Social Media Commons^™

Networks Of Disinformation: The Proliferation Of Hate Speech In Chile And Colombia During The Venezuelan Migration Crisis, Isabelle Valdes, Erika Frydenlund (Mentor)

Computer & Information Science: Research Experiences for Undergraduates in Disinformation Detection and Analytics

No abstract provided.

Disinformation About Mental Health On Tiktok, Dani Graber, Anne Perrotti (Mentor)

Computer & Information Science: Research Experiences for Undergraduates in Disinformation Detection and Analytics

No abstract provided.

Discovering The Traces Of Disinformation On Instagram, Haley Bragg, Michele C. Weigle (Mentor)

Computer & Information Science: Research Experiences for Undergraduates in Disinformation Detection and Analytics

Disinformation, which is fabricated, misleading content spread with the intent to deceive others, is accumulating substantial engagements and reaching a vast audience on Instagram. However, the temporary nature of the platform and the security guidelines that remove malicious content make studying this disinformation a challenge. The only way to access removed content and banned accounts that are no longer on the live web is by searching the web archives. In this study, we set out to quantify the replayability and quality of past captures of Instagram accounts, specifically focusing on a group of of anti-vax content creators known as the …

Effectiveness Of Wechat-Group-Based Parental Health Education In Preventing Unintentional Injuries Among Children Aged 0-3: Randomized Controlled Trial In Shanghai, Yuheng Feng, Xueqi Ma, Qi Zhang, Ruo Jiang, Jun Lu, Kaiyue Chen, Huiping Wang, Qinghua Xia, Jicui Zheng, Jingwei Xia, Xiaohong Li

Community & Environmental Health Faculty Publications

BACKGROUND: Unintentional injuries to children are a major public health problem. The online social media is a potential way to implement health education for caregivers in online communities. Using WeChat, a free and popular social media service in China, this study evaluated the effectiveness of social online community-based parental health education in preventing unintentional injuries in children aged 0-3.

METHODS: We recruited 365 parents from two community health centers in Shanghai and allocated them into intervention and control groups randomly. Follow-up lasted for one year. The intervention group received and followed their WeChat group and a WeChat official account for …

Tinder Research And The Social Sphere Of Online Dating, Bryanna Bylies-Binger

OUR Journal: ODU Undergraduate Research Journal

With the emergence of new technology, communication is now easier than ever. With popular dating apps such as the infamous social interactive platform, Tinder, forming romantic relationships online now offers individuals a new way to personalize their dating experiences beyond measures ever imagined. In October 2019, Tinder released their debut “Swipe Night” series which gave users fully functional interactive video episodes that allowed them to create and choose their own “apocalyptic adventure.” While there have been many findings on how these platforms have impacted society on a larger scale, there have been very few addressing the implications of interactive technology …

Writing Towards Radicalism: On Biased Reporting & Its Effects On U.S. Extremism, Martha Tyler

Cybersecurity Undergraduate Research Showcase

Perceived influxes in biased reporting, disparities in reporting versus reality, and other factors have led many Americans to question the legitimacy of their most-frequented sources. These sentiments have encouraged migration from traditional sources to alternative ones, exposing many Americans to polarizing media. This report argues that unaddressed inadequacies in reporting force Americans to contend with a distorted reality or try their luck on the path toward alternative media.

The Relationship Between Self-Sexualization And Sexually Objectified Experience, Dooyoung Choi, Ha Kyung Lee

STEMPS Faculty Publications

Will women who use their sexuality as a source of power, empowering themselves through self-sexualization, experience negative consequences resulting from sexually objectifying experiences? This study explored the relationship between self-sexualization and sexually objectifying experiences, which leads to body shame, with age as a moderator. An online questionnaire was created to measure the four variables (self-empowering sexualization, general self-sexualization, sexually objectified experiences; body shame). A total of 308 female respondents participated through MTurk, and the data were analyzed with SEM. The findings showed that not all self-sexualizing women experienced a negative consequence from sexually objectified experiences; the use of self-sexualization for …

A Predictive Study Of Students Social Presence And Their Interconnectivities In The Social Network Interaction Of Online Discussion Board, Cherng-Jyh Yen, Chih-Hsiung Tu, Moussa Tankari, Emrah Emre Ozkeskin, Hoda Harati, Alexandra Miller

STEMPS Faculty Publications

Effective online interaction is beyond interacting with whomever. The quality of social interconnectivity matters. Social presence plays a vital role in building an effective online learning community. This study empirically examined: how online social presence will predict various aspects of students’ social interconnectivities (i.e., in-degree, out-degree, betweenness centrality, closeness centrality, eigenvector centrality, reciprocated vertex pair ratio, & PageRank) in the social network of discussion board within an online course? The predictive utility of social presence for all social network interconnectivity was supported, but reciprocated vertex pair ratio, so-called two-way interconnectivity was not. Social presence serves as a strong predictor for …

Online Behaviors Of Teenagers On The Autism Spectrum, Amelia Anderson, Abigail Phillips

STEMPS Faculty Publications

The Internet can be a source of connection and support for teenagers on the autism spectrum. This study explores how teenagers on the autism spectrum who identify as library users spend time online by addressing the following research questions: How do teens on the autism spectrum participate in the online environment? And, how do teens on the autism spectrum make sense of social media? Quantitative and qualitative data was analyzed from nine participants, recruited through online discussion forums. Implications suggest a potential role for educators and librarians to offer opportunities and support in creating and building online connections.

The Technology Transfer Network Dynamic In The Information Technology Industry Of Yucatan, Mexico, Francisco Cima, Pilar Pazos, Ana Maria Canto

Engineering Management & Systems Engineering Faculty Publications

The present paper explores the technology transfer linkages among universities, research centers, and private companies in Yucatan, Mexico's information technology industry. Social network analysis (SNA) was used as a method to identify the structural characteristics of the technology transfer collaborations, and the changes in the patterns of interactions among institutions over the years. Data were obtained from the National Council for Science and Technology repository (CONACYT). Associations formed to enhance technology advancement and innovation practices between 2010 and 2018 were analyzed in this study. Network transitivity, the patterns of triadic configurations, and heterophily were compared to uncover the evolution of …

Assessment Of Cooking Matters Facebook Platform To Promote Healthy Eating Behaviors Among Low-Income Caregivers Of Young Children In The United States: A Pilot Study, Qi Zhang, Jill Panichelli, Leigh Ann Hall

Community & Environmental Health Faculty Publications

How best to deliver healthy-eating education through social media among a low-income population remains understudied. To assess the impact of the Cooking Matters (CM) Facebook page on healthy eating behaviors among low-income caregivers, we conducted a pre–post survey of new CM Facebook followers in early 2020. A convenience sample was recruited at baseline from WICShopper app users and the CM Facebook page. The recruited sample included 397 low-income caregivers of a child younger than 6 who never followed CM Facebook. Among the baseline caregivers, 184 completed the follow-up survey. Paired t-test and McNemar–Bowker tests were conducted to compare the outcomes …

Image Source Identification Using Convolutional Neural Networks In Iot Environment, Yan Wang, Qindong Sun, Dongzhu Rong, Shancang Li, Li Da Xu

Information Technology & Decision Sciences Faculty Publications

Digital image forensics is a key branch of digital forensics that based on forensic analysis of image authenticity and image content. The advances in new techniques, such as smart devices, Internet of Things (IoT), artificial images, and social networks, make forensic image analysis play an increasing role in a wide range of criminal case investigation. This work focuses on image source identification by analysing both the fingerprints of digital devices and images in IoT environment. A new convolutional neural network (CNN) method is proposed to identify the source devices that token an image in social IoT environment. The experimental results …

Free Asynchronous Professional Development By, From, And For Instructional Designers: How Informal Learning Opportunities Shape Our Professional Learning And Design Practices, Pauline S. Muljana, Kristen Austion, Kayla Jutzi, Lora B. Pezzell, Malgorzata (Gosia) Pytel

STEMPS Faculty Publications

Instructional designers (IDs) need to maintain an understanding of the current trends and issues within the field. Pursuing professional learning informally supports IDs’ effort to keep up with current trends and issues because it is not restricted by curriculum and time. Professional development (PD) offered by Professional Development for Instructional Designers (PD4IDs) learning group can address issues related to geographical and funding limitations. This application paper presents the coordination of PD based on the conceptual framework (e.g., Community of Practice and Social Network Knowledge Construction) and reflections of several PD4IDs members with various roles. The reflections indicate the benefits of …

Takin' Care Of Small Business: The Rise Of Stakeholder Influence, William P. Jimenez, Xiaohong (Violet) Xu, Emily D. Campion, Andrew A. Bennett

Management Faculty Publications

In this Exchange, we consider three crucial boundary conditions that Barnett, Henriques, and Husted (2020) overlooked in their model of diminished stakeholder influence. Although we agree that social media platforms have weakened stakeholder influence in certain conditions, such is not the case for all firms, all stakeholders, or all situations. Drawing from socio-cognitive and self-determination theories, we contend that (a) independent, owner-managed small firms present a context wherein information overload is rendered less of an issue because the information about the firm is more salient to locals; (b) stakeholders can be motivated to influence firms via social media platforms, which …

Re-Spatializing Gangs: An Exponential Random Graph Model Of Twitter Data To Analyze The Geospatial Distribution Of Gang Member Connections, Ryan J. Roberts

Political Science & Geography Faculty Publications

Gang studies often use location-based approaches to explain gang members’ interconnectedness. Although this perspective remains consistent with the proximity principle that the smaller the geographic space, the greater the likelihood of observing connections between individuals, location-based studies limit our understanding of gang member connections to narrowly defined geographic spaces at specific points in time. The advent of social media has re-spatialized gang member interconnectedness to unbounded geographic spaces, where the preservation of online activity can extend indefinitely. Despite having an online presence, most research examining the digital footprint of gangs tends to be descriptive. This study collects Twitter data to …

Lights, Camera, Activity! A Systematic Review Of Research On Learner-Generated Videos, Bridgette Shade Epps, Tian Luo, Pauline S. Muljana

STEMPS Faculty Publications

Aim/Purpose

The current literature discusses the use and benefits of learner-generated videos (LGVs). However, it rarely addresses any correlation between the types of subjects that are best suited for using these videos or what techniques should accompany the use of LGVs.

Background

This systematic review synthesizes current literature to identify patterns and implications that develop from the use of LGVs so that their future use can be both consistent and effective. This paper also reviews the studies to establish the most consistent educational benefits that emerge from this activity.

Methodology

Employing the Preferred-Reporting of Items for Systematic Reviews and Meta-Analyses …

Internet Memes: Leaflet Propaganda Of The Digital Age, Joshua Troy Nieubuurt

English Faculty Publications

Internet memes are one of the latest evolutions of “leaflet” propaganda and an effective tool in the arsenal of digital persuasion. In the past such items were dropped from planes, now they find their way into social media across multiple platforms and their territory is global. Internet memes can be used to target specific groups to help build and solidify tribal bonds. Due to the ease of creation, and their ability to constantly reaffirm axiomatic tribal ideas, they have become an adroit tool allowing for mass influence across international borders. This text explores the link between internet memes and their …

Ranking Influential Nodes Of Fake News Spreading On Mobile Social Networks, Yunfei Xing, Xiwei Wang, Fang-Kwei Wang, Yang Shi, Wu He, Haowu Chang

Information Technology & Decision Sciences Faculty Publications

Online fake news can generate a negative impact on both users and society. Due to the concerns with spread of fake news and misinformation, assessing the network influence of online users has become an important issue. This study quantifies the influence of nodes by proposing an algorithm based on information entropy theory. Dynamic process of influence of nodes is characterized on mobile social networks (MSNs). Weibo (i.e., the Chinese version of microblogging) users are chosen to build the real network and quantified influence of them is analyzed according to the model proposed in this paper. MATLAB is employed to simulate …

Detecting Incentivized Review Groups With Co-Review Graph, Yubao Zhang, Shuai Hao, Haining Wang

Computer Science Faculty Publications

Online reviews play a crucial role in the ecosystem of nowadays business (especially e-commerce platforms), and have become the primary source of consumer opinions. To manipulate consumers’ opinions, some sellers of e-commerce platforms outsource opinion spamming with incentives (e.g., free products) in exchange for incentivized reviews. As incentives, by nature, are likely to drive more biased reviews or even fake reviews. Despite e-commerce platforms such as Amazon have taken initiatives to squash the incentivized review practice, sellers turn to various social networking platforms (e.g., Facebook) to outsource the incentivized reviews. The aggregation of sellers who …

Ssentiaa: A Self-Supervised Sentiment Analyzer For Classification From Unlabeled Data, Salim Sazzed, Sampath Jayarathna

Computer Science Faculty Publications

In recent years, supervised machine learning (ML) methods have realized remarkable performance gains for sentiment classification utilizing labeled data. However, labeled data are usually expensive to obtain, thus, not always achievable. When annotated data are unavailable, the unsupervised tools are exercised, which still lag behind the performance of supervised ML methods by a large margin. Therefore, in this work, we focus on improving the performance of sentiment classification from unlabeled data. We present a self-supervised hybrid methodology SSentiA (Self-supervised Sentiment Analyzer) that couples an ML classifier with a lexicon-based method for sentiment classification from unlabeled data. We first introduce LRSentiA …

Counterpublics, Abled Sex, And Crip Discourses On Twitter: A Discourse Analysis Of Conversations Of Sexuality And Disability, Claudia Garcia Mendoza

Communication & Theatre Arts Theses

We live in an era in which essential conversations occur online. Social media has become the official voice of presidents and corporations. Donald Trump, the president of the United States, uses Twitter to address public issues and make policy announcements. Similarly, alternative voices have emerged from social media and evolved into public debates, social movements, and massive mobilizations (e.g., Gerbaudo, 2012; Tufeksi, 2017). The community gathering opportunities of social media (boyd, 2011; Parks, 2010; Chambers, 2013) and the possibilities to generate collective knowledge (Jenkins, 2004) stress the necessity to continue to expand the research in digital spaces.

It is important …

Bootstrapping Web Archive Collections From Micro-Collections In Social Media, Alexander C. Nwala

Computer Science Theses & Dissertations

In a Web plagued by disappearing resources, Web archive collections provide a valuable means of preserving Web resources important to the study of past events. These archived collections start with seed URIs (Uniform Resource Identifiers) hand-selected by curators. Curators produce high quality seeds by removing non-relevant URIs and adding URIs from credible and authoritative sources, but this ability comes at a cost: it is time consuming to collect these seeds. The result of this is a shortage of curators, a lack of Web archive collections for various important news events, and a need for an automatic system for generating seeds. …

I-O Can Has Meme? Using Memes To Engage Others With I-O Psychology Content, William P. Jimenez, Lisa M. Kath, Sayeedul Islam, Gordon B. Schmidt

Psychology Faculty Publications

Memes are ubiquitous, and they have become a major part of online interactions (Kitchener, 2018). Memes may be an accessible medium that organizations can use to connect with potential employees, customers, and the general public. Not only have memes been used by companies for marketing (e.g., Murray et al., 2014), but they also have been used for outreach by organizations as diverse as academic libraries (e.g., Woodworth, 2018), government influence campaigns (e.g., Zakem et al., 2018), and political campaigns (e.g., Graham, 2020). In this paper, we discuss the current state of Internet memes in the I-O psychology community as well …

Workflow For Constructing Social Networks From Automated Telemetry Systems, Daizaburo Shizuka, Sahas Barve, Allison Johnson, Eric L. Walters

Biological Sciences Faculty Publications

1. Advances in datalogging technologies have provided a way to monitor the movement of individual animals at unprecedented spatial and temporal scales, both large and small. When used in conjunction with social network analyses, these data can provide insight into fine scale associative behaviors. The variety of technologies demand continuous progress in workflows to translate data streams from automated systems to social networks, based on biologically relevant metrics.

2. Here we present a workflow for generating flexible association matrices from automated radio-telemetry data that can be parsed into both spatial and temporal dimensions. These can then be used to generate …

Searching For I-O Psychology: How Practitioners, Academics, And Laypeople Engage With The I-O Brand Online, Bo Armstrong, Gordon B. Schmidt, Sayeedul Islam, William P. Jimenez, Eric Knudsen

Psychology Faculty Publications

No abstract provided.

The Affective Politics Of Twitter, Johnathan C. Flowers

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

Given the increasing encroachment of Twitter into offline experience, it has become necessary to look beyond the formation of identity in online spaces to the ways in which identities surface through the formation of affective communities organized through the use of technocultural assemblages, or the platforms, algorithms, and digital networks through which affect circulates in an online space. This essay focuses on the microblogging website Twitter as one such technocultural assemblage whose hashtag functionality allows for the circulation of affect among bodies which “surface” within the affective communities organized on Twitter through their alignment with and orientation by hashtags which …

Rethinking Algorithmic Bias Through Phenomenology And Pragmatism, Johnathan C. Flowers

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

In 2017, Amazon discontinued an attempt at developing a hiring algorithm which would enable the company to streamline its hiring processes due to apparent gender discrimination. Specifically, the algorithm, trained on over a decade’s worth of resumes submitted to Amazon, learned to penalize applications that contained references to women, that indicated graduation from all women’s colleges, or otherwise indicated that an applicant was not male. Amazon’s algorithm took up the history of Amazon’s applicant pool and integrated it into its present “problematic situation,” for the purposes of future action. Consequently, Amazon declared the project a failure: even after attempting to …

What To Do When Privacy Is Gone, James Brusseau

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

Today’s ethics of privacy is largely dedicated to defending personal information from big data technologies. This essay goes in the other direction. It considers the struggle to be lost, and explores two strategies for living after privacy is gone. First, total exposure embraces privacy’s decline, and then contributes to the process with transparency. All personal information is shared without reservation. The resulting ethics is explored through a big data version of Robert Nozick’s Experience Machine thought experiment. Second, transient existence responds to privacy’s loss by ceaselessly generating new personal identities, which translates into constantly producing temporarily unviolated private information. The …

Difference Between Algorithmic Processing And The Process Of Lifeworld (Lebenswelt), Domenico Schneider

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

The following article compares the temporality of the life-world with the digital processing. The temporality of the life-world is determined to be stretched and spontaneous. The temporality of the digital is given by discrete step-by-step points of time. Most ethical issues can be traced back to a mismatch of these two ways of processing. This creates a foundation for the ethics of the digital processing. Methodologically, phenomenological considerations are merged with media-philosophical considerations in the article.

Information Privacy: Not Just Gdpr, Danilo Bruschi

Computer Ethics - Philosophical Enquiry (CEPE) Proceedings

The "information rush" which is characterizing the current phase of the information age calls for actions aimed at enforcing the citizens' right to privacy. Since the entire information life-cycle (collection, manipulation, storing) is now carried out by digital technologies, most of such actions consists of the adoption of severe measures (both organizational and technological) aimed at improving the security of computer systems, as in the case of the EU General Data Protection Regulation. Usually, data processors which comply with these requirements are exempted by any other duty. Unfortunately recent trends in the computer attack field show that even the adoption …