Digital Commons Network^™

Australian Teen Voices On Age Verification And Age Assurance Measures, Giselle Woodley, Harrison W. See, Brian O'Neill, Lelia Green, Elisabeth Staksrud, Paul Haskell-Dowland

Research outputs 2022 to 2026

Age verification and age assurance technologies, including biometrics, facial recognition software and digital identification, have been explored as potential measures to restrict access of young people to social media and sexually explicit media (SEM), including pornography. However, there is limited data regarding how teens targeted by such restrictions feel about such strategies. Drawing on qualitative interviews with Australian teens and pre-teens (aged 11–17), this paper presents their views of age verification technologies, particularly in relation to restricting access to SEM. The participants in this study welcomed improved online protections but were ambivalent about proposed solutions. Age assurance and age verification …

Beyond Detection: A Batch-Based Ai Framework For Temporal And Event-Correlated Trend Analysis Of Misinformation On Social Media, Vishnu Tejas Vijayaraghavan

Theses

The rapid spread of misleading information on social media influences public behaviour and complicates crisis communication. Although transformer models such as BERT accurately detect misinformation at the post level, most studies analyse posts in isolation and overlook howmisinformation fluctuates over time or responds to major events. This study addresses that gap by developing an end-to-end analytical workflow that integrates BERT-based classification with temporal aggregation, topic clustering, anomaly detection, and event alignment. The analysis uses 10,700 COVID-19–related tweets (6,420 training, 2,140 validation, and 2,140 testing). Because timestamps were unavailable, synthetic timestamps were assigned using an evenly spaced date range between 1 …

Part Ii Common Questions And Misconceptions About Creatine Supplementation: What Does The Scientific Evidence Really Show?, Jose Antonio, Ann F Brown, Darren G Candow, Philip D Chilibeck, Stacey J Ellery, Scott C Forbes, Bruno Gualano, Andrew R Jagim, Chad Kerksick, Richard B Kreider, Sergej M Ostojic, Eric S Rawson, Michael D Roberts, Hamilton Roschel, Abbie E Smith-Ryan, Jeffrey R Stout, Mark A Tarnopolsky, Trisha A Vandusseldorp, Darryn S Willoughby, Tim N Ziegenfuss

Faculty, Staff and Students Publications

Creatine monohydrate supplementation (CrM) is a safe and effective intervention for improving certain aspects of sport, exercise performance, and health across the lifespan. Despite its evidence-based pedigree, several questions and misconceptions about CrM remain. To initially address some of these concerns, our group published a narrative review in 2021 discussing the scientific evidence as to whether CrM leads to water retention and fat accumulation, is a steroid, causes hair loss, dehydration or muscle cramping, adversely affects renal and liver function, and if CrM is safe and/or effective for children, adolescents, biological females, and older adults. As a follow-up, the purpose …

Visual Attention, Emotional Arousal, And Moral Judgment In Legal Evidence Processing, Audrey G. Laskey, Kyra Cannon, Josette Sanders, Lingfei Luan

Science University Research Symposium (SURS)

Moral judgment in legal decision-making is influenced not only by the evidence presented but also by emotional and attentional processes. Prior research has shown that physiological arousal during exposure to emotionally charged or socially relevant information can shift the way evidence is evaluated and weighted in decision-making (Armstrong & Olatunji, 2012; Godwin et al., 2016). However, few studies have examined how autonomic arousal relates to guilt decisions using real, high profile case materials. We were interested in examining how possible exposure to violent content on social media might desensitize individuals, like jurors, leading to lighter judgments for serious crimes. This …

Mcsa Forum Minutes 11/24/2025, Morris Campus Student Association

Morris Campus Student Association

No abstract provided.

Populism In The Technospheric, Jamie Ranger

Fast Capitalism

I argue that the technospheric condition - a socio-technical reality shaped by social acceleration, the industrialization of memory, and mediatization - serves as a structural catalyst for the repoliticisation of the status quo, necessitating a rethinking of Ernesto Laclau’s discursive approach to populism. Drawing on insights from Bernard Stiegler, Hartmut Rosa, and others, I characterize contemporary social life as deeply entangled with technospheric forces, which exacerbate social problems and provoke counterhegemonic responses. These responses, politically solidified in both emancipatory and reactionary populisms, are not only shaped by populist strategy but also increasingly influenced by algorithmic steering on social media. Thus, …

Lessons From Tiktok: Using Popular Social Media Platforms To Engage Gen Z, Debra Bernstein

Urban Library Journal

This study looks at how academic libraries in the New York City metropolitan area are using TikTok to engage with their communities, particularly students. It analyzes the most popular videos from five active library accounts, categorizing content types and measuring engagement through TikTok’s built-in metrics. Results indicate that humorous and lighthearted content consistently receives the highest engagement, while instructional or “how-to” videos tend to underperform. These findings suggest that while TikTok may not be the most effective platform for instructional outreach, it holds potential as a tool for visibility, community engagement, and humanizing the library’s presence. As students increasingly turn …

Unfollowing Censorship: A Policy-Oriented Analysis Of Government Pressure On Social Media Content Management, William C. Morgan

Cleveland State Law Review

The introduction of social media has facilitated communications and connectivity globally. However, in recent years, social media companies have started to adopt content moderation practices that are directly influenced by government pressure to comply with their requests to arrange information. Typically, these newly adopted practices often aim to censor or diminish the exposure of certain views, comments, and/or posts that the U.S. government, through its actors, dislike or find threatening to national security. This paper examines how informal government outreach to indirectly monitor, and control social media companies’ content moderation practices undermine the platforms’ constitutionally protected editorial autonomy. Consequently, this …

Control As A Constitutional Threshold: Moody V. Netchoice And The Case For Human Authorship, Giselle Goad

Northwestern University Law Review

The Supreme Court’s 2024 decision in Moody v. NetChoice, LLC left a critical question unanswered: when do algorithmic outputs on social media platforms, such as recommended posts and videos, constitute the platform’s protected speech under the First Amendment? This Note contends that courts and litigants should borrow from the First Amendment’s speech-promoting partner, copyright law, and its authorship framework when answering that question. Copyright doctrine has already begun to grapple with how much human control is required over expressive outputs generated with the aid of technology, including AI, in order for an author to receive copyright protection over those outputs. …

Exploring Student Perceptions Of Higher-Education Social Media Presence: A Qualitative Descriptive Study Through The Lens Of The Theory Of Interactive Media Effects, Bobby Mikel

Doctoral Dissertations and Projects

As higher-education institutions (HEIs) compete for prospective students in an increasingly saturated digital environment, effective communication on social media has become both essential and challenging. Guided by the cybernetic communication tradition and the theory of interactive media effects (TIME), this qualitative descriptive study explored how students perceived and engaged with social media content produced by HEIs. The study utilized a qualitative survey to explore students’ perceptions of social media content produced by an HEI in the southeastern United States. Additionally, a content analysis of social media posts was conducted to examine how the HEI engages with students. Findings revealed that …

People Living With Hiv Became Influencers On Social Media: Breaking The Stigma, Charisma Asri Fitrananda, Yogi Muhammad Yusuf, Qisthy Rabathy, Yusuf Bahtiar

JURNAL KOMUNIKASI INDONESIA

This study examines the differences in stigma experienced by people living with human immunodeficiency virus (PLHIV) on social media and in broader Indonesian society. When PLHIV disclose their HIV-positive status on social media and attempt to break the stigma by becoming social media influencers, they receive both supportive and critical responses. Negative reactions arise when they are perceived as promoting risky activities, as burdens to the state, or when they face challenges securing sponsorship for their initiatives. This research employs a case study approach to explore the experiences of PLHIV use social media influence as a means to counter HIV-related …

How Do People Use Social Media To Maintain Continuing Bonds In Bereavement? A Qualitative Meta-Synthesis, Molly Price, Edith Maria Steffen, Karina Stengaard Kamp

School of Psychology

Staying connected with a person who has died is a common phenomenon in bereavement, generally referred to as continuing bonds (CB). This can take multitudinous forms, a novelty being the utilisation of social media to strengthen the connection. This qualitative meta-synthesis collated research on digital CB to identify themes to help us develop an overarching understanding of how digital platforms are used to express CB and what impact this may have. A systematic search of four relevant databases (PubMed, PsycInfo, CINAHL and Web of Science) was conducted. Papers were exported to EndNote for screening; ultimately, seven papers were selected for …

Factual Conditions Understanding The Ethics Of Using Social Media For Secondary School Students In West Java, Rizal Kailani, Mohammad Ali, Laksmi Dewi

Jurnal Pendidikan: Teori, Penelitian, dan Pengembangan

This research aims to examine the factual conditions of understanding the ethics of using social media by secondary school students in West Java because the use of social media among students currently causes many violations, especially cyberbullying. This study uses a quantitative approach. The research design used was a survey. The research population includes all secondary school students in West Java, with a population of 1015 students. The sample in this study was taken using multistage random sampling. Based on this sampling technique, 446 male and 575 female students were obtained as research samples, with details of 361 grade 10 …

Mcsa Forum Minutes 11/03/2025, Morris Campus Student Association

Morris Campus Student Association

No abstract provided.

Truck Drivers And Autonomous Trucks: A Topic Modeling Analysis Of Truck Driver Posts, Noah Britt, Amy M. Schuster, Shubham Agrawal, Chu-Hsiang Chang, Jenna A. Van Fossen, Elizabeth A. Mack, Sheila R. Cotten

Publications

Social media provides a rich, alternative data source to interviews or survey-based research to study hard-to-reach populations (e.g., truck drivers, because of their transient work structure and unique subculture). This study uses public social media posts from the largest trucking forum in the United States to examine truck drivers’ views on autonomous trucks (ATs), which are poised to transform the trucking industry. We expand on traditional qualitative strategies of analyzing social media data by combining newer methods, including BERT-based topic modeling, sentiment analysis, stance detection, emotion analysis, topic similarity, and location analysis through a social interaction network, to analyze a …

Comorbidities And Emotions - Unpacking The Sentiments Of Pediatric Patients With Multiple Long-Term Conditions Through Social Media Feedback: A Large Language Model-Driven Study, Temidayo Oluwalade, Hossein Ahmadi, Lin Huo, Richard Sharpe, Shang-Ming Zhou

School of Nursing and Midwifery

ObjectivesThe emotional and psychological challenges faced by children with multiple long-term conditions (MLTCs) remain underexplored. This study aimed to analyze sentiments and emotions expressed by this vulnerable population and their caregivers on social media, assess the effects of comorbidities and the COVID-19 pandemic on emotional well-being.MethodsNarratives from the Care Opinion platform (2008–2023) were analyzed by a model called CoEmoBERT, developed using the large language model, distilroberta-base transformer model. The CoEmoBERT-based sentiment analysis categorized emotions into “Positive”, “Negative”, and “Neutral,” with further refinements into specific emotions such as “Sad,” “Fear”, “Satisfied” etc. through pretraining and transferring process. Comorbidity associations with emotions …

Analysis Of Content Related To Retrograde Cricopharyngeal Dysfunction On Tiktok: Opportunities For Patient Education And Advocacy, Aidan Wright, Nathaniel Hunter, Vivian Jin, Andrew Tritter

Faculty, Staff and Student Publications

Objective: TikTok has experienced exponential growth as a social media platform, with over 1 billion active users. Concurrently, retrograde cricopharyngeal dysfunction (RCPD) has seen a surge in awareness among patients and on social media. Our objective was to characterize the most popular RCPD-related content on TikTok.

Methods: The top 50 videos associated with the following hashtags were analyzed: "RCPD," "noburp," "retrograde cricopharyngeal dysfunction," and "noburpsyndrome." Recorded metrics included views, likes, and comments, along with information regarding the creator's identity, gender, geographical location, and the video's purpose.

Results: One hundred and three videos were included in the final analysis, with a …

Beyond Green Claims: How Different Content And Visual Media Shape Sustainability Communication On Social Media Platforms, Elnur Nabivi

European Management Studies

Purpose: This study examines the types of green marketing content that drive consumer engagement on social media, focusing on content categories, visual media effectiveness, and platform-specific strategies.

Design/methodology/approach: Employing a mixed-method content analysis, the research analysed 3,138 posts from six FMCG companies’ corporate accounts on Facebook and X (formerly Twitter) over one year. Posts were coded for green marketing relevance, content type, visual media, and engagement metrics (likes, comments/replies, shares/reposts).

Findings: Green marketing content, comprising 38.4% of posts, outperformed non-green content in engagement across all metrics. Content highlighting environmentally responsible practices and green product promotion drove the …

Selective Sharing And Social Bonding: A Qualitative Study Of Online Health Information Behaviour Among Older Adults In Shanghai, Minzhi Ye, Yan Liu

School of Social Work Faculty Publications

The health information landscape has been revolutionised by the advent of social media, significantly affecting older adults’ access to and interaction with online health information. In this study, we examine how older adults interact with health information on social media. In total, 30 participants aged 60 years and older from Shanghai were interviewed, focusing on their health information-seeking behaviour, perceptions, and subsequent actions using a semi-structured, in-depth interview approach. Furthermore, in this study, we employed grounded theory to analyze the data, and the results revealed that older adults utilise a comprehensive cognitive process for evaluating health information. Information-sharing decisions among …

The Impact Of Social Media Use On Creativity, Mandy L. Wadsworth

Student Works

It can be noted that levels of creativity among society have declined in modern days, perhaps with no clear reason as to why. Therefore, a need exists to explore the effects of increased social media use in the modern world on creativity as a whole and its role in the rapid creativity decline. First, the factor of time displacement is examined, as passive social media use has become the replacement for creative pursuits. Free time once dedicated by individuals to generate new ideas and further improve their artistic abilities is now being used to scroll online. A second important factor …

A Shield For Whom? The Disastrous Hidden Toll Of Section 230 On Children, Dominic Roschival

University of Cincinnati Law Review

No abstract provided.

Analysis Of Physician-Modified Endograft Utilization Using Online Databases And Social Media, Robert Tatum, Michael Nooromid, Paul Dimuzio, Babak Abai

Department of Surgery Faculty Papers

Background: To characterize the present landscape of physician-modified endograft (PMEG) use and the impact of an institution's investigational device exemption (IDE) status on endograft use by analyzing publication trends and social media coverage.

Methods: We used the social media platform X and three online bibliographic databases to perform a keyword search using the following terms: PMEG, physician-modified endograft, and laser fenestration. Data extracted from X and online articles included authorship, IDE protocol status, pertinent clinical outcome measures, and others. An internet search was performed to determine which institutions offered revascularization with a custom-made device within an IDE protocol and which …

Digital Media, Truth Decay, And The Inversion Of Trust In Science, Nicholas Mosca

Journal of the American College of Dentists

Digital media enables the rapid dissemination of scientific oral health information from subject experts to the public. However, it also poses significant risks by facilitating the dissemination of misinformation and disinformation, thereby blurring the boundaries between truth and fallacy. This paper characterizes the decay of scientific truth in policymaking, characterized by increased public debate about scientific facts and a decline in confidence in science. It describes psychological mechanisms, such as confirmation bias and motivated reasoning, and social dynamics, including algorithm-driven content distribution and echo chambers, that accelerate the circulation of misleading science information. It suggests psychological interventions to counter misinformation, …

A Social Media Campaign And Web-Based Survey About Prostate Cancer Genetics: Mixed Methods Study, Amy Leader, Stacy Loeb, Preethi Selvan, Ashley Hunter, Rebecca Hartman, Scott Keith, Veda Giri

Department of Medical Oncology Faculty Papers

BACKGROUND: Germline genetic variants are important for prostate cancer (PCa) management and hereditary cancer risk assessment, but testing is underused. Furthermore, patients are often unaware of the genetic connections to PCa. Social media is increasingly serving as a source of awareness for health information and a method to gather data from a large population.

OBJECTIVE: There were three objectives: to (1) create and test social media messages related to PCa genetics and genetic testing, (2) determine which social media message was most engaging, and (3) assess knowledge of and attitudes toward PCa genetic testing through an online survey using the …

Quantifying Interest In And Sentiment Of Online Media About Greenhouse Gas Emissions From Cattle Production In The United States, Michael L. Smith, Jinho Jung, Nicole Olynk Widmar, Danielle J. Ufer, Maria Berikou, Jayson Lusk

Department of Agricultural Economics Faculty Publications

The public is paying increased attention to the environmental impacts associated with cattle production systems in the US. Thus, cattle producers are increasingly exploring ways to communicate their efforts to reduce those environmental and climate impacts. This study uses online and social media data from 2018 to 2022 to examine public interest in and sentiment about beef and dairy cattle production when discussed within the context of greenhouse gas (GHG) emissions. Variation in mentions and net sentiment over the reporting period is quantified and analyzed. Over the period of data collection, which was interrupted by the COVID-19 pandemic, we find …

Regulating Government Statements Regarding Disinformation On Social Media, Michael J. Marando

San Diego Law Review

The United States saw in the 2016 presidential election how Russia used social media to spread disinformation. Russia engaged in similar conduct during the lead-up to its full-scale invasion of Ukraine in 2022 and, most recently, during the days before the 2024 U.S. presidential election. An interesting development, however, has been the U.S. government’s issuance of public statements countering these disinformation attempts. This Article argues that such public statements are quite helpful, both in countering the disinformation and allowing social media companies to legitimately enforce their content. However, these types of statements pose risks and, at the extreme, could be …

Rural Community Pilgrimage Tradition To Sacred Graves In Tasikmalaya, West Java, Indonesia: Between Motivation And Social Identity, Ute Lies Siti Khadijah, Yunus Winoto, Rully Khairul Anwar, Shamila Mohamed Shuhidan Dr., Falih Ijlal Septian

International Journal of Religious Tourism and Pilgrimage

This research explores the pilgrimage tradition of a women’s group in rural areas of Tasikmalaya, West Java. It reveals the phenomenon of pilgrimage activities in the women’s group grounded in social identity theory and their motivation to visit the sacred graves. The study employed a descriptive quantitative approach. It involved a group of women who regularly recite the Holy Quran together and study Islam with a preacher called ustadz or kyai with a sample size of 79 people. Data were collected through questionnaires, interviews, observation, and documentation studies. The collected data were analysed through quantitative data presentation in diagrams and …

Social Media Prevalence: Information Anxiety Among The Librarians: Survey Study, Muhammad Yousuf Ali, Wasim Shahid Khawaja

Libraries

Library and information professionals also use social media platforms through computers, laptops, tablets, and mobile phones due to the excessive use of social media and health issues faced by library professionals. The primary purpose of this paper is to bring up the issue of information overload and its impact on the professional lives of librarians. It is a quantitative study, and survey methodology is used as the data collection source. A total of 162 library professionals participated in this study. The findings of this study showed that excessive use of social media anxiety has effects on the health of library …

Occupational Therapy For Functional Neurological Symptom Disorder: An Educational Video Series, Habiba Ali, Steven M. Gerardi

Fall 2025 OTD Capstone Symposium

Functional Neurological Symptom Disorder (FNSD) is a complex condition that significantly disrupts occupational performance, identity, and participation. Despite the important role occupational therapy plays in addressing these challenges, many practitioners report uncertainty about how to apply occupation-based models- particularly the Model of Human Occupation (MOHO)- to guide treatment. This capstone project developed a seven-part educational video series to increase practitioner confidence and provide clear, evidence-informed strategies for assessment, intervention planning, and client-centered reasoning. Videos cover essential topics such as OT’s role in FNSD, psychosocial contributors, brain–body connections, functional retraining, and adapting interventions across settings. Hosted on YouTube for accessible dissemination, …

Breaking The Echo Chamber: Market Failures In The Social Media Information Market And The Need For Reform, Aleco M. Hamrick

Indiana Law Journal

Traditionally, the information market is centrally controlled. Once information consumption transitioned from the physical world to the digital world, the barrier of entry to the information dissemination market was reduced from printing presses and distribution networks to a smartphone and an internet connection. Ostensibly anyone can distribute any idea at any time. This strains the traditional information governance model that has dominated the information market for centuries; where epistemic authorities once controlled both the streams of information and the kinds of information that entered them, now social media companies exert limited control over information streams and no control over what …