Digital Commons Network^™

Accounting For Spatial Effects And Social Norms In Making Algorithmic Law: Insights From And Applications In Urban Mobility, Jingkang Gao

Journal of Law and Mobility

This Article examines a prominent idea in the law and technology literature: that algorithms and big data can be used to make law dynamic and personalized. As currently envisioned by legal scholars, “algorithmic law” entails laws that adjust in real time to changing conditions and vary across individuals, improving welfare by tailoring legal rules and standards to personal characteristics.

This Article argues that this vision of algorithmic law is incomplete—and often counterproductive. Existing proposals treat personalization as a function of individual attributes alone, overlooking the fact that effects of individual behavior are fundamentally interactive. Individual behavior is shaped by spatial …

Handbook On Gender Mainstreaming In The Maritime Sector, Momoko Kitada

Reports

This handbook aims to serve as an introductory practical guide for maritime organizations that intend to apply gender mainstreaming. It guides them in critically reviewing their policies and practices from a gender and diversity lens. Some organizations may view their maritime operations as having nothing to do with gender and, therefore, not requiring any gender considerations. Such mindsets are good signs that an organization would benefit from gender mainstreaming. Others may view the fact that their organizations have women working in every unit as evidence of gender equality and see no need for further action. Gender mainstreaming can help identify …

Participatory Barriers And Single-Member Districts In Planning For Latino Demographics: A Spatial Analysis Of Osceola County, Florida, Amy Garcia Paniagua

Honors Undergraduate Theses

This mixed-methods case study on Osceola County, Florida examines how participatory barriers shape planning outcomes for Latino communities within single member district systems. Demographic transformation has shaped Osceola into one of three Hispanic/Latino majority counties. For Latinos, unique barriers to civic access exist, with the potential for exclusion in planning processes. The research bridges participatory planning theory with theories supporting single-member district electoral representation by evaluating whether district-level governance mitigates inequities where civic engagement is constrained. Methods integrate GIS-based spatial analysis with an institutional review of district-level actions to assess relationships between Hispanic civic accessibility and planning equity. Two composite …

Why We Stayed, Why We Left: A Hermeneutic Phenomenological Study Of Hispanic/Latino Child Welfare Professionals’ Experiences Of Organizational And Safety Culture, Cynthia Franco

Theses and Dissertations

This hermeneutic phenomenological study examines the lived experiences of Hispanic/Latino child welfare professionals who were formerly employed at a large urban public child welfare agency. Despite the growing representation of Hispanic/Latino children and families in child welfare systems and the strong vocational commitment of Hispanic/Latino professionals, this group remains underrepresented in the workforce and experiences notable patterns of early attrition. Grounded in safety science and psychological safety frameworks, this study explores how organizational culture, leadership practices, and identity-related dynamics shape professional meaning-making, well-being, and decisions to remain in or leave the field.

Data were collected through in-depth, semi-structured interviews and …

Universal Child Care: An Essential Investment In Equity And Prosperity, Craig Dearfield Phd, Albert Nn Okwei, Vivian Frazier, Research Institute For Social Equity Rise

Research Institute for Social Equity

Child care can serve as an important developmental support for children, but is often a significant cost for families. Parents make decisions about child care that affect their financial and life circumstances, and the impact of providing care for their children is potentially substantial. Providing publicly funded universal child care could improve child development outcomes at the population level while reducing financial and caregiving burdens on families.

A Comparative Policy Analysis Of Lung Cancer, Maternal Mortality, And Obesity, Destiny M. Rucker, Rhonda M. Lawson, Trinity Olmstead

MPA/MPP/MPFM Capstone Projects

Kentucky has significantly poorer outcomes than peer states across key women's health indicators. This capstone focuses on lung cancer, maternal mortality, and obesity to evaluate the structural and policy factors behind these disparities. Using a quantitative comparative research design, the study analyzes secondary data from sources including CDC WONDER, the Behavioral Risk Factor Surveillance System (BRFSS), America’s Health Rankings, and the March of Dimes. Data were analyzed in Excel to create comparative figures, benchmarking Kentucky’s outcomes against the U.S. average and four regional peer states: Tennessee, Indiana, Illinois, and Virginia. These states were chosen for their demographic and geographic similarities …

A Comparative Analysis Of Governance And Financial Frameworks In Public Transit Systems: A Case Study Of Lextran And Peer Transit Agencies, Kelin E. Beattie

MPA/MPP/MPFM Capstone Projects

Public transportation serves as a vital community "lifeline," providing essential mobility for the 45% of Americans without private vehicle access and generating a 5-to-1 economic return on investment. This research investigates a critical fiscal paradox within Lextran, the transit authority for Lexington, Kentucky: despite achieving a cost per passenger trip 22% lower than the national peer average, the agency faces a $25.95 million unfunded capital gap over the current five-year planning horizon. Utilizing a comparative case study methodology, this paper evaluates the "rules of the game"—the hybrid governance and fiscal frameworks—that influence long-term financial sustainability.

The study benchmarks Lextran against …

Allocation And Governance Of Opioid Response Funding In Rural Kentucky: A Case Study Of The Big Sandy Area Development District, Hayley M. Mccarty

MPA/MPP/MPFM Capstone Projects

The opioid epidemic continues to present significant public health, economic, and administrative challenges throughout the United States, with rural Kentucky experiencing some of the nation's highest rates of opioid-related morbidity and mortality.

Effectively responding to this crisis requires not only adequate financial resources but also transparent governance, coordinated implementation, and accountability for how public funds are distributed.

This study examines the allocation, governance, and implementation of opioid response funding within the Big Sandy Area Development District (BSADD), a rural multi-county region in eastern Kentucky. Using a qualitative case study and policy analysis approach, the research evaluates four primary funding sources: …

Should Kentucky Adopt A Formal Statewide Framework To Address The Local Fiscal Effects Of Tax-Exempt Public Universities On Host Communities?, Trina Shields, Catie Baumstark

MPA/MPP/MPFM Capstone Projects

Kentucky’s public universities provide significant educational, economic, and workforce development benefits to the Commonwealth. However, because these institutions are exempt from local property taxes, questions arise about the fiscal effects on the communities that host them. While the benefits generated by universities extend beyond municipal boundaries, the fiscal effects of tax-exempt property are often concentrated within host communities. As universities expand their campuses and acquire additional property, local governments may face increased demands for public services without a corresponding increase in property tax revenue.

This study examines whether Kentucky should adopt a formal statewide framework to address the local fiscal …

Analyzing Critical Mineral Supply For Lithium-Ion Battery Demand To 2050, Shaely Sullivan

Cal Poly Humboldt theses and projects

Battery storage is fundamental in the global initiative to mitigate anthropogenic climate change by decarbonizing the electric power grid and transportation sector. Battery storage stabilizes intermittent energy sources, such as solar and wind, and enables clean transportation through electric vehicles. Lithium-ion batteries are the most widely used battery chemistry globally due to their performance capabilities. Therefore, demand for lithium-ion batteries is projected to increase exponentially over the next several decades, driven by the growth of electric vehicles. This thesis projects global demand for electric vehicles and stationary storage, to assess the supply risks for critical minerals essential to lithium-ion batteries. …

Male Disposability, Law, And Feminism, Edward Cantu

Faculty Works

This article explores scientific evidence that societies care more about the welfare and safety of females than that of males, and that this dynamic of "male disposability" is deeply entrenched in culture, and thus in law. The recognition and integration of male disposability theory would mean an evolutionary leap in modern theorizing about gender and the law, but it is ignored. Why? Feminist theory dominates current academic gender discourse. Far from appreciating the explanatory power of male disposability theory, feminist theorists are often invested in theorizing gendered problems in ways that mischannel compassion away from men and toward women. The …

Indigenous Land Seizure & Environmental Injustice: Impacts Of Settler Colonialism, Lydia Moorman

Journal of Earth and Life Science

The fields of conservation and environmentalism prioritize ecosystem health, yet both emerged from western frameworks that displaced and criminalized Indigenous land stewardship. The idealization of “pristine wilderness” narratives served to justify the removal of Indigenous peoples from their homelands and erased millennia of sustainable land stewardship that had maintained ecological balance long before western conservation existed. These narratives not only misrepresented Indigenous relationship with land but also constructed a false dichotomy between humans and nature that positioned Indigenous presence as a threat rather than a source of ecological knowledge. Simultaneously, anthropogenic expansion; such as pipelines, mining, railroads, and other extractive …

Powering The Machine, Draining The Planet: Whether U.S. Environmental Law Is Equipped To Regulate The Energy And Water Demands Of Ai Data Centers, Michael Marcu

Journal of Earth and Life Science

Artificial intelligence (AI) data centers have become one of the United States' fastest-growing and least-regulated sources of environmental stress. In 2024 alone, U.S. data centers consumed 183 terawatt-hours (TWh) of electricity more than the entire nation of Pakistan and consumed an estimated 17 billion gallons of water (IEA, 2025; Berkeley Lab, 2024). By 2030, electricity demand from these facilities is projected to reach 426 TWh, a 133% increase in six years (Pew Research Center, 2025). This paper examines whether the existing U.S. environmental regulatory framework put by the National Environmental Policy Act (NEPA), the Clean Water Act (CWA), and the …

The Hollow Parent: A Philosophical Capabilities-Based Care Ethics Critique Of The U.S. Foster Care System, Lindsey E. Scanlan

Honors Program Theses

This thesis argues that the U.S. foster care system systematically undermines transition-age youth by failing to secure the capabilities required for genuine independence and a life of basic human dignity, particularly through aging-out policies that terminate support before these capabilities are fully developed. Using Martha Nussbaum’s capabilities approach as a normative foundation, it integrates classical American pragmatism (Jane Addams, John Dewey) and Maurice Hamington's contemporary care ethics to construct a context-sensitive framework for evaluating and reforming foster care. Pragmatism grounds normative assessment in lived experience and institutional context, while care ethics provides a relational account of moral practice structured around …

Understanding Motivations And Health Outcomes Of College-Aged Triathletes During Covid-19: A Mixed-Methods Study, Patrick Wilson, Eddie Hill, Justin Haegele, Xihe Zhu

Human Movement Studies & Special Education Faculty Publications

A triathlon is a multi-sport event that consists of three simultaneous events: swimming, biking, and running. This sport has experienced significant growth in the past few decades, with colleges and universities now participating. This exploratory mixed-methods study examined the motivations and perceived health benefits of college triathletes during the COVID-19 pandemic, using the Means-Ends of Recreation Scale and the Perceived Health Outcomes of Recreation Scale (N = 29), as well as semi-structured interviews (N = 4). Results indicate no difference in motives or health outcomes between male and female survey respondents. The thematic analysis of open-ended interview questions highlighted lived …

Experiential Learning: Making It Matter In Early Childhood Preparation, Laura Mccorkle, Sheena Jennings, Dana Childress

Human Movement Studies & Special Education Faculty Publications

In recent years, the Division for Early Childhood (DEC) of the Council for Exceptional Children (CEC) has put forth recommendations for the field through the development of the Position Statement on Ethical Practice and Personnel Standards in Early Childhood Special Education. Additionally, principles outlined in the Early Childhood Education/Early Intervention/Early Childhood Special Education (ECE/EI/ECSE) Crosswalk and the DEC promote supervised, community-based learning across varied environments and the birth-to-age-8 continuum. This article, which includes four figures, provides support to faculty in developing experiential learning opportunities (ELOs) within their programs of study for EI, ECE, and/or ECSE preservice professionals.

Immigration As A Catalyst To The Far-Right: The Case Of Vox And Spain, Evelyn R. White

Williams Honors College, Honors Research Projects

Over the last decade or two, the world has witnessed a global rise in the popularity and success of far-right wing parties. This new era of the radical right raises questions of what is causing and fueling these political movements. Political Scientists have identified several contributing factors from the global economic crisis of 2008, the migrant crisis of 2015 and the global pandemic in 2020. This research paper aims to demonstrate how immigration acts as a catalyst to the far-right by intersecting with political science ideologies and other variables. The focus of this paper is how the Vox Party found …

Designing Crime Prevention And Crowd Management Plans For The New Berea Campus Expansion Project For The Cleveland Browns, Elleana G. Grant

Williams Honors College, Honors Research Projects

The Cleveland Browns are expanding their CrossCountry Mortgage Campus by 16 acres. This research seeks to answer a core question: How can the design of the new expansion support both crime prevention and effective crowd management for events drawing up to 6,000 guests? Additional research questions include identifying the safety risks associated and determining which evidence-based strategies are most appropriate. The main goal of this research is to ensure that the expanded campus is safe for all visitors. This work is motivated by the significant increase in daily activity that the expansion will bring, not only during major events, but …

Locked In: The High Price Of Overcrowding And The Strain Of America's Growing Prison System, Kaitlyn N. Timmerman

Williams Honors College, Honors Research Projects

Over the past several decades, the number of people incarcerated in the United States has increased substantially, placing a significant strain on correctional systems. This project examines long-term trends in incarceration to better understand how population growth may relate to concerns about overcrowding. Specifically, it asks: How has the total incarcerated population in the United States changed from 1925 to 2022? Which type of correctional system (state prisons, federal prisons, or local jails) has experienced the most growth? And to what extent can changes in incarceration counts and facility distribution be used as indicators of overcrowding?

Using historical data and …

The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley

Williams Honors College, Honors Research Projects

This research project explores how the lived experience of having an immediate family member with a substance use disorder (SUD) influences a person’s perceptions, attitudes, and behaviors related to substance use. Rather than focusing on the individual diagnosed with SUD, the study examines the reciprocal impact on family members within the social subsystem. Using a quasi-experimental design, the project will compare participant responses using with and without a familial connection to SUD. Data will be collected through Qualtrics surveys distributed via SONA. These measures will record demographic information, personal substance use habits, attitudes toward addiction, perception of substance use disorders, …

Acceptability, Usability, And Clinical Integration Of A Clinic-Based Digital Game For Hpv Education: Qualitative Perspectives From Adolescents, Parents, And Healthcare Providers, Elizabeth Reifsnider, Satya Subedi, Nouran Ghonaim, Megan Whaley, Angela Chia-Chen Chen

Ellmer School of Nursing Faculty Publications

Background/Objectives: HPV vaccination is safe, effective, and recommended at ages 11–12, yet uptake remains suboptimal. Serious video games may offer an innovative strategy to deliver brief, engaging education during clinic visits. This qualitative paper, embedded within a mixed-methods study, examined adolescents’, parents’, and healthcare providers’ (HCPs’) perceptions of the acceptability, usability, and perceived clinical applicability of HPV Detective, a tablet-based digital game designed to provide HPV-related education to parent–child dyads during pediatric clinic wait times. Methods: Eight adolescent–parent dyads (N = 16) and three HCPs from university-affiliated pediatric clinics participated in 30–60-min semi-structured Zoom interviews. Interviews were audio-recorded, transcribed, and …

The Asymmetric Effect Of Social Connection And The Cumulative Damage Of Comorbidities On Physical And Mental Health Of Older Virginians, Newton Ochoki, Lynn Wiles, Peijia Zha, Vince Falco, Carielle Joy Rio, Jonathan Romero, Leorey N. Saligan

Ellmer School of Nursing Faculty Publications

Objectives

This study explored relationships of social connection with physical and mental health in older adults, specifically examining the effects of comorbidities on these relationships and the influence of sociodemographic variables on the strength of these associations.

Methods

This cross-sectional study enrolled 174 community-dwelling adults aged 60 years and older residing in Hampton Roads, Virginia, USA. Data were collected from April to August 2025. Hierarchical linear regression analyses examined the associations of social connection with physical and mental health. Moderated mediation analysis examined if comorbidities mediated these relationships and whether sociodemographic factors moderate the strengths of these associations.

Results

In …

Applying Transfer Learning For Street-Scale Nuisance Flood Forecasting In Coastal-Urban Environments, Binata Roy, Jonathan L. Goodall, Diana Mcspadden, Chetan Kumar, Steven Goldenberg, Yidi Wang, Malachi Schram

Data Science Faculty Publications

An important challenge with Machine Learning (ML) is its transferability; that is, whether an ML model trained on one set of data can be applied to a second set of data without requiring full retraining of the model. Transfer Learning (TL) addresses this challenge by transferring knowledge learned in the source domain (the data it was trained on) to the target domain (a second set of data that is statistically different but related, which the model was not trained on). This study investigates the use of TL for street-scale nuisance flood forecasting by exploring whether an ML model trained for …

Massachusetts Community Mediation Center (Cmc) Grant Program: Fiscal Year 2025 Evaluation Report, Madhawa Palihapitiya, Karina Zeferino

Massachusetts Office of Public Collaboration Publications

The CMC Grant Program remains a vital statewide investment in equitable access to justice and community well-being in Massachusetts. In FY2025, the Commonwealth allocated $3,100,202 to the Program, with $2,376,002 awarded directly to 12 community mediation Centers for operational support, technical assistance, and participation in statewide initiatives. These funds continued to serve as the financial foundation of the community mediation system, accounting for half of Centers’ collective revenue and enabling them to leverage an additional $2,435,797 from private, municipal, state, and federal partners—demonstrating strong public return on state appropriations. Despite a funding reduction in FY2025, the Program generated …

Identifying Mobility Hub Suitability In The Mid-Sized United States Urban Area Using Weighted Overlay And Percentile Based Local Peak Analysis, Eric Asplund

Theses and Dissertations

IDENTIFYING MOBILITY HUB SUITABILITY IN THE MID-SIZED UNITED STATES URBAN AREA USING WEIGHTED OVERLAY AND PERCENTILE‑BASED LOCAL PEAK ANALYSIS

By Eric Asplund

A thesis submitted in partial fulfillment of the requirements for the degree of Master of Urban and Regional Planning at Virginia Commonwealth University.

Virginia Commonwealth University, 2026.

Major Director: Dr. Ivan Suen, Ph. D., Associate Professor, Faculty of Urban and Regional Studies and Planning

Shared mobility hubs are increasingly posited in transportation planning as interventions supporting multimodality, sustainability, and equitable access, but guidance on evaluation of potential hub locations remains uneven, particularly in mid-sized United States cities where …

Artificial Elections: How Artificial Intelligence Can Affect Elections And Decide Our Future, Ryan D. Granger

Honors Undergraduate Theses

This thesis examines the growing role of artificial intelligence (AI) in democratic elections, highlighting both its transformative potential and its associated risks. Drawing on a qualitative analysis of existing literature, the study explores how AI is increasingly integrated into political campaigns, election administration, and voter engagement. Key benefits include enhanced data analysis, personalized political messaging, and improved efficiency in campaign operations. AI also supports real-time fact-checking and more accurate vote tabulation, which can strengthen transparency and trust in electoral processes. However, the thesis emphasizes that these advantages are accompanied by significant challenges. AI technologies enable the rapid creation and dissemination …

Eroding Protections: The Decline Of Miranda Rights And Its Impact On Due Process In Contemporary America, Autumn G. Pelfrey

Honors Undergraduate Theses

This thesis examines whether the protections established in Miranda v. Arizona, 384 U.S. 436 (1966), remain robust within contemporary criminal justice practice or have been weakened through doctrinal and practical developments. Miranda warnings were originally designed to mitigate the risk that coercive custodial interrogation would produce compelled or unreliable self-incrimination. Since 1966, however, both judicial interpretation and evolving law-enforcement practices have created a growing gap between Miranda’s formal legal promise and its practical operation in real-world interrogations.

The study evaluates the erosion of Miranda’s protective force through three primary mechanisms. First, doctrinal developments have narrowed Miranda’s scope by redefining …

The Psychological Effect Of Maternal Separation From A Child During Incarceration: A Survey And Critique Of Risk Needs Assessments, Samantha Yearwood

Honors Undergraduate Theses

This study examines whether frequently used correctional assessment instruments adequately capture the psychological impacts of maternal-child separation among incarcerated women. This research was conducted in response to growing criticisms that traditional risk and needs assessments fail to account for gender-specific experiences, specifically those related to caregiving roles and pregnancy. Using a qualitative analysis content analysis to assess four widely used instruments, the Women’s Risk and Needs Assessment (WRNA), Correctional Offender Management Profiling for Alternative Sanctions (COMPAS), Brief Symptom Inventory-18 (BSI-18), and Level of Service Inventory–Revised (LSI-R), the thesis  examines the inclusion of pregnancy-related variables, caregiving responsibilities, and separation-related psychological factors. …

Physical Activity Among Active-Duty Us Military Servicemembers With Overweight And Obesity, Natalie M. Yarish, Jessica L. Morse, Jennalee S. Wooldridge, Erin E. Dooley, Niloofar Afari

Exercise Science Faculty Publications

Background

To examine physical activity (PA) among US military servicemembers (SM) with overweight and obesity (OW/OB) and if they meet Physical Activity Guidelines (PAG). To assess differences in PA by sex and associations between PA and body composition.

Methods

PA duration and intensity were objectively collected via accelerometers and self-reported daily average via self-report International Physical Activity Questionnaire (IPAQ) among US active-duty SM (n=113, 58% female, Mean BMI = 33.3 ± 3.9 kg/m2). Sex, body mass index (BMI), and body fat % (BF% via circumference and an equation) were measured. Accelerometer PA and sedentary time were computed for IPAQ categories …

Workshop Outcomes Report: 2nd International Workshop On Seismic Resilience Of Arctic Infrastructure And Social Systems, Majid Ghayoomi, Daniela Morganti

Faculty Publications

The report provides an overview of the second international workshop on Seismic Resilience of Arctic Infrastructure and Social Systems. The report discusses agenda, workshop activities, interdisciplinary working groups, and results. It ends with several strategic questions and investigation plans that were developed as part of the workshop activities.