total of 26,832 initial posts were collected in 2023. After post validation, 23,580 posts remained as the study sample size. Of the 23,580 posts, 4.6% (1087/23,580) mentioned insulin, and 95.4% (n=22,493) did not mention insulin. Semaglutide-containing drugs such as Ozempic and Mounjaro were the most referenced medications, particularly in weight-loss contexts. Weight loss conversations made up the majority of online posts. Conversations about insulin were marginal compared with conversations that did not mention insulin online. Only 7% to 10% of posts came from self-identified physicians. Key themes included drug accessibility, off-label use for weight management, concerns about supply shortages, insurance coverage, and growing calls for holistic care. Notably, public perspectives favored the dual efficacy of medications like Ozempic in managing diabetes and promoting weight loss. Conclusions: The discourse on ADDs is dominated by weight loss-oriented therapies, with GLP-1 RAs driving much of the engagement. This surveillance paper illustrates the current state of public health interests around antidiabetic medications associated with weight loss and raises concerns regarding equitable access for patients with diabetes. These findings underscore the need for updated clinical guidance on necessary lifestyle behaviors for antidiabetic medication use and ongoing monitoring of public opinions regarding chronic disease management medications.

Indexed as

costdiabetesGLPinfodemiologyinfoveillanceinsulinobesityrationingsocial listeningsocial mediaTwitterweight loss

Identifiers

PMID42684325
PMCPMC13515349

What OpenQuestion holds

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Read underepoch 390

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.