Digital Commons Network^™

Gnncontext: Gnn-Based Code Context Prediction For Programming Tasks, Xiaoye Zheng, Zhiyuan Wan, Shun Liu, Kaiwen Yang, David Lo, Xiaohu Yang

Research Collection School Of Computing and Information Systems

A code context model comprises source code elements and their relations relevant to a programming task. The capture and use of code context models in software tools can benefit software development practices, such as code navigation and search. Prior research has explored approaches that leverage either the structural information of code or interaction histories of developers with integrated development environments to automate the construction of code context models. However, these approaches primarily capture shallow syntactic and lexical features of code elements, with limited ability to capture contextual and structural dependencies among neighboring code elements. In this paper, we propose GNNContext, …

Collisionrepair: First‑Aid And Automated Patching For Storage Collision Vulnerabilities In Smart Contracts, Yu Pan, Wanjing Han, Yue Duan, Mu Zhang

Research Collection School Of Computing and Information Systems

Storage collision vulnerabilities, a significant security risk in upgradeable smart contracts, often arise when a user-facing proxy contract and a backend logic contract share storage space. While static analysis techniques can detect such issues, they often over-approximate program states, leading to false positives and requiring developers to manually verify each issue, giving attackers time to exploit any overlooked vulnerabilities. To address this, we propose COLLISIONREPAIR, an automated patching technique for mitigating storage collision risks. COLLISIONREPAIR monitors storage access sequences between proxy and logic contracts by defining an "ownership" property for storage locations. It then replays historical transactions to recover existing …

Prism: To Fortify Widget Based User‑App Data Exchanges Using Android Virtualization Framework, Yingtat Ng, Zhe Chen, Haiqing Qiu, Xuhua Ding

Research Collection School Of Computing and Information Systems

We present Prism, an UI hardening technique for an Android app to safeguard its widgets against a corrupted kernel. Prism ensures secure interface rendering and allows for visual authentication, which developers could use to enable user intent confidentiality protection. Our design leverages the recent Android Virtualization Framework with minimal changes to the existing UI framework and graphics subsystem. It is much easier to deploy and use Prism on Android phones than TrustZone-based secure UI schemes, because the apps are not admitted to the Secure World and retain their full rights to manage and control their own interfaces. We have implemented …

Tetd: Trusted Execution In Trust Domains, Zhanbo Wang, Jiaxin Zhan, Xuhua Ding, Fengwei Zhang, Ning Hu

Research Collection School Of Computing and Information Systems

Intel TDX empowers cloud service providers to construct confidential virtual machines called trust domains (TDs) on x86 platforms. Similar to its counterparts from AMD and Arm, TDX's hardware based protection over integrity and secrecy of virtual machine memory and vCPU states inevitably hinders legitimate virtual machine management such as introspection. At the presence of compromised high-privileged software (e.g., the guest kernel), neither the cloud service provider nor the TD owner can securely carry out a task within the TD. To tackle this problem, we propose TETD, an in-TD trusted execution technique without trusting any TD system software. Our design does …

Oblivious Digital Tokens, Mihael Liskij, Xuhua Ding, Gene Tsudik, David A. Basin

Research Collection School Of Computing and Information Systems

A computing device typically identifies itself by exhibiting unique measurable behavior or by proving its knowledge of a secret. In both cases, the identifying device must reveal information to a verifier. Considerable research has focused on protecting identifying entities (provers) and reducing the amount of leaked data. However, little has been done to conceal the fact that the verification occurred.We show how this problem naturally arises in the context of digital emblems, which were recently proposed by the International Committee of the Red Cross to protect digital resources during cyber-conflicts. To address this new and important open problem, we define …

Zero-Shot Generalist Graph Anomaly Detection With Unified Neighborhood Prompts, Chaoxi Niu, Hezhe Qiao, Changlu Chen, Ling Chen, Guansong Pang

Research Collection School Of Computing and Information Systems

Graph anomaly detection (GAD), which aims to identify nodes in a graph that significantly deviate from normal patterns, plays a crucial role in broad application domains. However, existing GAD methods are one-model-for-one-dataset approaches, i.e., training a separate model for each graph dataset. This largely limits their applicability in real-world scenarios. To overcome this limitation, we propose a novel zero-shot generalist GAD approach UNPrompt that trains a one-for-all detection model, requiring the training of one GAD model on a single graph dataset and then effectively generalizing to detect anomalies in other graph datasets without any retraining or fine-tuning. The key insight …

Exploring Rehabilitation Therapists' Knowledge And Perspectives On The Use Of Artificial Intelligence And Machine Learning For Persons Poststroke, Hannah Clark, Mia Delvecchio, Min Hun Lee, Elena D. Brown, Kaia Mikula, Robert Halyama, Kasey Stepansky

Research Collection School Of Computing and Information Systems

Research Objectives: The use of technology such as robotics, gaming systems, self-monitoring apps, or other sensor-based devices in standard practice is infrequent. Due to the rapid development of artificial intelligence (AI) and machine learning (ML) applications, it is important to look at how therapists perceive AI/ML, and design applications with potential barriers in mind. to support future integration into practice. The purpose of this research project is to gain rehabilitation therapists’ perspectives on AI/ML in post-stroke assessment and intervention.Design: This ongoing study uses a mixed methods design with surveys and focus groups. Participants engaged in a 30-minute webinar to learn …

Consistent Client Simulation For Motivational Interviewing-Based Counseling, Yizhe Yang, Palakorn Achananuparp, Heyan Huang, Jing Jiang, Nicholas Gabriel Lim, Cameron Shi Ern Tan, Phey Ling Kit, Jenny Xiuhui Giam, John Pinto, Ee-Peng Lim

Research Collection School Of Computing and Information Systems

Simulating human clients in mental health counseling is crucial for training and evaluating counselors (both human or simulated) in a scalable manner. Nevertheless, past research on client simulation did not focus on complex conversation tasks such as mental health counseling. In these tasks, the challenge is to ensure that the client’s actions (i.e., interactions with the counselor) are consistent with with its stipulated profiles and negative behavior settings. In this paper, we propose a novel framework that supports consistent client simulation for mental health counseling. Our framework tracks the mental state of a simulated client, controls its state transitions, and …

Mixture Effects On Metal Accumulation In The Asian Clam, Corbicula Fluminea, Mark A. Huff

Electronic Theses and Dissertations

Field collected Corbicula fluminea were exposed to trace level copper, lead, and zinc with the aim of examining the preferential accumulation between the soft tissue and shell. Metal levels were based on those in a permitted industrial effluent. At 1X effluent and 2X effluent exposure levels, copper was found to preferentially accumulate in the clam soft tissue, lead was found to preferentially accumulate in the clam shell, and zinc was found to excrete back into the diluent after preferentially accumulating in the clam soft tissue. When exposed as a mixture at 1X effluent levels, copper and lead were found to …

Exploring Factors Influencing Care And Outcome Among Stroke Patients In Tennessee, Omodele Agbejimi

Electronic Theses and Dissertations

Introduction: Stroke is the fifth leading cause of death in Tennessee. Socioeconomic variables influence the delivery of stroke treatment and its outcomes. Despite advances in acute stroke care, the burden of stroke keeps increasing. This study aimed to explore literature on factors contributing to stroke care and outcomes in the U.S., assess the determinants of stroke patients’ outcomes, and examine the geographical disparities in stroke hospitalization and stroke death rate and their association with stroke care accessibility in Tennessee.

Methods: A scoping review was conducted using socio-ecological models to explore literature on factors contributing to stroke care and outcomes. A …

In A Safe-Space Of Her Own: Alice's Journey Through A Traumatized Wonderland To Find Attunement And Recovery, Cheston A. Axton

Electronic Theses and Dissertations

Throughout Alice’s Adventures in Wonderland/Through the Looking-Glass’s 160-year existence, Lewis Carroll’s seven-year-old protagonist has experienced many changes and alterations. With an ever-growing pop culture interest, Alice’s original narrative has undergone numerous adaptations, with each new variation diving deeper into the impact of trauma on Wonderland.

This thesis continues this existing discourse by examining Wonderland’s capacity to facilitate recovery in the aftermath of severe trauma. Through this research, the traumatic experiences of Alice, from Christina Henry’s The Chronicles of Alice: Alice and American McGee’s Alice: Madness Returns, are examined concerning their effect(s) on her construction of Wonderland, as …

The Diversity Of Our Weightlifting Uniforms: A Qualitative Analysis Of The Experiences Of Gender And Sexual Minorities In Gyms, Rachel M. Schott

Electronic Theses and Dissertations

Gender and sexual minority (GSM) populations experience significant mental and physical health disparities compared to their cisgender, heterosexual counterparts. A particularly understudied modality that may contribute to these disproportionate health outcomes is decreased engagement in physical activity (PA). Gyms are a primary source for PA, yet understanding GSM experiences in these spaces is relatively understudied. The purpose of the present study is to better understand the experiences of GSMs in gym spaces with an emphasis on barriers and facilitators to their engagement. We conducted semi-structured phone interviews among self-identified gender and sexual minorities across the U.S. Thematic analysis was used …

Examining The Lived Experiences Of International Students At East Tennessee State University, John The Baptist Anodjo

Electronic Theses and Dissertations

This research investigates the lived experiences of international students at East Tennessee State University (ETSU), specifically examining how they navigate social, academic, and structural challenges. Through in-depth interviews with 20 international students from a variety of nationalities, I analyzed issues related to legal status, housing, food insecurity, healthcare, and social integration. I found that students encounter barriers due to immigration policies, financial constraints, and limited access to essential resources. Additionally, international students benefit significantly from support provided by campus services, community organizations, and their social networks, which play a vital role in their adjustment process. While institutional resources are beneficial …

The Intersection Of Appalachian Identity And Gambling Behavior, Noah S. Anderson

Electronic Theses and Dissertations

This study examined the relation between Appalachian identity and gambling behavior among students in central Appalachia (n = 395). One-way ANOVAs revealed no significant differences in engagement, F(2, 392) = 0.65, p = .523, or severity, F(2, 392) = 0.33, p = .718, across identification groups. Moderated regression showed that identity did not significantly moderate the engagement–severity relation (B = 0.073, p = .099), though engagement itself was a strong predictor of harm (B = 0.696, p < .001, R² = .521). Negative affect predicted both engagement (B = 0.074, p = .001) and severity (B = 0.069, p = .001), while identity remained non-significant. Logistic regression found that identity predicted gambling engagement (Exp(B) = 1.18, p = .034) only when controlling for severity. These findings relay the importance of empirical efforts in Appalachia and suggest that Appalachian identity may not be an independent risk factor in gambling behavior.

A Case Study Of The Perceived Support Needs Of Community College Faculty, Ramona C. Shelton

Electronic Theses and Dissertations

This qualitative case study explored the perceptions of community college faculty members in Tennessee regarding the supports they feel they need to be successful academicians both inside and outside of the classroom. Thirteen faculty members participated in the study, representing the 4 faculty ranking categories at the institution: adjunct/part-time, new full-time, junior/untenured, and senior/tenured. Interviews were semi-structured to allow the participants the opportunity to share their honest experiences on what support needs they have, how those needs have been met, and what support areas they expect to emerge in the future. Four academic administrators also participated in the study in …

Give Me A Break: Exploring The Use Of A Reset Room On Secondary School Students And Resilient Practices In Tennessee, Alex White

Electronic Theses and Dissertations

The culmination of toxic stress and social-emotional instability can result in significant challenges for students. Incorporating an appropriate response to address the social-emotional needs of students must be a priority if schools seek to see improvements in attendance, discipline, and ultimately academic success. Resilient middle and high schools recognized the need to create innovative spaces for students to learn how to self-regulate challenging emotions during the school day. The purpose of this quantitative research study was to investigate the relationship between chronic absenteeism, office disciplinary referrals, and the use of Resilient Schools Reset Rooms in middle and high schools from …

Evaluating Online Autism Information: A Content Analysis Of Language, Quality, And Interventions, Jada R. Beal

Electronic Theses and Dissertations

The internet is a widely used source of autism-related information, yet previous studies demonstrate that the quality, accuracy, and language used in such content remain inconsistent. This study conducted a content analysis of 356 autism-related internet sources obtained from top Google search results, examining their use of neurodiversity-affirming language, the quality of health-related information, and the inclusion of evidence-based interventions. Results showed that medical model language and person-first terminology were more common than neurodiversity-affirming language. Sources targeting caregivers were significantly more likely to use medical model language than those aimed at autistic adults. Only 12.92% of sources included quotes or …

Investigating The Multiple Enzyme Complex In The Carotenoid Biosynthesis Pathway, Mercy Mormor

Electronic Theses and Dissertations

In nature, plant carotenoids are 40-carbon isoprenoids with polyene chains that may have double bonds. They are vital components of all photosynthetic organisms, playing several roles in the plant cell, including photosynthesis, pigmentation, phytohormone synthesis, signaling and photoprotection. In this study, we investigated protein-protein interactions among key enzymes involved in the carotenoid biosynthesis pathway using the Bimolecular Fluorescent Complementation (BiFC) assay. Our results revealed several interactions that suggest a coordinated regulation of enzymatic activity within this pathway, highlighting potential regulatory complexes that influence carotenoid production. The study also highlights the pivotal role of Zeta-Carotene Isomerase (Z-ISO) as a key regulatory …

Drivers And Consequences Of Changes In Nectar Microbiome Composition Across Spatial And Biological Scales, Daniel A. Barker

Electronic Theses and Dissertations

Microbial communities inhabiting floral nectar, known as the nectar microbiome, are important mediators of plant-pollinator interactions. However, the ecological and environmental factors that shape the composition of these microbial communities remain poorly understood. While previous studies have examined the effects of a few microbial groups, typically independent of one another, on one plant or pollinator species, this dissertation takes a wide-scale approach to explore how abiotic conditions and biotic interaction’s structure microbial communities within floral nectar. Furthermore, I also quantify how variation in microbial richness and identity influences pollinator behavior and plant reproductive success.

This dissertation shows that microbial abundance …

Reentry For Formerly Incarcerated Individuals: A Focus On Workforce Reentry And Recidivism In Appalachia, Margaret E. Francisco

Electronic Theses and Dissertations

Formerly incarcerated individuals face challenges to successful reentry, a critical component of reducing recidivism and improving public health outcomes. These challenges are particularly acute in rural Appalachia, where structural disadvantages such as limited economic opportunities, healthcare access, and public transportation intersect with stigma and systemic barriers related to prior incarceration. This dissertation addresses these gaps through a mixed-methods examination of reentry and recidivism, grounded in public health frameworks and focused on the unique context of rural Appalachia.

This work includes three studies. First, a PRISMA-guided systematic review synthesized qualitative research on barriers and facilitators to employment following incarceration. Findings highlighted …

Raptors As Secondary Dispersers Of Mycorrhizal Fungal Spores, Joseph Anderson

Electronic Theses and Dissertations

Animals aid fungal dispersal by consuming fruiting bodies (e.g., truffles) and depositing spores elsewhere. Predators can act as secondary dispersers by preying on small mammals that eat truffles, although it is unclear how this dispersal may vary among species of raptors (hawks and owls) and fungal taxa. We experimentally fed four truffle taxa (with spores varying in size and wall thickness) to six raptor species (with differing gut morphology and acidity) to assess how spore viability and retention time may change between raptor casts and feces. Viability in smaller spores was more negatively affected by acidity compared to larger spores …

Hierarchy In Sensation: Exploring The 40 Hz Auditory Steady State Synchrony In The Primary Auditory And Prefrontal Association Cortices, Deepshila Gautam

Electronic Theses and Dissertations

Auditory processing begins in the cochlea and ascends through brainstem relays to the cortex, where sound features with increasing complexity are encoded. The 40 Hz auditory steady-state response (ASSR) reflects induced gamma synchrony shaped by local cortical circuit dynamics. Disrupted 40 Hz ASSR is a consistent finding in schizophrenia, linked to N-methyl-D-aspartate receptor (NMDAR) hypofunction in inhibitory interneurons, making it a promising translational biomarker. While multiple ASSR generators have been identified, it is not known if these are redundant or represent unique activity. This dissertation investigates regional differences in 40 Hz ASSR across two principal generators: the primary auditory cortex …

Latina Senior-Level Leaders In 2-Year Public Higher Education Institutions In Texas: A Life Story Narrative Study, Monica Yvette Escobar-Leblanc

Electronic Theses and Dissertations

The study was designed to understand the personal and academic experiences of Latinas in senior-level leadership positions in 2-year public higher education institutions in Texas and the impact, if any, of these experiences on their leadership development. Although Latina undergraduate college enrollment has continued to increase, Latinas remain significantly underrepresented in senior-level leadership roles in higher education institutions. Using a life story narrative approach and LatCrit as the theoretical lens, this study examined leadership development across the life span from adolescence to middle adulthood. The thematic analysis of the four Latinas' life story narratives, employed in 2-year public higher education …

Black Women In Information Technology Leadership Roles: Examining Their Experiences With Recruitment, Retention, And Advancement, Adepeju O. Adedeji

Electronic Theses and Dissertations

Black women account for only 3% of the information technology (IT) workforce in the United States, with a lower percentage in leadership roles. This qualitative phenomenological study explored the lived experiences of Black women who had attained leadership roles in the IT field. The researcher examined the opportunities and challenges Black women faced in their recruitment, retention, and advancement to leadership roles. The purpose of the study was to understand the strategies that aided Black women who experienced successful recruitment, advancement, and retention in IT to extract insights that can be leveraged for other Black women. The researcher conducted interviews …

Overcoming Second-Order Barriers To Teachers’ Technology Integration: A Study Of Positive Impacts, Crystal Ann Hume

Electronic Theses and Dissertations

This study explored K–12 public school teachers’ self-efficacy, value, and pedagogical beliefs about technology. The teachers worked in a medium-sized, semi-affluent public school district in North Texas. The study investigated second-order barriers to technology integration and what might positively impact teachers’ self-efficacy, value, and pedagogical beliefs. This study used a qualitative descriptive methodology to collect qualitative data about their beliefs by interviewing and observing K–12 classroom teachers who had completed a bachelor’s degree through a traditional teacher education program. Teachers with alternative certifications or noncertified classroom instructors were omitted. Findings revealed that external factors, failure, mistakes, confidence, and professional development …

Institutional Betrayal And Military Vaccine Mandates: An Inquiry Into Loss Of Health Autonomy Concerning Unlimited Liability Contractual Employment In The Covid-19 Era, Aaron G. Dehaven

Electronic Theses and Dissertations

The balance between government control and personal liberty is a growing concern in the modern world. Nowhere is this more evident than in discussions surrounding government policy in public health and individual health autonomy. The Covid-19 pandemic forced many institutions to change their standard operating procedures by adapting to rapidly changing health guidance instituted to protect public health. These changes highlighted the role of health autonomy and individuals’ rights to refuse medical treatments. The Department of Defense changed many aspects of how it operated during the pandemic, including the mandate of the Covid-19 vaccine for all service members. For various …

Perceived Leadership Behaviors And Workplace Motivation: The Predictive Role Of Generational Cohorts In The U.S. Construction Industry, Leslie D. Klinegardner

Electronic Theses and Dissertations

The purpose of this study was to examine the extent to which perceived leadership behaviors predicted workplace motivation among construction workers across generational cohorts in the Greater Houston, Texas area. Grounded in self-determination theory, the research explored how transformational, transactional, and passive-avoidant leadership behaviors predicted the satisfaction and frustration of psychological needs for autonomy, competence, and relatedness. The analysis also considered whether leadership behaviors and generational cohort served as significant predictors of workplace motivation outcomes. The study followed a quantitative, predictive, cross-sectional design using survey methodology. Data were collected using the Multifactor Leadership Questionnaire (MLQ) and the Basic Psychological Need …

Subjective Socioeconomic Status Moderates Self-Esteem Reactivity To Daily Stressor Exposure: Evidence From A Daily Diary Approach, Yi Jing Chua, Nadyanna M. Majeed, Verity Yu Qing Lua, Chi-Ying Cheng, Andree Hartanto

Research Collection School of Social Sciences

Research on self-esteem reactivity has demonstrated that self-esteem fluctuates in response to daily stressor exposure, and the strength of this relationship varies between individuals. Drawing upon the positive link between objective socioeconomic status (SES) and self-esteem, how subjective SES influences self-esteem reactivity to daily stressor exposure was explored. Using a 7-day daily diary study, the current study (N-participants = 243, N-days = 1651) adopted a multilevel analysis to demonstrate that subjective SES attenuated the within-person association between daily stressor exposure and daily self-esteem, even after controlling for demographics and objective indicators of SES. The interactions were also consistent across social …

Longer Scans Boost Prediction And Cut Costs In Brain-Wide Association Studies, Leon Qi Rong Ooi, Scott Marek, Nico U F Dosenbach, Timothy O Laumann, Evan M Gordon, Et Al.

2020-Current year OA Pubs

A pervasive dilemma in brain-wide association studies

Sex-Related Measurement Bias In Autism Spectrum Disorder Symptoms In The Baby Siblings Research Consortium, Catherine A Burrows, Natasha Marrus, Et Al.

2020-Current year OA Pubs

IMPORTANCE: Disparities exist in age of diagnosis and prevalence of autism spectrum disorder (ASD) for female compared with male children. Correcting for sources of bias is critical for improving equitable ASD identification.

OBJECTIVE: To determine whether sex differences exist in measurement of ASD symptoms using the Autism Diagnostic Observation Schedule (ADOS) among young children at high familial likelihood (HFL) and low familial likelihood (LFL) of ASD.

DESIGN, SETTING, AND PARTICIPANTS: This cohort study collected longitudinal, prospective data from the Baby Siblings Research Consortium between January 1, 2003, and December 31, 2021. Participants included 3106 children who had an older sibling …