Social Media Commons^™

Private And Federated Deep Learning: System, Theory, And Applications For Social Good, Han Hu

Dissertations

During the past decade, drug abuse continues to accelerate towards becoming the most severe public health problem in the United States. The ability to detect drug­abuse risk behavior at a population scale, such as among the population of Twitter users, can help to monitor the trend of drug­abuse incidents. However, traditional methods do not effectively detect drug­abuse risk behavior in tweets, mainly due to the sparsity of such tweets and the noisy nature of tweets. In the first part of this dissertation work, the task of classifying tweets as containing drug­abuse risk behavior or not, is studied. Millions of public …

Effects Of Abstinence-Based Sexual Education Compared To Evidence-Based Sexual Education In K-12 Schools, Lily Probst

The Eleanor Mann School of Nursing Undergraduate Honors Theses

Background: Historically, sexual education in the United States has been abstinence-based (ABSE), meaning that sexual education is centered around encouraging adolescents to abstain from sexual activity outside of wedlock. On the other hand, evidence-based sexual education (EBSE) includes abstinence in its curriculum but does not emphasize it, instead highlighting contraception and prevention strategies. Additionally, EBSE teaches adolescents about healthy relationships, attitudes towards sexuality, gender roles, and provides resources for sexual and reproductive health services. Supplying adolescents in K-12 schools with access to evidence-based sexual education may not only decrease teen pregnancy rates and incidence of sexually transmitted infections (STIs) but …

Examining Public Health Risk Communication Via Social Media By Provincial And Local Health Authorities In Ontario During The Covid-19 Pandemic, Marc Resendes

Electronic Thesis and Dissertation Repository

Risk communication campaigns are essential during public health crises to inform the public about ways to mitigate, alleviate and manage potential risks. The purpose of this study was to describe risk communication on social media by Ontarian health authorities amid COVID-19, in addition to examining the strategies that guided their social media use. This was completed through (a) a narrative review of risk communication literature; (b) a qualitative content analysis of select health authority Twitter messaging following three major COVID-19 milestones; and (c) key informant interviews with those coordinating social media responses to COVID-19. Information giving and news updates were …

The Impact Of #365papers: A Daily Scientific Twitter Campaign To Disseminate Exercise Oncology Literature, Kendra Zadravec, Sarah Weller, Logan Meyers, Kirstin Lane, Jeffrey Kong, Kristin L. Campbell

Internet Journal of Allied Health Sciences and Practice

Purpose: Many health researchers and practitioners use Twitter to stimulate scientific dialogue and collaboration among peers, as well as the general public. In 2018, the Clinical Exercise Physiology Lab (CEPL) undertook a year-long scientific Twitter campaign (#365Papers) where one peer-reviewed publication related to cancer and exercise/physical activity was tweeted per day. Features of this campaign included Throwback Thursdays (selected article published before 2018) and guest tweeters (article chosen by other exercise oncology researchers). We report on the impact of the #365Papers campaign based on Twitter Analytics data (i.e., engagement rate). We also explore how engagement rate differed depending on publication …

Themes, Communities And Influencers Of Online Probiotics Chatter: A Retrospective Analysis From 2009-2017, Santosh Vijaykumar, Aravind Sesagiri Raamkumar, Kristofor Mccarty, Cuthbert Mutumbwa, Jawwad Mustafa, Cyndy Au

Research Collection Lee Kong Chian School Of Business

We build on recent examinations questioning the quality of online information about probiotic products by studying the themes of content, detecting virtual communities and identifying key influencers in social media using data science techniques. We conducted topic modelling (n = 36,715 tweets) and longitudinal social network analysis (n = 17,834 tweets) of probiotic chatter on Twitter from 2009–17. We used Latent Dirichlet Allocation (LDA) to build the topic models and network analysis tool Gephi for building yearly graphs. We identified the top 10 topics of probiotics-related communication on Twitter and a constant rise in communication activity. However the number of …

Precision Public Health Campaign: Delivering Persuasive Messages To Relevant Segments Through Targeted Advertisements On Social Media, Jisun An, Haewoon Kwak, Hanya M. Qureshi, Ingmar Weber

Research Collection School Of Computing and Information Systems

Although established marketing techniques have been applied to design more effective health campaigns, more often than not, the same message is broadcasted to large populations, irrespective of unique characteristics. As individual digital device use has increased, so have individual digital footprints, creating potential opportunities for targeted digital health interventions. We propose a novel precision public health campaign framework to structure and standardize the process of designing and delivering tailored health messages to target particular population segments using social media–targeted advertising tools. Our framework consists of five stages: defining a campaign goal, priority audience, and evaluation metrics; splitting the target audience …

The Right To Repair: (Re)Building A Better Future, Jumana Labib

Undergraduate Student Research Internships Conference

The goal of this research project was to take a multi-faceted, interdisciplinary approach to research and examine the Right to Repair movement’s progress, current repair practices, impediments, and imperatives, and the various large-scale implications (environmental, economic, social, etc.) stemming from diminished consumer freedom as a result of increased corporate greed and lack of governmental regulations with regards to repair and the environment. This poster exhibits the highlights of my general research project on the Right to Repair movement over the course of this four month internship, and aims to disseminate information about the movement to the wider public in an …

Is Tik-Tok Body Positive?, Grace N. Solylo

Undergraduate Student Research Internships Conference

No abstract provided.

Online Health Information Seeking Behaviors And Infant Feeding Practices: A Social Cognitive Theory Perspective, Yexinyu Yang, Kathryn Krupsky, Sarah Keim, Rebecca Mcadams, Kristin Roberts, Lara Mckenzie

Health Behavior Research

Breastfeeding benefits infants, but support is often needed to meet breastfeeding goals. Social media may help disseminate infant feeding information to caregivers. The relationship between parents’ health information-seeking behaviors (HISB) on social media and infant feeding practices remains understudied. Based on social cognitive theory (SCT), parents’ self-efficacy and outcome expectations are two potential factors for improving online HISB. We aimed to use SCT to describe associations between outcome expectations, self-efficacy (eHealth literacy), and online HISB across infant feeding groups among a nationally representative sample of U.S. parents. Eligible participants (N = 580) completed a cross-sectional online survey assessing infant …

An Observational Analysis Of ‘Me Too’ Narratives From Youtube, Jordan L. Nelon, Mandy N. Spadine, Meg S. Patterson, Sydney E. Brown, Christina L. Bookout, Lauren M. Woods, Sara K. Fehr

Health Behavior Research

The ‘me too’ movement originated to help survivors of sexual violence by providing resources and building a community of advocates to exemplify the magnitude of sexual violence victimization. This movement gained momentum via Twitter due to the viral hashtag—#metoo. YouTube is often used as a means of expression in younger generations, thus sexual violence survivors began using the platform as a way to disseminate ‘me too’ narratives. Therefore, this study aimed to examine how sexual violence narratives resulting from the ‘me too’ movement are being told on YouTube and understand the components of the narratives related to self-blaming mindsets. Based …

The Global Impact Of The Covid-19 Pandemic On Women’S Careers, Allison Bach

School of Professional Studies

This paper explores the impact that the COVID-19 pandemic has had on women’s careers on a global scale in the past year. It begins by focusing on the many pre-existing barriers that existed in realizing gender equality in the workplace prior to the pandemic, such as inadequate access to proper childcare, uneven participation in household labor between the genders, and pay inequality. The paper then continues to examine the impact that the pandemic has had on women’s careers across a variety of industries, countries, and specific groups. It was hypothesized that the COVID-19 crisis had created worse effects for women’s …

The Effects Of Social Media On Young People Through The Lens Of Covid-19, Molly Gammon

School of Professional Studies

This study looks at the relationship between social media and its effect on young people’s wellbeing by examining the available literature and research on the topic. Because Millennials and Generation Z do not remember a time before the internet and social media, it has become an influential and crucial part of their lives. Many suggest that social media is harmful to young people, while others argue that the benefits of the internet and social media outweigh the costs and risks. By analyzing the current research, it seems like there is still a lack of consensus on this debate. The goal …

Happening In Plain Sight: An Evaluation Of Sexual Harassment In Municipal Government Through A Case Study Of Newark, New Jersey, Hoween R. A. Flexer, Caitlin R. Louie

School of Professional Studies

In the city of Newark, New Jersey, Sebrevious Scott, a participant in the New Jersey Reentry program was hired as part-time office assistant in the city's re-entry office. After being transferred to the city’s Parks and Grounds Departments, she started being sexually harassed, inappropriately touched and propositioned by her supervisor, Richard Kirkland. Scott made repeated attempts to report these actions through the appropriate channels. She was met with dismissal, resistance, and later retaliation. While working in this hostile environment she was also pursuing a full-time employment opportunity with the city upon the completion of the reentry program. Unfortunately, this never …

The Impacts Of Social Media Sites Such As Instagram And Facebook On Emerging Adult’S Perceptions Of Self-Esteem And Body Satisfaction, Wynne Cushing, Samantha Shandorf, Courtney Piccirillo, Abby Frazier

Thinking Matters Symposium

This study investigated the impacts of social media use, specifically Facebook and Instagram, on emerging adults’ perceptions of self-esteem and body satisfaction. Limited research exists regarding the influence of demographic variables, such as gender, race, and geographic location, on the relationship between social media use and negative outcome variables. The researchers utilized a cross-sectional survey design with a target population of University of Southern Maine students. Researchers hypothesize that emerging adults who spend more time on Facebook and Instagram are more likely to have lower self-esteem and body satisfaction than emerging adults who spend little to no time on Facebook …

The Impact Of Social Media Use On Well-Being And Stress In Adolescents And Young Adults, Elisabeth Moeller

ONU Student Research Colloquium

Over the past couple of decades, as technology has become more readily available to individuals, social media sites such as Facebook and Instagram have had an impact on how adolescents and young adults communicate with peers. There has been much debate on whether social media usage negatively impacts the lives of adolescents and adults or not. The present literary review examines findings from 20 studies that investigated the effect of social media usage on the well-being and stress levels of adolescents and young adults. The conclusion of this literary review is that there are many mixed findings in studies examining …

J Mich Dent Assoc April 2021

The Journal of the Michigan Dental Association

In the April 2021 issue of the Journal of the Michigan Dental Association, we offer a comprehensive range of original feature content showcasing the latest developments in dental practice and knowledge, including:

1. AI in Dental Care Delivery: Explore the groundbreaking role of Artificial Intelligence (AI) and Machine Learning in dental care, revolutionizing efficiency, safety, care outcomes, and treatment planning consistency.
2. AI in Dental Claims Processing: Discover how AI is employed by third-party payers to streamline dental claims processing, resulting in cost containment and the proactive identification of potential fraud, waste, and abuse.
3. Evidence-Based Dentistry: As part of …

Your Journey Through Dental Social Media: Master The Metrics, Timothy Vassilakos Ms

The Journal of the Michigan Dental Association

SMART Audience marketing is a data-driven marketing approach focusing on reaching the right people with the right message at the right time. This can be done by segmenting and targeting audiences based on their interests, demographics, and behavior. A study by Forrester Research found that companies that use smart audience marketing can achieve a 72% increase in engagement and a 50% increase in satisfaction. These companies can also see a 10% increase in conversion rates and a 20% increase in ROI. The image shows a SMART outline for creating a Smart Audience marketing strategy. The method includes the following steps: …

Pornography: Social, Emotional And Mental Implications Among Adolescents, William Kelly Canady

National Youth Advocacy and Resilience Conference

This presentation will explain the historical development of pornography. It will highlight four segments: 1- Porn’s impact on brain development of reward pathways, ultimately increasing the appetite for more porn. 2- Porn can be a false substitute for real intimacy, resulting in decreased sexual satisfaction with a real person and increased verbal and physical aggression. 3- Porn promotes sex trafficking, promotes multiple sex partners and reduced STD prevention. 4- A review of interventions available to assist clients in navigating a lifestyle away from pornography.

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 Impact Of Social Media On Teenage Females Self-Esteem, Amanda C. Perkovich

All Graduate Theses, Dissertations, and Other Capstone Projects

Social media has become the way we connect with the world. Social networking sites, including Facebook, Instagram, Snapchat, Twitter and TikTok, allow users to share intimate details of their lives, upload photographs, initiate and maintain relationships, plan social gatherings, observe the lives of others and express beliefs, values and emotions. In the last ten years, numerous articles have focused on the relationship between social media use and mental health however, very few studies have concentrated on self-esteem, especially in teenage females. The purpose of this literature review is to explore the associations between increased social media activity (greater than 2 …

Analyzing Tweets On New Norm: Work From Home During Covid-19 Outbreak, Swapna Gottipati, Kyong Jin Shim, Hui Hian Teo, Karthik Nityanand, Shreyansh Shivam

Research Collection School Of Computing and Information Systems

The COVID-19 pandemic triggered a large-scale work-from-home trend globally in recent months. In this paper, we study the phenomenon of “work-from-home” (WFH) by performing social listening. We propose an analytics pipeline designed to crawl social media data and perform text mining analyzes on textual data from tweets scrapped based on hashtags related to WFH in COVID-19 situation. We apply text mining and NLP techniques to analyze the tweets for extracting the WFH themes and sentiments (positive and negative). Our Twitter theme analysis adds further value by summarizing the common key topics, allowing employers to gain more insights on areas of …

Social Media Self-Regulation And The Rise Of Vaccine Misinformation, Ana Santos Rutschman

All Faculty Scholarship

This essay examines the main characteristics and shortcomings of mainstream social media responses to vaccine misinformation and disinformation. Parts I and II contextualize the recent expansion of vaccine information and disinformation in the online environment. Part III provides a survey and taxonomy of ongoing responses to vaccine misinformation adopted by mainstream social media. It further notes the limitations of current self-regulatory modes and illustrates these limitations by presenting a short case study on Facebook—the largest social media vehicle for vaccine-specific misinformation, currently estimated to harbor approximately half of the social media accounts linked to vaccine misinformation. Part IV examines potential …

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 …