Digital Commons Network^™

A Multi-Label Computer Vision-Based Approach For Condition Assessment Of Traffic Signs: Database Compilation, Model Training, And Evaluation, Shailaja Ratna Pandey

All Graduate Theses and Dissertations, Fall 2023 to Present

Traffic signs help drivers and pedestrians to understand roadway rules, warnings, and directions, which determine how road users should behave. When signs fade or delaminate, they become harder to read and interpret, which creates increased safety hazards. Transportation agencies usually deploy engineers to the field to inspect signs because they need to evaluate and document the sign’s condition based on established standards and engineering judgment. This process requires substantial time and cost and becomes challenging to apply across large highway networks.

This study evaluated two computer vision (CV) models for automated traffic sign condition assessment using highway images collected across …

From Evidence To Impact: Supporting Sensemaking And Instructional Revision In Stem Classrooms, Bonni Jones

All Graduate Theses and Dissertations, Fall 2023 to Present

Science and math literacy is crucial for informed citizenship and economic competitiveness, yet many students leave school without developing the critical thinking skills needed to understand and solve complex issues or pursue STEM careers. This disconnect often stems from traditional teaching methods that emphasize memorization and following steps over authentic reasoning and problem solving. This dissertation addresses this challenge by identifying how teachers in research studies have taught STEM in ways that develop students' ability to think, reason, and problem-solve like real scientists.

By analyzing research on instruction that incorporates modeling, inquiry, and sensemaking, and working directly with teachers, this …

Youth Agricultural Engagement And Its Association With Dietary Diversity, Household Food Insecurity, And Nutritional Status In Southwest Nigeria, Sherif Olasoji

All Graduate Theses and Dissertations, Fall 2023 to Present

Youth remain underserved in nutrition research, policy, and programming despite being an integral part of the food systems. While the nutrition-sensitive agriculture framework has been established, there is limited evidence demonstrating how youth engagement in agriculture can serve as a pathway to improve nutritional outcomes. The study assessed youth agricultural engagement and its association with household dietary diversity, household food insecurity, and nutritional status in southwest Nigeria.

Using a cross-sectional design, data on socio-demographic characteristics, agricultural engagement, dietary diversity, household food insecurity, body mass index, and skin carotenoids were collected from 143 youth aged 15 to 35 from Ekiti, Osun, …

2026 Summer Commencement Program, The University Of West Alabama

Commencement Programs

No abstract provided.

Technological Competence And Generative Artificial Intelligence: Canadian Law Students’ Understanding And Use In Legal Education And Legal Practice, Hannah Rosborough

Reports & Public Policy Documents

This report presents results from a national survey examining Canadian JD students' and recent graduates' understanding of technological competence and their use of generative artificial intelligence in legal education and legal practice.

The survey collected responses from 631 students and recent graduates across Canadian law schools between November 2025 and January 2026, combining closed-ended questions with thematic analysis of open-ended responses. The survey addressed how students understand the duty of technological competence under the Model Code, how they use generative AI in coursework and legal workplaces, their confidence in the accuracy of these tools, the guidance and training they receive, …

Fisheries Research Report No. 365: Recreational Fishing For Marron In South-West Western Australia In 2026, Claire B. Smallwood, Karina L. Ryan, Eva Lai

Fisheries Research Reports

The smooth marron (Cherax cainii) (‘marron’) is endemic to freshwater dams and rivers of south-west Western Australia. Marron are managed as a single stock within the South-West Recreational Freshwater Resource and are highly vulnerable to overexploitation due to the biological characteristics of the species (e.g., low fecundity, localised populations) as well as environmental (e.g., habitat loss, reduction in rainfall) and human (e.g., fishing, land clearing) pressures on freshwater ecosystems.

Due to this vulnerability, this species has been the focus of research, monitoring and management since the 1970’s. Since 2000, annual phone-recall (2000 – 2021) and online-recall (2022 – 2026) surveys …

Sexual Grooming And Other Barriers To Disclosure Of Childhood Sexual Abuse, Lillian A. Steedman

Theses, Dissertations and Culminating Projects

Child sexual abuse is a serious and prevalent problem in the United States and is associated with negative consequences across numerous life domains (e.g., psychological, physical, socioeconomic). Disclosure of sexually abusive experiences may facilitate victims’ abilities to obtain psychological, social, and legal support. It has been theorized that sexual grooming plays a role in decreasing the likelihood of disclosure and of disclosures being believed. Therefore, this dissertation examined associations among sexual grooming, other barriers, and disclosure decisions and timing. Participants were recruited and screened online for eligibility to participate in a survey examining details of the abuse, trauma-related shame, disclosure …

Our Honors Impact: Evidence Of Honors Student Experience And Outcomes, 01 - The Initial Evidence Review, Brian Hoey, Honors College

Publications of the Honors College at Marshall University

Our Honors Impact, 01: Evidence of Honors Student Experience and Outcomes presents an initial review of student-centered evidence collected by the Honors College at Marshall University through its developing Honors Impact Evidence Bank. Drawing on student reflections, supported-project deliverables, program assessments, profiles, and other documented experiences, the report examines how honors education is experienced in practice and what becomes possible through integrative and experiential learning, mentorship, peer connection, financial support, global engagement, and opportunities for independent inquiry. Student narratives illustrate recurring patterns of intellectual growth, confidence, belonging, professional development, and connection to Appalachia and West Virginia. As the first edition …

Project Care Poster, Jeff Gutierrez, Rayna Sage, Rtc: Rural

Independent Living and Community Participation

The CARE Project connects rural Centers for Independent Living (CILs) and rural libraries to improve disability services and respond to community needs together. RTC:Rural has designed a participatory curriculum development project to collaboratively create a resource to provide a roadmap to community partnerships between rural CILs and libraries.

The Impact Of Point Of Care Hepatitis C Virus Rna Testing On Diagnosis, Treatment Initiation, And Linkage To Care In Marginalized Populations, Maria Simpson

Medical Laboratory Science Independent Study Projects

Hepatitis C virus (HCV) remains a major public health concern, particularly among marginalized and high-risk populations who experience barriers to timely diagnosis, treatment initiation, and linkage to care. Traditional laboratory-based HCV testing often requires multistep workflows and follow-up visits, contributing to delayed confirmation of active infection and loss to care. This literature review examines how point-of-care HCV ribonucleic acid (RNA) testing affects time to diagnosis, treatment initiation, and linkage to care compared with standard laboratory-based testing. Evidence from systematic reviews, community-based trials, correctional settings, supervised consumption sites, diagnostic performance studies, and cost-effectiveness analyses indicates that point-of-care RNA testing shortens turnaround …

Standardized Training Methodologies For Medical Laboratory Science Students And Their Importance For Student Success, Maria Simpson

Medical Laboratory Science Independent Study Projects

Clinical education is a critical component of Medical Laboratory Science (MLS) programs, serving as the primary bridge between academic instruction and professional practice. However, traditional clinical rotation training models often struggle to keep pace with rapid advancements in laboratory technology, expanding professional responsibilities, workforce shortages, and heightened patient safety expectations. The purpose of this capstone project is to examine the key factors driving the need to update training methodologies in MLS clinical rotations and to evaluate contemporary educational approaches that better prepare students for entry-level practice. This project addresses systemic challenges faced by clinical laboratories, such as staffing constraints, heavy …

From Centralized To Decentralized Care: Assessing The Role Of Design In Cardiovascular Unit Performance, Lindsey Fay

Interiors Faculty Publications

This report presents a comprehensive pre- and post-occupancy evaluation of the University of Kentucky HealthCare Cardiovascular Unit, conducted through a collaborative effort between the College of Design, College of Communication and Information, UK HealthCare, and GBBN Architects. The study examines the transition from a centralized to a decentralized care delivery model within a newly constructed hospital environment, with the goal of understanding how spatial design influences healthcare delivery, staff performance, and patient experience.

Using a mixed-methods approach, the research integrates quantitative and qualitative data collection techniques, including behavioral mapping, communication tracking, pedometer data, acoustic measurements, and staff and user feedback. …

A Quantitative Analysis Of Sea Turtle (Chelonia Mydas, Caretta Caretta, And Lepidochelys Kempii) Suture Morphology, Adolfo Emanuel Artigas Iv

Harriet L Wilkes Honors College Theses 2020 - Present

Sea turtle shells are formed of modified ribs, which, structurally, are sandwich composites. Sandwich structures provide both physical protection and pressure response associated with diving at depth. Carapacial sutures, tight joints between adjacent bones, connect modified ribs with collagenous fibers. Previous research on freshwater turtle shells suggests that sinuous sutures (highly convoluted) enhance compression strength. Limited research explored the form and functional significance of sutures in marine turtles. To investigate suture morphology and potential ontogenetic effects, I analyzed sutures in green (Chelonia mydas), Kemp’s ridley (Lepidochelys kempii), and loggerhead (Caretta caretta) sea turtles. Samples …

Different By Default: Nevada's Business Law Prioritizes Clarity & Efficiency, Krisanne S. Cunningham, Benjamin P. Edwards, Jeffrey P. Zucker

Scholarly Works

No abstract provided.

Bridging Borders: Community College Dual Credit Policy And Latinx Student Success In The Southwest Borderland, Daniel Guerra

Open Access Theses & Dissertations

Early College High School (ECHS) programs have expanded access to college coursework and accelerated degree pathways; however, less is known about how Latinx students experience the transition from these programs into four-year institutions. This qualitative study explored the lived experiences of eight Latinx students who completed ECHS and matriculated to a four-year university between 2022 and 2024 in a Southwest borderland. The location is geographically isolated along the U.S.-Mexico border with a predominantly Hispanic population. Framed through Community Cultural Wealth and Rational Choice Theory, the study examined how students relied on cultural assets and evaluated educational opportunities while navigating secondary …

Assessing The Health Impacts Of Pm2.5 And Ozone Exposure: A Study Of Hospitalizations In El Paso, Alexia Breanna Reyes

Open Access Theses & Dissertations

Air pollution has been widely associated with adverse cardiovascular health outcomes; however, most research in arid regions has focused on high-intensity dust events rather than routine, non-dust conditions. This study aimed to evaluate the association between non-dust air pollution and cardiovascular hospitalizations in El Paso County, Texas. A time series analysis was conducted using hospitalization data from 2010 to 2014. Daily counts on non-dust event days of cardiovascular hospitalizations, including hypertensive diseases, ischemic heart disease, cerebrovascular disease, and diseases of pulmonary circulation, were examined in relation to ambient concentrations of fine particulate matter (PM2.5) and ozone. Quasi-Poisson regression models with …

Exploring Right Ventricular Function Applicability In A Prediction Model To Identify Preterm Infants With Early Bronchopulmonary Dysplasia (Report – Bpd Study): A Mixed Methods Observational Cohort Feasibility Study, Wisam Muhsen

School of Nursing and Midwifery Theses

Background: Bronchopulmonary Dysplasia (BPD) is one of the significant complications of prematurity with its incidence on the rise, yet there is no clinically available prediction model. Aim:To assess the feasibility of conducting a study measuring right ventricular (RV) function as a contributor to the development of an early BPD prediction model in preterm infants. Methods This PhD comprised a scoping review and a single-centre mixed-methods feasibility cohort study with three quantitative and qualitative work packages, conducted at University Hospitals Plymouth NHS Trust. The scoping review searched Medline, CINAHL, PubMed, EMBASE, Scopus, ProQuest, Web of Science, Cochrane Library, JBI Evidence-Based Practice, …

The Effects Of Education And Training On Clinical Staff’S Knowledge, Perception, And Clinical Practice Of The Medication Reconciliation Process, Stephanie A. Williams

Doctor of Nursing Practice Projects

Medication-related harm affects approximately one in 30 patients in healthcare settings. Accurate medication reconciliation (MedRec) is essential for identifying medication discrepancies, preventing medication errors, and reducing adverse drug events. Clinical staff play a critical role in ensuring the accuracy of medication lists in primary care settings.

This evidence-based quality improvement project evaluated the effect of a structured MedRec training intervention on MedRec knowledge, perceptions, and practices among clinical staff in a primary care clinic in Southeast Texas. The project used a single-group, quantitative, quasi-experimental design. A convenience sample of 32 clinical staff members completed knowledge and perception assessments before and …

Sentinel: Evaluating Occlusion-Centered Next-Best-View Selection Using Rgb-Derived Pseudo-Geometry, Paul Nassar

Master's Theses

Three-dimensional cameras provide direct geometric measurements, but their cost, weight, power requirements, and calibration constraints can limit their use in various lightweight or large-scale sensing systems. A potential alternative is to use conventional two-dimensional RGB cameras together with geometric reconstruction models that infer a partial three-dimensional representation from images. This thesis evaluates that possibility for next-best-view (NBV) selection through Sentinel, an occlusion-centered system for static, object-centric scenes with known camera poses and intrinsics. Sentinel converts source RGB observations into pseudo-geometry using monocular depth or point-map predictions, combines those predictions with camera-ray evidence, identifies occluded unknown regions, and selects a candidate …

A Maintainable Extensible And Performant Compiler Toolchain For The Trustguard Architecture, Ethan N. Emery

Master's Theses

TrustGuard is a hardware architecture implementing a CAVO (Containment Architecture with Verified Output) model, which provides security guarantees by bootstrapping trust of a system to a hardware component known as the Sentry. Rather than verifying an entire system, TrustGuard re-executes trusted computation on the Sentry and validates the host system's execution before allowing values to pass to the outside world, thereby containing the effects of erroneous computation. Implementing this architecture in practice without hardware modifications to a host CPU requires a compiler toolchain capable of automatically generating instrumented binaries for both the untrusted host and the trusted Sentry from C …

The Third Zone Of Incomplete Rights: Spatial Compartmentalization, Expendability, And The Making Of Death Worlds In Adichie's Dream Count, Ebelenna F. Nwaobi

Research Papers

Contemporary socio-political discourses on global migration often risk misrepresenting migrant experiences by framing them mainly through the language of humanitarianism, inclusion, and identity. While these frameworks foreground protection and belonging, they may inadvertently obscure the institutional and political structures that regulate, differentiate, and expose migrants to uneven forms of precarity. In this paper, therefore, I examine Chimamanda Ngozi Adichie's Dream Count to explore the migrant condition as one shaped by migrants’ everyday encounters with space, law, labor, and political belonging. By so doing, I argue that the novel reveals migrant vulnerability not just as the consequence of singular acts of …

Asm And A Culture Of Sharing, Caring, And Fun In Education, David J. Westenberg

Biological Sciences Faculty Research & Creative Works

One doesn't always equate a professional scientific society with sharing, caring, and fun, but in this age of public distrust, public engagement with science and active student learning are ways to regain trust. ASM holds a leadership position in promoting and recognizing the value of education in the future of our profession and is there to support your educational journey. From K12 outreach and public engagement, to professional development, to presenting and publishing scholarship of teaching and learning, ASM has been at the forefront of biology education. Under the leadership of visionary directors such as Amy Chang and now Irene …

Laplace Factor Models In High-Dimensional Data, Siqi Liu, Xuerong Meggie Wen, Akim Adekpedjou, Guangbao Guo

Mathematics and Statistics Faculty Research & Creative Works

Laplace factor models (LFMs) provide a heavy-tailed alternative to Gaussian factor models by representing high-dimensional observations through a low-rank common component and Laplace-distributed idiosyncratic errors. This paper develops an assumption-consistent finite-sample analysis of matrix concentration, covariance estimation, and Monte Carlo integration under this model. We first formulate the model with explicit dimensional, independence, covariance, and identifiability conditions. Standard matrix Laplace-transform and matrix Bernstein inequalities are then recalled with their precise applicability conditions. Because untruncated Laplace variables are neither almost surely bounded nor strongly log-concave, these standard results cannot be applied directly in the forms commonly used for bounded or Gaussian-like …

Unruly Curly Hair: The Role Of Latina Hair Stylists In Disrupting Beauty Hierarchies, Katie Duarte

Latin American and Latino/a Studies: Faculty Publications

Women of color use aesthetics to challenge and reproduce racialized, classed, or gendered marginalization, yet few sociological studies have examined women of color service workers as agents who negotiate, reproduce, and resist racialized beauty norms for their clients. This study utilizes a transnational ethnography of a beauty school course and Latina-owned curly and natural hair salons, primarily serving Latinas and Afro-Latinas, in New York City and Santo Domingo, Dominican Republic. Through its analysis, this article identifies different forms of gendered labor that stylists perform to introduce “specialized body labor,” thereby disrupting racialized beauty norms that devalue natural and Afro-textured hair. …

A Misplaced Pocket Of Air: Intramural Gastric Air Most Consistent With Gastric Emphysema, Priyanka Panwar, Lavender Otom, Subo Marsa, Gerald Odong, Steven Idet, Irene Muchiri, Hussein Abdulsamad, John Odhiambo, Christopher Opio, Amos Mwasamwaja, Saleem Abdulkarim

Internal Medicine, East Africa

Background Gastric emphysema (GE), or gastric pneumatosis, is a rare, noninfectious cause of intramural gastric air that must be distinguished from emphysematous gastritis (EG), a highly lethal infectious entity. Despite similar radiographic appearances, these conditions differ substantially in etiology, clinical course, management, and prognosis.

Cases We report three hemodynamically stable patients with CT-confirmed intramural gastric air most consistent with GE. Two had associated portal venous gas. The cases occurred in distinct clinical contexts: infectious gastroenteritis with retching, transient midgut volvulus with obstructive gastric overdistension, and alcohol-related upper gastrointestinal bleeding with forceful vomiting and a Mallory–Weiss tear. Although early EG could …

Sari-Sari Stores As Community Pharmacies? A Qualitative Exploration Of Sari-Sari Stores Selling Medicines In The Philippines, Melissa Louise M. Prieto, Gamaliel P. Galigao, Ana Rica S. Navarra-Cruz, Louise Gabriel R. Jimenez, Gideon Lasco

Medical Anthropology

Background and Objective. Despite laws prohibiting the sale of pharmaceuticals outside licensed pharmacies, sari-sari stores continue to informally sell medicines, bridging access challenges especially in remote areas. The study explores the roles and perceptions of sari-sari stores as informal medicine providers. Methods. The study draws on ethnographic insights from key informant interviews with fourteen (14) sari-sari store owners or tinderas, probing into medicines sold in sari-sari stores and their perceived effectiveness. Data were analyzed using thematic analysis. Results. Sari-sari stores serve as informal yet critical points of access to common medicines for everyday illnesses, especially in remote areas where …

Enabling Multi-Task Neural Network Inference On Heterogeneous Edge Devices, Redwanul Islam Arif

Master's Theses

Deep neural networks are increasingly required to run on the devices that generate the data. If such a device must perform more than one task, the standard practice is deploying one model per task, which makes memory grow linearly with task count, which is unacceptable when the entire budget is kilobytes. This thesis asks one question in three settings: how much capability can a network acquire without incurring deployment cost?

The first study takes an ImageNet-pretrained ResNet-18, sweeps the branch point across every residual stage and the classification-head depth across one, ten, and twenty layers, and deploys the resulting multi-head …

Spatial And Hydrologic Effects Of Climate Change And Urbanization On Freshwater Fish Communities In North Georgia Watersheds, Mayuko Mizutani

Master's Theses

Urbanization and climate change are altering streamflow and land cover across the southeastern United States, threatening freshwater biodiversity in rivers already burdened by impoundments and habitat loss. I investigated how changes in streamflow and land cover might affect fish community biodiversity in the Etowah River watershed of North Georgia. By combining a dataset of fish collections from 1999 through 2019 with contemporaneous land use and daily streamflow, I was able to model fish community responses to urbanization and climate-driven hydrologic changes and then forecast fish community structure under multiple CMIP6 global climate models and greenhouse gas emissions scenarios (SSP2-4.5 and …

Federated Learning For Early Medical Diagnosis: Enhanced Diabetic Retinopathy Detection In Smart Healthcare, Mohammad Nasajpour Esfahani

Master's Theses

This thesis investigates the role of federated learning as a privacy-preserving solution for modern healthcare challenges. In traditional machine learning, sensitive medical data must be centralized for model training, raising concerns about privacy, security, and regulatory compliance. Federated learning offers an alternative by allowing hospitals, clinics, and personal health devices to collaboratively train shared models without exchanging raw patient data. The study first explores how federated learning is being used across various healthcare domains, including cancer detection, medical imaging, and disease prediction— highlighting its potential to support secure collaboration across institutions. It addresses key benefits such as data privacy, scalability, …

Bridging The Gap: A Qualitative Case Study Of Pre-K Teachers' Literacy Professional Development Needs In The Context Of Georgia's Early Literacy Act (Hb 538), Deborah Lissimore

Dissertations

Abstract

The purpose of this qualitative case study was to explore how school-based pre-K teachers in Georgia perceived their literacy professional development needs within the context of the Georgia Early Literacy Act, House Bill 538, and to examine the role of teacher leadership in supporting their professional learning. Although the Act established evidence-based literacy requirements and professional learning expectations for kindergarten through third grade educators, comparable supports for school-based pre-K teachers were not clearly defined. Participants included five certified pre-K teachers employed in a Georgia public school district. Data were collected through semi-structured interviews and researcher field notes, with member …