Digital Commons Network^™

Is Social Media Use A Reason For Socially Withdrawn Individuals' Mental Health Difficulties?, Angela Grundvig

Theses and Dissertations

Studies have found a link between subtypes of social withdrawal and internalizing problems throughout most of the lifespan. However, the work conducted in adolescence is much more limited including a lack of work examining factors that might mediate the association between forms of social withdrawal and internalizing problems. Social comparison may be one way in which social withdrawal predicts internalizing problems. There has been research showing that social media usage is associated with internalizing problems. The purpose of this study was to assess (a) the associations between three subtypes of social withdrawal (shyness, avoidance, and unsociability), respectively, and indices of …

Social Media Fragility Indicators: A Framework For Evaluating Social Media As Fragile States, Caroline A. Haythornthwaite

iSchool - All Scholarship

Social Media Fragility Indicators: A framework for evaluating social media as fragile states

Presented at the Media Sociology Symposium, August 7th 2025

In the uncharted domain of cyberspace, social media platforms have stepped in and stepped up as state-like entities – social states – enacting governance structures supporting a variety of state services: security to safeguard user data, public services such as content moderation, regulations for civil behavior laid out in platform standards, and policing and sanctioning behavior. As social media has increasingly become the site for public discourse, platform policies are establishing these social media as ‘de facto regulators’ …

Towards Data-Driven Science Literacy: Extracting Psycholinguistic Markers In Vaping-Related Online Peer Interactions, Michael Truong, Ahmed Abdelhameed, Tavleen Singh, Kirk Roberts, Sahiti Myneni

Faculty, Staff and Student Publications

Social media debates on e-cigarettes raise public health concerns due to evolving evidence and conflicting guidelines. We analyzed 25,127 vaping-related comments to explore how users discuss vaping-related topics. Our analysis revealed 25 topics grouped into three parent topics: positive effects of vaping, negative effects of vaping, and vaping-related news & information. Significant differences were observed in psycholinguistic characteristics with high emotional exchanges as positive and negative effects of e-cigarettes are debated. Our results can inform interventions promoting science literacy and misinformation resistance.

The Interactive Soap Opera: Deceit, Romance And Abuse, Grace Canfield, Sage K. Colon, Mollie M. Denholm, Ava Freese, Grace Salter, Abigail M. Saplak, Alex N. Skocic, Derek M. Williams, Richard M. Perloff

Student Scholarship

One of the most interesting aspects of adolescents’ use of social media is the dynamic drama that occurs between followers of social media influencers in the wake of controversial actions performed by social media influencers themselves. A content analysis of followers’ comments about influencers’ and social media personalities’ scandalous romantic entanglements indicated that close to 90 percent of commenters were female and, in keeping with followers’ loyalty to their favored influencer, the highest proportion of comments were negative to the influencer’s adversary in the romantic dispute. A detailed analysis of the moralistic aspects of followers’ comments offered additional insights.

"That’S Not A Meal, Bestie”: Humor, Identity, & Feminized Consumption In “Girl Dinner”., Claire Tudor

Electronic Theses and Dissertations

This thesis examines the viral “Girl Dinner” trend as a case study in how gendered consumption, digital identity, and feminist humor intersect in digital spaces. Using “Girl Dinner” as a rhetorical artifact, this thesis explores how women use gendered trends to navigate visibility, labor, and autonomy in online spaces. Through thematic analysis of TikTok content, media coverage, and branded adaptations, the research traces the evolution of the trend from a lighthearted joke to a site of cultural negotiation. This study reveals that while “Girl Dinner” may appear empowering and relatable on the surface, it often reinforces traditional gender expectations under …

Incarcerated Women: Gendered Rhetoric From The Outside And Reality Inside Prison Walls., Taylor Riley Geiser

Electronic Theses and Dissertations

This dissertation examines how formerly incarcerated women navigate and resist gendered media portrayals through digital platforms, focusing on the “mad” and “bad” woman tropes that shape public perceptions. Drawing on feminist rhetorical theory—particularly Royster and Kirsch’s methodological practices and Ratcliffe’s concept of rhetorical listening—this study combines Critical Discourse Analysis (CDA) of mainstream headlines with Multimodal Discourse Analysis (MDA) of TikTok content. CDA of media coverage surrounding Lori Vallow Daybell, Casey Anthony, and Andrea Yates reveals how language, imagery, and cultural logics sustain harmful binaries that portray women who commit crimes either as depraved or as excused by madness, obscuring the …

Youth Attitudes Towards The Effects Of Social Media Addiction A Study On University Students In The United Arab Emirates, Fokiya Akhtar, Fawzia Abdulla Alali

All Works

Objectives: This study aims to understand youth’s attitudes toward the effects of social media usage and its risk factors. It also investigates the impact of social media addiction on youth, and determines the mediating factors in this relationship, such as ‘FOMO’ (fear of missing out) and nocturnal social media usage. Methods :For the purpose of this research, 327 university students were surveyed using the Social Media Addiction Scale, the FOMO Scale, the Nocturnal Social Media Use Scale, and the Pittsburgh Sleep Index Scale. Results: The results reveal statistically significant correlations between high social media usage and adverse effects on mental …

The Use Of Sludge Content For Effective Recall Of Information, Rahaf G. Fares

Electronic Theses, Projects, and Dissertations

In an age where social media dominates daily consumption, the impact of engaging multi-modal media, specifically “sludge content,” on attention and memory has garnered significant interest. Sludge content, which generally combines unrelated visual gameplay with narrated audio and subtitles, has emerged as a popular form of online entertainment. This study explored whether this type of content enhances information recall by capturing users’ attention, a claim bolstered by theories of optimal arousal, non-pharmacological interventions such as fidget toys, and audiovisual redundancy. Using a within-subjects experimental design, the study investigated the effects of sludge content on effective recall through three conditions: sludge …

Framing Conflict: How Social Media Influences Voter Opinions, May Smith

All Graduate Theses and Dissertations, Fall 2023 to Present

Social media has changed the way we learn about global events. With just a few clicks, people can see powerful images of war and humanitarian crises from around the world. But how do these images, and the way they are presented, affect how people think about political candidates? This study looks at how different kinds of social media content influence voter opinions. Using a survey experiment designed to mimic real Instagram posts, participants were shown content related to the Israel-Palestine conflict. Some posts included only text. Others added data through charts and statistics. A third group saw emotional images of …

Breaking Up In The Digital Age: Examining The Relational Dissolution Model On Instagram, Alana Haupert

All Graduate Theses and Dissertations, Fall 2023 to Present

Breakups can be an emotional time as individuals experience breakup distress and begin to explore the options and potential actions that are associated with relational dissolution on social media. This study seeks to explore how certain online behaviors, as they relate to stages of relational dissolution, affect breakup distress, relational uncertainty, social media engagement, and overall attitudes towards singlehood. Findings suggest that social media engagement plays a key role in exploring the phases of relational dissolution. Higher social media intensity linked breakup distress and behaviors of the social phase, or when individuals share information about a potential breakup. Grave-dressing behaviors …

Beyond The Click: Investigating Mental Models, Targeted Attacks, And Behavioral Interventions Against Clickbait, Ankit Shrestha

All Graduate Theses and Dissertations, Fall 2023 to Present

Clickbait is misleading or exaggerated content on social media that tricks people into clicking on links by making them curious. For instance, posts that use headlines such as “This is the worst day to visit a restaurant”. These clickbait posts can lead to fake news, wrong information, and even harmful websites. Even though many people know clickbait can be risky, they often still fall for it. Existing tools to stop clickbait don’t always consider how people think, the situations they are in, or their different needs. This research looks at how people understand and react to clickbait, and develops different …

From Classroom To Content Creator: Leadership Practices And Identities Of Female Science Teachers On Tiktok, Rachel M. Benzoni

Dissertations and Doctoral Documents, University of Nebraska-Lincoln, 2023–

This qualitative multiple case study investigates how four secondary science teachers use TikTok to advocate for science education and how content creation shapes their professional identities as leaders. Using interviews and video content with a framework integrating constructivist leadership, Leader Identity Construction Theory (LICT), and the Social Change Model (SCM), findings show participants enacted leadership outside formal roles through distributed and relational practices leveraging social media's affordances. Five themes emerged from the analysis: (1) Reconceptualizing Teacher Leadership on Social Media, (2) Leadership Through Equity-Driven Practice, (3) Constructing and Leading in Online Professional Learning Communities, (4) Forming and Negotiating Identities in …

Behind The Trend: An Examination Of Primate Content On Tiktok, Kelsie K. Strong, Lilith A. Frakes, Jessica A. Mayhew, Chelsea J. Thompson, Caroline P. Ratliff

Anthropology Faculty Publications and Presentations

Social media platforms today are teeming with images of wildlife as pets, and studies have emerged investigating the role social media plays on the public's perception of primates and their desirability as pets. This study explores the presentation of nonhuman primates and video engagement, defined as user interactions through likes, comments, shares, and views, on the social media platform TikTok. We examined 1378 videos from 173 different TikTok content creators sharing primate videos. Most content depicted primates within a household (43.1%), indicating they are often shown in the context of being pets. This is cause for concern because the portrayal …

Parenting In The Age Of Social Media: The Buffering Effect Of Parental Self-Efficacy On The Relationship Between Parental Social Media Use And Parent Child-Relationship Quality, Celeste Tipple, Cindy Branch-Smith

Research outputs 2022 to 2026

The widespread use of technology in daily life has raised concerns about its potential to disrupt social relationships, particularly within one of the most important human relationships: the parent-child relationship. This study assesses whether parental social media use (measured by a novel parental social media intensity scale) affects the parent-child relationship (measured by the child-parent relationship scale – short form), and whether parental self-efficacy (PSE, measured by the parenting sense of competence scale) moderates this effect. A cross-sectional, online survey study using correlational methods was utilised, with a final sample of 89 parents and caregivers (71.9 % women), averaging 42.6 …

Ed-Filter: Dynamic Feature Filtering For Eating Disorder Classification, Mehdi Naseriparsa, Suku Sukunesan, Zhen Cai, Osama Alfarraj, Amr Tolba, Saba Fathi Rabooki, Feng Xia

Research outputs 2022 to 2026

Eating disorders (ED) are critical psychiatric problems that have alarmed the mental health community. Mental health professionals are increasingly recognizing the utility of data derived from social media platforms such as Twitter. However, high dimensionality and extensive feature sets of Twitter data present remarkable challenges for ED classification. To overcome these hurdles, we introduce a novel method, an informed branch and bound search technique known as ED-Filter. This strategy significantly improves the drawbacks of conventional feature selection algorithms such as filters and wrappers. ED-Filter iteratively identifies an optimal set of promising features that maximize the eating disorder classification accuracy. In …

The Sharing Of Disaster-Related Information On Social Media, Feiyu E, Philip Tin Yun Lee, Bingjie Deng, Lili Yang, Michael Chau

Michigan Tech Publications

This paper explores how two types of textual features—uncertainty-related features and self-regulation-related features—affect information diffusion amid disasters. We identify four textual expressions (i.e., insight, netspeak, work, and reward) of social media posts that generate negative impacts on the diffusion of information. Against the backdrop of the COVID-19 pandemic, we conducted an econometrical study of COVID-19-related posts collected from Weibo, followed by an experiment, to examine the proposed relationships between the reposting behavior and the four textual expressions. Theoretically, we examined the potential effects of information avoidance on the sharing of information on social media during disasters. This study can improve …

From The Margins To The Center: A Discourse Analysis Of Vietnamese Feminism On Facebook Confession Pages, Phan Van Kien, Dao Quang Trung, Tran Bao Son, Nguyen Le Dinh Quy

Journal of International Women's Studies

This study investigates how feminist ideas are taking shape in contemporary Vietnam, focusing on how young women engage with social media—particularly university confession pages—as sites for emotional expression, identity negotiation, and resistance to traditional gender norms. In a society marked by rapid modernization, increased digital connectivity, and the enduring influence of Confucian values, online platforms have emerged as significant cultural spaces where new meanings of femininity, desire, and agency are constructed and contested. Using a qualitative approach, this study combines semi-structured interviews with discourse analysis to explore how university-aged women express themselves in digital spaces that are anonymous, performative, and …

A Queer Feminist Response To The Racist Reception Of Halle Bailey’S The Little Mermaid: Misogynoir And Anti-Fan Facebook Users In Vietnam, Trung M. Nguyen

Journal of International Women's Studies

This essay examines the ways anti-Blackness is manifested in Vietnam through Facebook anti-fans’ reactions to Disney’s The Little Mermaid (2023) starring Halle Bailey, a Black American actress, in the role of Ariel. Analyzing the racist and colorist remarks within Facebook users’ comments and posts about the movie and utilizing misogynoir as the main concept of critique, the author demonstrates the phenomenon of anti-Black misogyny in Vietnam and focuses on the “I’m not racist, but…” trope. Uncovering the queer history of Hans Christian Andersen’s work, this essay adopts a queer feminist lens to defend the filmmakers’ choice to depict Ariel as …

Battle Cry To “Do The Research”: Vulnerability To Qanon, Alt Media, And Low News Media Literacy, Kaye D. Sweetser, Kalyca Lynn Becktel

Journal of Media Literacy Education

This survey (N = 579) investigated news media literacy among those likely to believe in the conspiracy theories of QAnon. Vulnerability to belief in QAnon conspiracies was predicted by a media diet of alternative media such as 4chan and SnapChat. Those vulnerable to QAnon conspiracy theories had lower news media literacy scores than those who appeared to be resistant to QAnon theories, and rated themselves with lower need for cognition and higher cynicism. Vulnerability to QAnon was predicted by a belief in other specific conspiracy theories, low value of news media literacy, less understanding of the news business, belief …

Beyond Scrolling: Social Media’S Impact On Creativity, Gabriel Owusu, Murad Moqbel

Information Systems Faculty Publications

Although prior research has explored social media’s impact on team creativity and knowledge management, its influence on individual creative performance remains understudied. Drawing on Transactive Memory Systems (TMS) theory, this research investigates how social media deep structure use affects individual creative performance through TMS dimensions: specialization, credibility, and coordination. We surveyed 362 U.S. active social media users, focusing on Facebook usage, and tested the hypothesized relationships using structural equation modeling. Findings reveal that social media deep structure use significantly influences TMS dimensions, which enhance creative performance through individual creative efficacy. This study extends TMS theory to individual creativity and introduces …

From Devices To The Cloud: Digital Forensics In The Changing Social Media Landscape, Joseph Brown

LSU Master's Theses

This thesis presents a comprehensive digital forensic analysis of emerging and alternative social media platforms, including Truth Social, Threads, Bluesky, Nextdoor, and Neighbors. These platforms, which range from politically aligned alt-tech networks to hyperlocal neighborhood apps, present unique forensic challenges and security vulnerabilities. Across all case studies, established forensic techniques were applied using a hybrid methodology combining mobile device analysis, network traffic monitoring, and API interrogation. Findings include the discovery of plaintext credentials, session tokens, and other sensitive artifacts, particularly in platforms with weaker security postures such as Truth Social, Bluesky, Nextdoor, and Neighbors. Threads, by contrast, demonstrated greater resilience …

Social Media Marketing Impacts On Sme Customer Engagement And Prodictivity, La'keisha J. Morton-Carter

Doctoral Dissertations and Projects

This qualitative multiple case study explored the underutilization of social media marketing among small and medium-sized enterprise (SME) entrepreneurs and its impact on customer engagement and business productivity. Grounded in the Technology Acceptance Model (TAM) and the Diffusion of Innovations (DOI) theory, the study examined how SME owners perceive, adopt, and apply social media platforms in their marketing efforts. Data were collected from 38 participants through semi-structured interviews and surveys and analyzed using NVivo 15 software. Thematic analysis revealed five emergent themes: Digital Hesitancy, Strategic Gaps, Customer Engagement Variability, Resource Constraints, and Peer Influence. Findings indicated that while entrepreneurs recognized …

The Effect Of Sleep Latency, Duration, And Quality In Adolescents When Altering Nighttime Smartphone And Social Media Use, Ryan R. May

Doctoral Dissertations and Projects

Smartphones and social media are quickly becoming standard technological tools for connection and socialization within the modern-day adolescent population. Inversely, sleep for adolescents/young adults is decreasing while sleep problems are rising. This research trend is prompting researchers to investigate how restricting or eliminating smartphone/social media use benefits sleep health. The current study hypothesized that when adolescents/ young adults aged 18-21 eliminate smartphone/social media usage one hour before bedtime there would be a significantly lower number of nighttime awakenings, a reduction in sleep onset, and a higher number of minutes slept for participants in the experimental group when compared to participants …

Impact Of Social Media Influence On Eating Behavior In Mid And Late Adolescent Children A Cross-Sectional Study, Aishwarya Patil, Gavishiddhayya Salimath, Mubashir Angolkar

Indian Journal of Health Sciences and Biomedical Research KLEU

BACKGROUND:

Adolescence is an important period of life when healthy behaviors are learned and cultivated to improve quality of life and physical function. During this time, it is important to eat well, exercise, and feel good about yourself. Social media is a part of adolescent life having many advantages, however, wrong information can have an adverse health effect. Adolescents are influenced by the content posted on social media, which frequently features a lot of fast-junk food marketing advertisements. In turn, these posts affect their eating preferences and choices and may change their perception of what constitutes a healthy eating behavior. …

News You Need July 2025

The Journal of the Michigan Dental Association

News You Need for July 2025 includes a listing of MDA members who have completed service on committees; a link to recent MDA Board actions; news about two dental journalism awards won by the MDA Journal; how younger patients are negatively influenced by social media; a letter to the editor regarding dental insurance; information about MDA Foundation scholarships; members receiving awards; a calendar of events; a patient fact sheet; and more.

Museos Y Generación Z: El Uso De Las Nuevas Narrativas En El Paradigma Cultural Digital Actual En México Y España = Museums And Generation Z: The Use Of New Narratives In The Digital Cultural Paradigm In Mexico And Spain, Mónica Viñarás-Abad, Julio González-Liendo, Oliver Carrero-Márquez

Artículos científicos

Propósito. El objetivo principal es analizar el paradigma sociocultural actual entre jóvenes y museos a partir de las nuevas narrativas transmedia y cómo afecta en su relación con el arte en particular y la cultura en general. Como objetivos específicos, conocer la opinión de los jóvenes sobre los museos y su valoración sobre la gestión de la relación con ellos y cómo las nuevas narrativas transmedia influyen en esta relación. Metodología. Investigación descriptiva-analítica basada en la triangulación metodológica con grupos de discusión y encuestas a una muestra de 597 jóvenes de Latinoamérica (Ecuador, Perú, Colombia, Venezuela y Méjico) y España …

Being And Becoming In The Algorithmic Age, Bernard E. Harcourt

Faculty Scholarship

To change the world: the prerequisite, most often, is to change our experience of the world, to experience the world differently, to be shaken to our foundations, to have one’s sense of self shattered. That is a process of both being and becoming. In order to turn that process in our favour, in this age of artificial intelligence, it will be crucial to transform data and algorithms into bits of justice.

Misinformation Regulations: Early Evidence On Corporate Social Media Strategy, Richard M. Crowley, Yun Lou, Samuel T. Tan, Liandong Zhang

Research Collection School Of Accountancy

Against the backdrop of an increasing threat of misinformation on social media, several countries have enacted regulations to curb the spread of misinformation. This study examines how corporate social media strategy responds to misinformation regulations. Using a large cross-country dataset of corporate tweets and a stacked regression analysis, we show that misinformation regulations lead to less corporate social media disclosure. This result suggests that by deterring misinformation, these regulations reduce firms’ need to use social media to counteract its adverse effects. Additional analyses show that the effect is more pronounced among countries with higher social media usage and countries with …

Disinformation Attacks And Nonprofit Communication Strategies, Elise Lael Kieffer, Kevin M. Carr

Journal of Nonprofit Innovation

This study explores how disinformation attacks on social media can affect nonprofit organizations, a topic that has received limited scholarly attention compared to similar impacts in the for-profit sector. Through a review of existing literature and two in-depth case studies—Save the Children and the American Red Cross—this research analyzes how nonprofit organizations are uniquely vulnerable to reputational damage in the face of disinformation. The case studies highlight different motivations behind disinformation campaigns, including political agendas and deliberate efforts to harm brand credibility, and assess the effectiveness of various response strategies, including denial, debunking, attacking the source, and public education. Findings …

Santa, Socials, And Secrets: Hard Cases For Epistemic Rights, Étienne Brown, Rebecca Chan

Faculty Research, Scholarly, and Creative Activity

In The Right to Know, Lani Watson forcefully argues in favor of recognizing epistemic rights to all humans. In this paper, we apply Watson’s framework to three hard cases. First, we consider interpersonal relationships and suggest that there is room to explore how epistemic rights bear on, e.g., whether parents can permissibly lie to or mislead their children by asserting the existence of Santa Claus. Second, we turn to social media platforms and contend that Watson’s framework is compatible with contrasting moderation policies and transparency requirements. Third, we examine a foundational case of legal ethics—the buried bodies case—which raises the …