Digital Commons Network^™

Semantics Of The Black-Box: Can Knowledge Graphs Help Make Deep Learning Systems More Interpretable And Explainable?, Manas Gaur, Keyur Faldu, Amit Sheth

Publications

The recent series of innovations in deep learning (DL) have shown enormous potential to impact individuals and society, both positively and negatively. The DL models utilizing massive computing power and enormous datasets have significantly outperformed prior historical benchmarks on increasingly difficult, well-defined research tasks across technology domains such as computer vision, natural language processing, signal processing, and human-computer interactions. However, the Black-Box nature of DL models and their over-reliance on massive amounts of data condensed into labels and dense representations poses challenges for interpretability and explainability of the system. Furthermore, DLs have not yet been proven in their ability to …

Examining Eating Attitudes And Behaviors In Collegiate Athletes, The Association Between Orthorexia Nervosa And Eating Disorders, Nancy A. Uriegas, Zachary K. Winkelmann, Kelly Pritchett, Toni M. Torres-Mcgehee

Faculty Publications

Orthorexia nervosa (Orthorexia) is an eating attitude and behavior associated with a fixation on healthy eating, while eating disorders (EDs) are clinically diagnosed psychiatric disorders associated with marked disturbances in eating that may cause impairment to psychosocial and physical health. The purpose of this study was to examine risk for Orthorexia and EDs in student-athletes across sex and sport type and determine the association between the two. Student-athletes ( = 1,090; age: 19.6 ± 1.4 years; females = 756; males = 334) completed a survey including demographics, the ORTO-15 test (values), the Eating Attitudes Test-26 (EAT-26; >20 score), and additional …

Implementation Of Brain Breaks(R) In The Classroom And Its Effects On Attitudes Towards Physical Activity In A Chinese School Setting, Ke Zhou, Sensen He, Yanli Zhou, Biljana Popeska, Garry Kuan, Li Chen, Ming-Kai Chin, Magdalena Mo Ching Mok, Christopher R. Edginton, Ian Culpan, J. Larry Durstine

Faculty Publications

This study aimed to examine the effects of three-months of classroom-based Brain Breaks Physical Activity Solution (Brain Breaks®) on attitudes toward physical activity levels of primary school children in Henan Province, China. The participants were 704 children enrolled in grades 3–5 who were randomly assigned to either an experimental or a control group. The experimental group participated in Brain Breaks® video intervention for 3–5 min daily, at low-to-moderate intensity for three consecutive months. The control group resumed their normal routine. The children’s attitudes in both groups towards physical activity (PA) were evaluated using the self-reported Attitudes toward Physical Activity Scale …

Everyone, Everywhere, Every Time, Clayton A. Copeland Phd

Faculty Publications

The University of South Carolina’s Knowledge School has a commitment. The commitment: Everyone. Everywhere. Every time. The “Knowledge School” is about empowerment. It is about accessing abilities in everyone. It is about using abilities to ensure knowledge creation. And it is about using abilities to ensure equity. This chapter defines a philosophy rooted in tenets of universal access and design. It then highlights several initiatives in teaching, research, and service that put the philosophy into action.

'Some Pastoral Improvement' In The Gentle Shepherd: Mediation, Remediation, And Minority, Steve Newman

Studies in Scottish Literature

This essay shows how in The Gentle Shepherd Allan Ramsay engages in the complex work of "pastoral improvement" on an individual and national scale and foresees--to a point--how his work will be received in the decades and even centuries to come. After situating his work within the uprising of the Galloway Levellers, pastoral, and the early work of agricultural improvement, I consider how the concept of improvement shapes the reception of his work in the Linley-Tickell production of the 1780s--including a surprising appearance from the Shakespearean forger, William Henry Ireland--and the key role The Gentle Shepherd plays in "The Young …

Risk And Protective Factors Associated With Custodial Grandparents’ Psychological Distress In Covid-19, Yanfeng Xu Ph.D., Merav Jedwab, Qi Wu, Sue Levkoff, Ling Xu

Faculty and Staff Publications

The fear and anxiety of COVID-19 and its related policy measures have increased individuals’ psychological distress. The objective of this study was to examine relationships between material hardship, parenting stress, social support, and resilience and custodial grandparents’ psychological distress during the COVID-19 pandemic and further investigate the moderating role of kinship license status. A cross-sectional survey was administered to collect data from custodial grandparents (N = 362) in the United States. T-tests, chi-square tests, and logistic regression models were conducted using STATA 15.0. Results indicated that material hardship (OR = 1.77, p < 0.001) was associated with higher odds of psychological distress, whereas custodial grandparents’ resilience (OR = 0.08, p < 0.001) and social support (OR = 0.39, p < 0.001) were associated with lower odds of experiencing psychological distress. Increased parenting stress in COVID-19 was not significantly associated with psychological distress. Kinship license status moderated the relationships between social support (OR = 0.23, p < 0.05), resilience (OR = 5.06, p < 0.05) and psychological distress. To address custodial grandparents’ psychological distress, more allocated emergency funds and tailored financial services should be provided to meet material needs, and interventions with a focus on resilience and social support are particularly needed. Although licensed custodial grandparents were more likely to experience psychological distress due to their pre-existing vulnerability than unlicensed counterparts, parallel services should be provided to all kinship caregivers.

Evaluating A Technology-Mediated Hpv Vaccination Awareness Intervention: A Controlled, Quasi-Experimental, Mixed Methods Study, Heather M. Brandt, Beth Sundstrom, Courtney M. Monroe, Gabrielle Turner-Mcgrievy, Chelsea Larsen, Melissa Stansbury, Karen Magradey, Andrea Gibson, Delia Smith West

Faculty Publications

College-aged women and men are an important catch-up population for human papillomavirus (HPV) vaccination interventions. Limited research has explored technology-mediated HPV vaccination awareness interventions aimed at college students. The purpose was to evaluate a novel, technology-mediated, social media-based intervention to promote HPV vaccination among college students. A controlled, quasi-experimental, mixed methods study examined the feasibility of a technology-based intervention among two undergraduate classes ( = 58) at a public university in the southeastern United States of America. Classes were randomized to receive one of two cancer prevention programs (i.e., HPV vaccination (intervention) or healthy weight (control)). Both programs contained eight …

Information Uncertainty: A Correlate For Acute Stress Disorder During The Covid-19 Outbreak In China, Danhua Lin, Daniela B. Friedman Ph.D., Shan Qiao Ph.D., Cheuk Chi Tam, Xiaoyan Li, Xiaoming Li Ph.D.

Faculty Publications

Background: Individuals’ stress in responding to the current COVID-19 pandemic may be exacerbated by information uncertainty driven by inconsistent, unverified, and conflicting news from various sources. The current study aims to test if information uncertainty during the COVID-19 outbreak was related to acute stress disorder (ASD) over and above other psychosocial stressors.

Methods: An anonymous online survey was conducted with 7800 college students throughout China from January 31 through February 11, 2020. Existing scales were modified to measure ASD and six potential stressors including information uncertainty during the COVID-19 outbreak. Hierarchical regression analysis was conducted to assess the unique association …

December 2, 2020 Faculty Senate Minutes, University Of South Carolina

Faculty Senate

No abstract provided.

Blackness As Fighting Words, Etienne C. Toussaint

Faculty Publications

The resurgence of worldwide protests by activists of the Movement for Black Lives (BLM) has ushered a global reckoning with the meaning of this generation’s rallying cry – “Black Lives Matter.” As citizens emblazon their streets with this expression in massive artistic murals, the Trump administration has responded with the militarized policing of non-violent public demonstrations, revealing not merely a disregard for public safety, but far worse, a concerted dismantling of protestors’ First Amendment rights. Nevertheless, BLM protests have persisted. Accordingly, this Essay considers the implications of this generation’s acclamation of Black humanity amidst the social tensions exposed during the …

Practices Of Athletic Trainers Using Weight Charts To Determine Hydration Status And Fluid-Intervention Strategies, Jeremy M. Eith, Clint R. Haggard, Dawn M. Emerson, Susan Yeargin Ph.D., Atc

Faculty Publications

Context

Determining an athlete's hydration status allows hydration-related concerns to be identified before significant medical or performance concerns arise. Weight charts are an accurate measure of hydration status changes, yet their clinical use by athletic trainers (ATs) is unknown.

Objective

To investigate ATs' use of weight charts in athletic settings and describe their subsequent clinical decisions.

Design

Cross-sectional survey.

Setting

High schools and National Collegiate Athletic Association Divisions I, II, III and National Association Intercollegiate Athletics colleges.

Patients or Other Participants

A total of 354 ATs (men = 162, women = 175; 17 respondents did not answer the demographic questions) …

Identifying Depressive Symptoms From Tweets: Figurative Language Enabled Multitask Learning Framework, Shweta Yadav, Jainish Chauhan, Joy Prakash Sain, Krishnaprasad Thirunarayan, Amit P. Sheth, Jeremiah Schumm

Publications

Existing studies on using social media for deriving mental health status of users focus on the depression detection task. However, for case management and referral to psychiatrists, healthcare workers require practical and scalable depressive disorder screening and triage system. This study aims to design and evaluate a decision support system (DSS) to reliably determine the depressive triage level by capturing fine-grained depressive symptoms expressed in user tweets through the emulation of Patient Health Questionnaire-9 (PHQ-9) that is routinely used in clinical practice. The reliable detection of depressive symptoms from tweets is challenging because the 280-character limit on tweets incentivizes the …

Monitoring The Spatial Spread Of Covid-19 And Effectiveness Of Control Measures Through Human Movement Data: Proposal For A Predictive Model Using Big Data Analytics, Zhenlong Li, Xiaoming Li, Dwayne Porter Ph.D., Jiajia Zhang Ph.D., Yuqin Jiang, Bankole Olatosi Ph.D., Sharon Weissman

Faculty Publications

Background: Human movement is one of the forces that drive the spatial spread of infectious diseases. To date, reducing and tracking human movement during the COVID-19 pandemic has proven effective in limiting the spread of the virus. Existing methods for monitoring and modeling the spatial spread of infectious diseases rely on various data sources as proxies of human movement, such as airline travel data, mobile phone data, and banknote tracking. However, intrinsic limitations of these data sources prevent us from systematic monitoring and analyses of human movement on different spatial scales (from local to global). Objective: Big data from social …

Practices Of Athletic Trainers Using Weight Charts To Determine Hydration Status And Fluid-Intervention Strategies, Jeremy M. Eith, Clint R. Haggard, Dawn M. Emerson, Susan W. Yeargin Ph.D., Atc

Faculty Publications

Context

Determining an athlete's hydration status allows hydration-related concerns to be identified before significant medical or performance concerns arise. Weight charts are an accurate measure of hydration status changes, yet their clinical use by athletic trainers (ATs) is unknown.

Objective

To investigate ATs' use of weight charts in athletic settings and describe their subsequent clinical decisions.

Design

Cross-sectional survey.

Setting

High schools and National Collegiate Athletic Association Divisions I, II, III and National Association Intercollegiate Athletics colleges.

Patients or Other Participants

A total of 354 ATs (men = 162, women = 175; 17 respondents did not answer the demographic questions) …

“When It’S Time To Come Together, We Come Together”: Reconceptualizing Theories Of Self-Efficacy For Health Information Practices Within Lgbtqia+ Communities, Alexander N. Vera, Travis L. Wagner, Vanessa L. Kitzie

Student Publications

This chapter addresses the shortcomings of current self-efficacy models describing the health information practices of LGBTQIA+ communities. Informed by semi-structured interviews with 30 LGBTQIA+ community leaders from South Carolina, findings demonstrate how their self-efficacy operates beyond HIV/AIDS research while complicating traditional models that isolate an individual’s health information practices from their abundant communal experiences. Findings also suggest that participants engage with health information and resources in ways deemed unhealthy or harmful by healthcare providers. However, such practices are nuanced, and participants carefully navigate them, balancing concerns for community safety and well-being over traditional engagements with healthcare infrastructures. These findings have …

Chloramination Of Iopamidol- And Bromide-Spiked Waters Containing Natural Organic Matter, Nana Osei B Ackerson, Hannah K. Liberatore, Susan D. Richardson, Micheal J. Plewa, Thomas A. Ternes, Stephen E. Duirk

Faculty Publications

Iopamidol (an iodinated X-ray contrast medium) and bromide are precursors in the formation of halogenated disinfection byproducts (DBPs). The interactions of these precursors are vital to elucidate the formation of halogenated DBPs during chloramination. This work investigated the formation of total organic halogen and select individual DBPs in two laboratory-chloraminated source waters containing iopamidol and bromide. Experiments were carried out in batch reactors containing Barberton source water (BSW) and Cleveland BSW (CSW), spiked with iopamidol (5 mu M), bromide (15 mu M), and 100 mu M monochloramine. Total organic iodine concentrations were approximately equal regardless of source water since they …

Nurses' Use Of Personal Smartphone Technology In The Workplace: Scoping Review, Andrea De Jong, Lorie Donelle Phd, Rn, Fcan, Michael Kerr

Publications

BACKGROUND: There has been an increase in the technological infrastructures of many health care organizations to support the practice of health care providers. However, many nurses are using their personal digital devices, such as smartphones, while at work for personal and professional purposes. Despite the proliferation of smartphone use in the health care setting, there is limited research on the clinical use of these devices by nurses. It is unclear as to what extent and for what reasons nurses are using their personal smartphones to support their practice. OBJECTIVE: This review aimed to understand the current breadth of research on …

Transport Of N-Cd And Pre-Sorbed Pb In Saturated Porous Media, Salahaddin Kamrani, Vahab Amiri, Mosleh Kamrani, Mohammed Baalousha

Faculty Publications

Carbon dots (CDs) are a new type of nanomaterials of the carbon family with unique characteristics, such as their small size (e.g., <10 nm), high water solubility, low toxicity, and high metal affinity. Modification of CDs by Nitrogen functional groups (N-CDs) enhances their metal adsorption capacity. This study investigated the influences of pH (4, 6, and 9), ionic strength (1, 50, and 100 mM), and cation valency (Na⁺ and Ca²⁺) on the competitive adsorption of Pb to quartz and N-CD surfaces, the transport and retention of N-CDs in saturated porous media, and the capacity of N-CDs to mobilize pre-adsorbed Pb in quartz columns. Pb adsorption was higher on N-CDs than on quartz surfaces and decreased with increases in ionic strength (IS) and divalent cations (Ca²⁺) concentration. N-CD mobility in quartz columns was highest at pH of 9- and 1-mM monovalent cations …

Providing Transgender Patient Care: Athletic Trainers' Compassion And Lack Of Preparedness, Lindsey E. Eberman, Zachary K. Winkelmann Phd, Lat, Atc, Emma A. Nye, Kelcey C. Granger, Stacy E. Walker

Faculty Publications

Context

Previous researchers have indicated that athletic trainers (ATs) had a favorable view of treating transgender patients, yet the ATs did not perceive themselves as competent in their patient care knowledge or abilities.

Objective

To gain more in-depth information about ATs' knowledge and experiences regarding the health care needs of transgender student-athletes.

Design

Mixed-methods study.

Setting

Individual, semistructured follow-up interviews.

Patients or Other Participants

Fifteen ATs (4 men, 10 women, 1 transgender female; age = 34 ± 9 years, experience = 11 ± 8 years) who took part in a cross-sectional survey in April 2018.

Main Outcome Measure(s)

The interviews …

Garnet & Black Fall 2020, University Of South Carolina, Office Of Student Media

Garnet & Black Magazine

No abstract provided.

November 4, 2020 Faculty Senate Minutes, University Of South Carolina

Faculty Senate

No abstract provided.

Lessons Learned From The Medical University Of South Carolina Transdisciplinary Collaborative Center (Tcc) In Precision Medicine And Minority Men's Health, Chanita Hughes Halbert, Caitlin G. Allen, Melanie Jefferson, Gayenell Magwood Phd, Rn, Faha, Faan, Cathy Melvin, Oluwole Adeyami Babatunde, Claudia Baquet, Ernestine Delmoor, Jerry Johnson, Diane Mathews, Robin J. Leach, Luisel Ricks-Santi

Publications

The Transdisciplinary Collaborative Center (TCC) in Precision Medicine for Minority Men's Health was established at the Medical University of South Carolina (MUSC) in 2015 to address disparities in the translation of precision medicine approaches among racial minority groups. This regional consortium focuses on three primary areas: (1) the development of a consortium of regional and national partners, (2) conducting transdisciplinary research examining synergistic effects of biological, social, physiological, and clinical determinants of chronic disease risks and outcomes, and (3) dissemination and implementation of precision medicine approaches, with an emphasis on reducing disparities in health care and outcomes among minority men. …

Covid-19 In Spain And India: Comparing Policy Implications By Analyzing Epidemiological And Social Media Data, Parth Asawa, Manas Gaur, Kaushik Roy, Amit P. Sheth

Publications

The COVID-19 pandemic has forced public health experts to develop contingent policies to stem the spread of infection, including measures such as partial/complete lockdowns. The effectiveness of these policies has varied with geography, population distribution, and effectiveness in implementation. Consequently, some nations (e.g., Taiwan, Haiti) have been more successful than others (e.g., United States) in curbing the outbreak. A data-driven investigation into effective public health policies of a country would allow public health experts in other nations to decide future courses of action to control the outbreaks of disease and epidemics. We chose Spain and India to present our analysis …

Terminal Logic Behavior And Strategic Defection Of Governmental Officials During Presidential Transitions In Guatemala: Implications For The Sustainability Of Food And Nutrition Security Policy, Jessica L. Escobar-Alegria, Edward A. Frongillo Jr., Christine E. Blake

Faculty Publications

Background: Presidents with no possibility of re-election overvalue far-future rewards and succumb to terminal logic behavior (TLB), responding to end-of-tenure legacy concerns despite political context. Government authorities perceiving the outgoing government is losing power at the end of term behave under the logic of strategic defection (SD), dissociating from the outgoing government once it is perceived powerless. In countries where re-election is impossible and government turnover and inconstant political parties are concerns, governmental officials at all levels may show TLB and SD during transitions that affect policy sustainability. Objectives: This study aimed to understand the context during presidential transitions that …

“When Someone Sees Me, I Am Nothing Of The Norm”: Examining The Discursive Role Power Plays In Shaping Lgbtq+ Health Information Practices, Vanessa L. Kitzie, Travis L. Wagner, A. Nick Vera

Faculty Publications

This paper examines how discursive power shapes LGBTQ+ community health information practices. Informed by analysis of 10 information world maps drawn by SC LGBTQ+ community leaders, our findings indicate that while community can be a valuable construct to reject mainstream discourses of regulation and correction, it inevitably is fraught and not representative of all LGBTQ+ individuals. Findings can inform strategies for community leaders to facilitate more equitable information flow among members by identifying key structural elements impeding this flow at the community level.

Parental Concerns And Uptake Of Childhood Vaccines In Rural Tanzania – A Mixed Methods Study, Lavanya Vasudevan, Joy Noel Baumgartner, Sara Moses, Esther Ngadaya, Sayoki Godfrey Mfinanga, Jan Ostermann

Faculty Publications

Background

Vaccine hesitancy has been recognized as an important barrier to timely vaccinations around the world, including in sub-Saharan Africa. In Tanzania, 1 in 4 children is not fully vaccinated. The objective of this mixed methods study was to describe and contextualize parental concerns towards vaccines in Tanzania.

Methods

Between 2016 and 2017, we conducted a cross-sectional survey (n = 134) and four focus group discussions (FGDs, n = 38) with mothers of children under 2 years of age residing in Mtwara region in Southern Tanzania. The survey and FGDs assessed vaccination knowledge and concerns and barriers to timely vaccinations. …

The Daily Gamecock, Eat Drink Shop Columbia, October 2020, University Of South Carolina, Office Of Student Media

October

No abstract provided.

Parental Online Information Access And Childhood Vaccination Decisions In North America: Scoping Review, Sarah Ashfield, Lorie Donelle Phd, Rn, Fcan

Publications

BACKGROUND: Immunizing children throughout their early years prevents the spread of communicable disease and decreases the morbidity and mortality associated with many vaccine-preventable diseases. Searching online allows individuals rapid access to health information. OBJECTIVE: The purpose of this review was to develop an understanding of the existing literature of parents' online health information-seeking behaviors to inform their vaccination choices for their children and to identify gaps in the literature around parents' use of online health information and their vaccination choices. METHODS: A scoping review of peer-reviewed literature from Canada and the United States was performed. The following databases were utilized …

Caring Near And Far By Connecting Community-Based Clients And Family Member/Friend Caregivers Using Passive Remote Monitoring: Protocol For A Pragmatic Randomized Controlled Trial, Lorie Donelle Phd, Rn, Fcan, Sandra Regan, Michael Kerr, Merrick Zwarenstein, Michael Bauer, Grace Warner, Wanrudee Isaranuwatchai, Aleksandra Zecevic, Elizabeth Borycki, Dorothy Forbes, Lori Weeks, Bev Leipert, Emily Read

Publications

BACKGROUND: Significant chronic disease challenges exist among older adults. However, most older adults want to remain at home even if their health conditions challenge their ability to live independently. Yet publicly funded home care resources are scarce, private home care is expensive, and family/friend caregivers have limited capacity. Many older adults with chronic illness would require institutional care without the support from family member/friend caregivers. This role raises the risk of physical health problems, stress, burnout, and depression. Passive remote monitoring (RM), the use of sensors that do not require any action by the individual for the system to work, …

Re-Imagining Our Story: Creating A Virtual Summer Reading Program, Taylor C. Atkinson, Raven L. Miller

South Carolina Libraries

Due to the COVID-19 pandemic, the Union County Library System (UCLS) opted to solely offer virtual programming for our popular Summer Reading Program. This article focuses on the background, planning, and implementation in creating and executing a fun and innovative summer experience for our community and patrons, including a gamification twist to incentivize our participants.