Virtual lab coats: The effects of verified source information on social media post credibility.

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Social media platform's lack of control over its content made way to the fundamental problem of misinformation. As users struggle with determining the truth, social media platforms should strive to empower users to make more accurate credibility judgements. A good starting point is a more accurate perception of the credibility of the message's source. Two pre-registered online experiments (N = 525;N = 590) were conducted to investigate how verified source information affects perceptions of Tweets (study 1) and generic social media posts (study 2). In both studies, participants reviewed posts by an unknown author and rated source and message credibility, as well as likelihood of sharing. Posts varied by the information provided about the account holder: (1) none, (2) the popular method of verified source identity, or (3) verified credential of the account holder (e.g., employer, role), a novel approach. The credential was either relevant to the content of the post or not. Study 1 presented the credential as a badge, whereas study 2 included the credential as both a badge and a signature. During an initial intuitive response, the effects of these cues were generally unpredictable. Yet, after explanation how to interpret the different source cues, two prevalent reasoning errors surfaced. First, participants conflated source authenticity and message credibility. Second, messages from sources with a verified credential were perceived as more credible, regardless of whether this credential was context relevant (i.e., virtual lab coat effect). These reasoning errors are particularly concerning in the context of misinformation. In sum, credential verification as tested in this paper seems ineffective in empowering users to make more accurate credibility judgements. Yet, future research could investigate alternative implementations of this promising technology.

Highlights

  • In our digital- & information-society, misinformation has become a fundamental problem

  • Though user perceptions and potential misconceptions have been explored in pilot studies [50, 51], this paper presents the first two large-scale empirical studies on identity and credential verification of unknown sources on social media

  • When it was irrelevant to the context, the results show the presence of a virtual lab coat effect, as both source and message credibility was inflated by the medical credential badge regardless of the context

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Summary

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In our digital- & information-society, misinformation has become a fundamental problem. It often is more relevant to be sure they are what they claim to be (i.e., in terms of Effects of verified source information on social media post credibility credentials or expertise). It might be helpful to know whether a post about COVID-19 comes from a medical professional, whether someone predicting earthquakes is a geologist, or whether someone describing political unrest is located in the city they are writing about Such (verified) credentials can be a useful heuristic for assessing credibility [44], and potentially mitigate the influence of misinformation on an individual’s beliefs and their inclination to share the information [45]. Credential verification could prove an unknown author’s credential and be displayed together with their social media post [2], following the suggestion that source information should be visible at a glance [36, 37] Providing such verified information comes with technical, ethical, and societal challenges. Intermediate results are discussed per study, after which the paper concludes with a general discussion

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CitationsShowing 2 of 2 papers
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The Sociology of Digital Inequality: The Stratification of Social Media Popularity in College Sports
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ABSTRACT Many scholars view social media popularity as a resource gained through self-branding and strategic communication. The reach of a social media account held by an individual or organization rises or falls depending on how well it meets an audience’s demand for information, identity, or entertainment. This assumption stands in contrast to sociological theories of power and stratification. Drawing on Bourdieu’s concepts of field and capital, this study considers the social structural forces that affect college sports teams’ number of followers on Instagram and X. Based on a sample of 552 teams in three different sports, we show that the popularity of teams depends greatly on their access to capital. This study models social media popularity and identifies four types of capital that are significant predictors of team follower counts on both platforms. It also provides a Bourdieusian theoretical framework intended to facilitate future research on the stratification of social media popularity in multiple fields of sociological interest.

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How Glucagon-Like Peptide-1 Medications Are Depicted in Instagram Posts Regarding Women’s Health, Nontraditional Access, and Barriers to Access: Content Analysis
  • Sep 4, 2025
  • Journal of Medical Internet Research
  • Brittnie E Bloom + 9 more

BackgroundGlucagon-like peptide-1 (GLP-1) medications, recently introduced in the United States for treating type 2 diabetes and obesity, have sparked interest and discussion on social media. Social media has emerged as a prominent platform for the distribution of health information; its vast user base and accessibility make it a popular resource for individuals seeking medical advice. This study characterized GLP-1 medication–related content on Instagram about 3 critical areas of public health: women’s health, access from nontraditional settings, and barriers to access.ObjectiveThis study aimed to perform passive content analysis in which information patterns would be observed from Instagram posts.MethodsWe examined 40 GLP-1 medication–related Instagram posts to develop a list of the most frequently used hashtags. In total, 10 “top posts” were collected for 7 days (July 11-17, 2023) for 11 study hashtags (eg, #Ozempic). Duplicates, deleted posts or accounts, non-English content, and unrelated posts were removed. Each post was reviewed by at least 2 coders. Coding discrepancies were resolved through discussion.ResultsThe final sample included 239 posts. More than half of the posts (130/239, 54%) were from GLP-1 medication users. Raters perceived most users to be female (90/97, 92.8%); inferred that most used medications for weight loss (69/130, 53.1%); determined the most frequently noted health condition was polycystic ovarian syndrome (25/130, 19.2%); and judged posts to have positive sentiments about well-being (64/130, 49.2%) and toward the medications (100/130, 76.9%). About a quarter of the posts (55/239, 23%) offered services for obtaining GLP-1 medications; GLP-1 medications were perceived to be accessible via nontraditional health care settings (eg, medical spas) versus traditional settings (39/239,16.3% vs 12/239, 5%). Most users (78/97, 80.4%) were perceived to be White; barriers to access (ie, shortages, insurance, and cost) were infrequently mentioned (6/239, 2.5%; 3/239, 1.3%; and 1/239, 0.4%, respectively).ConclusionsOur findings highlight the perceived benefits of GLP-1 medications for women’s health, the need to increase health literacy about where to safely access medications, and how additional attention is needed for equitable access to GLP-1 medications. The onus is on social media companies to promote content that is safe and for the health care system and its payers to address health care inequities for historically marginalized communities.

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