Digital Commons Network^™

When Words Flow Like Water: How The Enbridge Line 3 Pipeline Environmental Impact Statement Failed To Prevent Hydrogeologic Harm In Minnesota, Carly Gutzmann

Journal of Earth and Life Science

For the aquifers of Minnesota, the environmental impact statement (EIS) was a promise of protection that never left the page. An environmental impact statement is meant to be an aid in the decision making process in order to ensure that projects consider potential environmental harms that may occur. However, they are often used instead as another regulatory box to check, rather than as active considerations when planning. As such, a project plan can be flawed from the start—if project developers only consider environmental impacts after they have already put considerable time, effort, and funding into their project as-is, they may …

Digital Redlining In The Smart City: Artificial Intelligence, Housing Law, And Structural Urban Inequality, Spurthi Nrusimhadevara

Undergraduate Scholarship and Creative Works

Artificial intelligence is increasingly used in urban housing systems, where it shapes decisions about tenant screening, rent pricing, lending, zoning, and neighborhood investment. Although these tools are often promoted as efficient and impartial, they frequently rely on historical data that reflect racial, economic, and spatial inequality. As a result, AI systems can reproduce discriminatory outcomes even when protected characteristics are not directly used. This paper examines digital redlining in the smart city and argues that algorithmic housing tools mirror long standing structural inequities that raise significant concerns under fair housing and civil rights law. It evaluates how automated screening, predictive …

Lived Experiences Of Black Girls In The City Of Richmond, Va, Nakeina E. Douglas-Glenn, Yali Pang, Charity Scott, Morgan Woodle, Craig Dearfield, Mariam Ai-Khafaji, T'Niyah Baylor, Faith Holmes, Jin Dorjderem, Rise

Research Institute for Social Equity

The VCU Research Institute for Social Equity (RISE) partnered with Girls For A Change (GFAC), a nonprofit youth development organization, to explore the lived experiences of Black girls in Richmond, Virginia. The report offers a comprehensive understanding of the lives of Black girls by working closely with them and their communities, including their guardians/parents and Black emerging adult women. The voices of Black girls and emerging adult Black women were heard directly through surveys and focus groups, and their parents and guardians provided further insights through interviews. This approach allows us to understand their lived experiences, individual strengths, and community …

Children Past Curfew: Surveillance, Resistance, And Childhood In Philippine Martial Law Children's Literature, Krisna Marie T. Balolong

Children's Literature (MA) Theses

This paper examines how two Philippine children's books depict state surveillance and its effects on a child's perspective of family, authority figures, and childhood. Through analysis of Augie Rivera's Isang Harding Papel and Sandra Nicole Roldan's At the School Gate, this project makes a connection between children's literature and surveillance studies, offering new framework to engage with children’s literature depicting authoritarian regimes and state violence, especially in cases where children were targets of their governments. Each book is examined by their representations of state surveillance during the Martial Law era of the Philippines, as well as each characters’ individual …

Cpaf In Focus Vol. 11 One On One : Reflections On Change And Impact, Michiko Karissa M. Buot, Johnnelda P. Cosep, Paulo C. Aquino, Therese Marie L. Quilnat, V. Bruce J. Tolentino, Agustin L. Arcenas, Samantha Geraldine G. De Los Santos, Guinevere T. Madlangbayan, Raizza F. Acuzar

IN FOCUS: Development & Governance

This volume of In Focus invites its readers to have a one-on-one with stories exploring how small acts of change can grow into waves of impact in governance and development -- From alumni who continue to excel beyond the university, to students recognized for academic achievements, to field notes from our research centers that ground theory in practice. We will also feature reflective think pieces from experts in governance and development, alongside an infographic highlighting the recently concluded ICGD4. At its core, the magazine asks its readers to reflect: how can individual acts of change create lasting impact? 

Editorial Team …

Computational Clinical Judgment: Predicting Risk With Large Language Models, Hannah Laqueur, Ryan W. Copus

Faculty Works

For seventy years, research has shown actuarial methods outperform clinical judgment. Yet actuarial approaches have limitations: they generally rely on structured data; cannot exploit rare case-specific details; have limited accuracy where outcome data are scarce or incomplete; and cannot offer case-level justifications. Large language models (LLMs) offer a different approach. Like actuarial methods, they aggregate information algorithmically, but like clinicians, they bring general knowledge and can provide case-level justifications. We prompted seven LLMs to assess rearrest risk from 113 parole hearing transcripts and compared their predictions to a machine learning model trained on 4,000 cases with 91 administrative variables. GPT-5 …

Natural Resource Rents And Energy Poverty Nexus In Next Eleven Economies, Muhammad Salah Uddin, Ayub Ali, Zobayer Ahmed, Md Nasir Uddin Sikdar, Ahsan Habib, Abdullah Elah Al-Mahde

Finance Faculty Publications

Energy poverty (EP) remains a persistent global challenge with important implications for economic development, public health, and social welfare. While natural resources, particularly oil and gas, are often viewed as key sources of energy access, their effectiveness in mitigating EP remains underexplored in emerging economies. This study examines the relationship between natural resource rents (NRR), specifically oil rents (OR) and natural gas rents (NGR), and energy poverty (EP) in the Next Eleven (N-11) countries from 2000 to 2020. The primary objective is to assess how NRR influences EP at various levels of poverty using the Method of Moments Quantile Regression …

Implementing Impact Data Collection And Program Evaluation In A Nonprofit, Jamie Devellis

OTD Capstones

This doctoral capstone highlights a gap between data collection practices and nonprofits, which impacts participation rates of children experiencing poverty. This gap is an issue for nonprofits because stakeholders and donors are more likely to fund organizations that can provide impact data about their services. This capstone addresses that gap through creating and implementing data collection and program evaluation for a grassroots nonprofit that funds enrichment programs for children experiencing poverty in southeastern Massachusetts. Data collected found that the program has a positive effect on the children and families of whom they serve that surpass their main goal of building …

From Intention To Enactment: Action Planning And Habit Automaticity Distinguish Successful From Unsuccessful Intenders To Engage In Regular Leisure-Time Moderate-To-Vigorous Physical Activity, Yaogang Han, Yubing Wang, Pan Li, Binn Zhang

Human Movement Studies & Special Education Faculty Publications

University students often intend to exercise regularly but fail to translate intention into action. The present study tested which post-intentional processes distinguish successful from unsuccessful intenders in self-reported regular leisure-time moderate-to-vigorous physical activity (MVPA) enactment. Chinese undergraduates from 10 universities completed a three-wave survey administered at roughly two-week intervals. Habit automaticity was assessed at Wave 1, intention together with action planning and coping planning at Wave 2, and self-reported regular-exercise status at Wave 3. Because the dependent variable was assessed using a single stage-based self-report item, the findings should be interpreted as explaining self-reported regular-exercise status rather than objectively measured …

The Global Onboard Training Programme (Gobt) : A Comprehensive Review, World Maritime University

Reports

A stable supply of qualified seafarers is a critical component of the global maritime logistics industry, which relies heavily on maritime transportation. According to the 2021 BIMCO Manpower Report, an additional 89,510 officers will be needed by 2026. In 2021 alone, there was already a deficit of 26,240 STCW-certified officers, clearly indicating that demand continues to outpace supply. The report also noted a 45.8% increase in the number of female seafarers since 2015, although they still represent only a small share of the overall workforce. Maritime Education and Training (MET) institutions around the world continue to provide training to develop …

Investigating Policy Enactment In Community Sport Coaching: Directions For Future Research, Ben Ives, Dawn Penney, Jimmy O’Gorman, Adam J. Nichol, Paul Potrac, Lee Nelson

Research outputs 2022 to 2026

This article calls for a sophisticated investigation of policy enactment in sport-related environments, with community sport coaching used as an example case. Emphasis is placed on the need for in-depth empirical research into and theorisation of: 1) political skills involved in the enactment of policy; 2) emotion management when enacting policy; 3) performative and fabricated aspects of policy enactment; and 4) impacts of policy enactment for the health and wellbeing of workers. In doing so, this article challenges scholars to move beyond the study of policy actor types and to develop more nuanced understandings of the political, economic, organisational, interpersonal, …

Scanning Electron Microscopy As A Potential Tool For Distinguishing Charcoal From Dark, Oxidized, Biomass, João Vitor Dos Santos, Aleksandar I. Goranov, Lais Gomes Fregolente, Joao Marcos De Lima-Faria, Diego Stefani Teodoro Martinez, Patrick G. Hatcher

Chemistry & Biochemistry Faculty Publications

Condensed aromatic carbon (ConAC) is widely used as a proxy for organic materials derived from biomass burning. However, recent evidence shows that ConAC can be also formed through nonpyrogenic oxidative processes. This study presents a proof-of-concept investigation using scanning electron microscopy (SEM) to distinguish charcoal from dark, ConAC-rich materials produced by ambient oxidation of biomass. Pine wood exposed to long-term iron-mediated oxidation was compared with unaltered wood and a controlled laboratory-generated charcoal reference. Conventional geochemical analytical methods, including benzenepoly(carboxylic acid) (BPCA) analysis, Fourier transform–ion cyclotron resonance–mass spectrometry (FT-ICR-MS), solid-state 13C nuclear magnetic resonance (NMR) spectroscopy, and elemental analysis, confirmed substantial …

Understanding Resilience In Children In Out-Of-Home Care: Using Person-Centered Health Services Research, Hyeeun K. Shin

Theses and Dissertations--Health Services Research (HSR)

Adverse childhood experiences (ACEs), which refer to exposure to traumatic life events before age 18, and instability in caregiving experiences contribute to poor physical, mental, behavioral, and developmental health outcomes for both children and adults. Previous research shows that these experiences can have negative effects both in the short term and throughout a person’s life. However, children’s strengths, which are the internal and external assets that support their development, can help protect against the impact of ACEs. Effective parenting, positive social support, and self-regulation skills are essential factors that build resilience, helping individuals adapt to challenges that may affect their …

From Coverage To Care: Evaluating The Effects Of Aca Medicaid Expansion On Birth Outcomes, Bailey R. Lengfelder

Economics Honors Projects

I examine the impact of the Affordable Care Act’s Medicaid expansion on maternal and fetal health outcomes using National Center for Health Statistics Natality data from 2006 to 2023. I exploit staggered state adoption as a quasi-experiment, and the staggered differences-in-differences estimates indicate an increase in the share of Medicaid births but broadly no impact on maternal prenatal care, maternal health, and fetal health. The absence of statistically significant effects is consistent across heterogeneity groups. These null findings indicate that expanded insurance access through the Affordable Care Act may be insufficient to improve health outcomes. I do find a statistically …

"What Does It Mean If I Am Silent?”: Bipoc And Lgbtq+ Educators’ Narratives Of Identity, Responsibility, And Student Protection, Julie Nicole Von Stein

Theses, Dissertations and Capstones

This qualitative study examined how BIPOC and LGBTQ+ educators describe their experiences navigating curriculum restrictions and book bans in politically restrictive educational environments, their perceptions of administrator support, and how their identities uniquely shape their decisions about resistance and risk. Grounded in Scott’s theory of everyday resistance, the study explored the ways BIPOC and LGBTQ+ educators make decisions about resistance when curricular content connected to race, gender, sexuality, and marginalized identities is challenged or restricted. Data were collected through semi-structured interviews with educators who identify as BIPOC and/or LGBTQ+, allowing participants to describe their experiences, decision-making processes, perceived risks, and …

Understanding Child Welfare, Richard P. Barth, Jill Duerr Berrick, Melissa Jonson-Reid, Antonio R. Garcia, Johanna Greeson, John Gyourko, Brett Drake

Faculty Scholarship

This volume provides a foundational overview of the means by which the United States (and, to a more limited extent in coverage, other peer nations) endeavor to protect children from child maltreatment and related harms. Readers will be exposed to the best evidence available on the ways that child welfare and ancillary services operate and the results they achieve. This entails a comprehensive review of recent scholarship on scores of child welfare topics.

Feeding Missoula: Food Insecurity In Rural Children And Youth, Chani Brammer, Braelee Cheeks, Jordin Holland, Rayne Mccollough, Laurel Palmer, Therese Solomon

Undergraduate Theses, Professional Papers, and Capstone Artifacts

In Montana, approximately one in seven children live in a food-insecure household, with rural Montanans in particular facing significant barriers. Existing needs-based food assistance programs, such as SNAP and WIC, have structural weaknesses: SNAP benefits are often not sufficient to last through the month, and those eligible for these programs face a confusing application process, shame and stigma, and logistical hurdles, such as limited transportation.

“Feeding Missoula” began with an evaluation of how current food assistance programs met or failed to meet the needs of rural youth. Our methodology integrated a comprehensive review of existing literature and structured interviews with …

Who Gets To Stay? Selective Compliance, Local Power, And The Politics In San Juan Capistrano, Daniel Fernández

CMC Senior Theses

This thesis examines how California cities can satisfy state housing mandates while systematically under producing affordable housing. Using San Juan Capistrano as a case study, it documents a pattern of selective compliance. That is, a formal planning obligations are met while local governance tools, place-based identity, and discretionary processes that consistently filter housing outcome towards market-rate development and away from lower-income production. The findings suggest that closing California's affordability gap requires enforcement tools capable of reaching beyond formal planning compliance to address the governance mechanisms that shape what actually gets built.

The Economics Of The U.S. Student Loan Market And The Case For The Education Development Financial Institution, Ian Akers

CMC Senior Theses

The United States student loan market is shaped by a variety of market failures–credit constraints, positive externalities, behavioral frictions including myopia, debt aversion, and misperception–that together justify government intervention in the market. Yet the design of federal intervention is just as important as its existence. This thesis details the economic theory underpinning the market for student loans, evaluates three historical federal student loan programs (the Perkins Loan Program, the Federal Family Education Loan Program, and the Federal Direct Loan Program) through the lens of that theory. The thesis then proposes a novel institutional model as a targeted response to the …

Revenge Of The Interceptors? The Dod, Congress, And The Return Of Space-Based Missile Defense During Trump 45, Chad Mcelroy

CMC Senior Theses

The initiation of the Golden Dome for America program has brought space-based missile defense (SBMD) to the forefront of American national security policy and rekindled debates that had laid dormant since the administration of President Ronald Reagan. How, forty-two years after President Reagan first proposed the Strategic Defense Initiative, did SBMD return as a national priority? In lieu of public information about the ongoing Golden Dome initiative, this thesis explores the first Trump administration, otherwise known as Trump 45, in order to analyze the development of SBMD proposals by its proponents in Congress and the Department of Defense. I used …

Revisionist Political Coalitions, Queering, And The Transmission Of Violence, Tom Y. Inouye

CMC Senior Theses

This thesis examines the ways in which violent non-state actors (VNSAs), specifically revisionist political coalitions (RPCs), emerge from a state-centric international system that denies them access to formal avenues of political advocacy, legitimacy, and recognition. Challenging dominant portraits in international security that cast non-state-perpetrated violence as irrational or deviant, I argue that RPCs turn to brutality as a strategic response to exclusion produced by the Westphalian paradigm. Queer theory, particularly the concepts of legibility and strategic disidentification, is central to the reconceptualization of RPCs as “queered” political objects whose existence falls outside the normative boundaries of sovereignty and legitimacy.

To …

No Coup, No Conscience: Coup-Proofing In The Armenian Genocide, Rachel Svoyskiy

CMC Senior Theses

The Armenian Genocide functioned as a form of coup-proofing under the Committee of Union and Progress (CUP). Existing scholarship emphasizes nationalism, wartime radicalization, and security dilemmas, but does not fully account for why the military complied, why dissenters were removed, or how Armenian property became tied to political loyalty. Applying Hicham Bou Nassif’s framework of coup-proofing, this study examines four tactics the CUP used to secure military obedience while carrying out mass violence. First, the regime framed Armenians as an existential threat to align the officer corps ideologically with the state. Second, it promoted the material interests of military and …

Lessons Unlearned: Cultural Competence And The Limits Of U.S. Army Doctrine In Iraq And Afghanistan, Kylie W. Ha

CMC Senior Theses

This thesis examines how the absence of comprehensive cultural and linguistic competence within U.S. Army doctrine contributed to operational and ethical failures during the wars in Iraq (2003–2011) and Afghanistan (2001–2021). It focuses on the gap between doctrinal recognition of culture and language and the failure to institutionalize these elements as measurable, force-wide competencies. The thesis analyzes doctrinal publications spanning the period from 2001 to 2014 and finds that, while these publications increasingly acknowledged the importance of cultural awareness, language, and local context—particularly in counterinsurgency operations—these elements were not embedded as standardized requirements across training, planning, or evaluation. Iraq and …

Bridging The Knowledge-Practice Gap In Breast Cancer Awareness: A Nationwide Online Cross-Sectional Kap Study Among Adult Females In Nigeria, Madinat Hassan, Taofeek Tope Adegboyega, Bilkisu Usman Farouk, Sunday Zeal Bala, Rachael Olufunmilayo Oduyemi, Kazeem Owolabi, Munir Sani, Miracle Uwa Livinus, Hannatu Usman Ayuba, Sadiq Hassan, Ifeyinwa Maureen Okeke, Abednego Shekari, Murtala Jibril

Chemistry & Biochemistry Faculty Publications

Background and Aims

Breast cancer (BCa) is a major cause of cancer morbidity and mortality among women in Nigeria, with late presentation contributing to poor outcomes. This study assessed knowledge, attitudes, and willingness to perform breast self-examination (BSE) among adult females in Nigeria and examined associated factors.

Methods

We conducted a descriptive cross-sectional online survey between February 16 and April 30, 2024. A structured, pretested questionnaire was disseminated through digital platforms, yielding 711 consenting adult female respondents from all six geopolitical zones. Knowledge, attitude, and willingness-to-perform-BSE measures were analyzed using descriptive statistics, linear regression, and binary logistic regression. Associations were …

Creating An Abortion Safe Harbor Using The Doctrine Of Double Effect, Evelyn M. Tenenbaum

American University Journal of Gender, Social Policy & the Law

[INTRODUCTION] In the three years since the Supreme Court’s decision in Dobbs v. Jackson Women’s Health Organization (Dobbs) holding that women no longer have a constitutional right to an abortion, many family physicians, obstetricians, and gynecologists have refrained from—or delayed—providing abortion services to pregnant women, even when that restraint created a substantial risk of causing serious injury or death. This reluctance to provide care is labeled physician hesitancy, which is defined as physicians acting in their own professional or personal interest to deny or delay care that would otherwise be provided under the prevailing standard of care.

It …

The Evolution Of California Wildfire Governance Through State Bills, Regulations, And Executive Actions, Cassandra Dawn Blevins

History and Political Science | Senior Theses

California faces an escalating wildfire crisis, driven by climate change, drought, and development in fire-prone areas. Despite decades of scientific research on wildfire behavior and risk reduction, catastrophic fires since 2017 raise a critical question: to what extent have California state laws and policies kept up with the intensifying wildfire crisis? Existing scholarship provides extensive insight into wildfire ecology, land-use planning, fuel management, and community resilience, yet it lacks a comprehensive evaluation of whether California’s legislative, regulatory, and executive actions have adapted in a coordinated and evidence-informed manner. In particular, the literature offers limited analysis of how state laws integrate …

Europe In The Indo-Pacific - Implications For The United States, Joshua G. Zinicola

Graduate Theses/Dissertations

Within the last five years the Indo-Pacific has become a region of increasing interest to European NATO members. In particular, the United Kingdom, France, and Italy have assigned strategic importance for their national security to the region, signing cooperative agreements with regional allies of the United States and deploying significant forces to the region. These agreements include commitments to jointly develop new technologies and combat systems for employment in both Europe and the Indo-Pacific, such as the Global Combat Air Programme (GCAP), and the Trilateral security partnership between Australia, the United Kingdom, and the United States (AUKUS). They also include …

Allocating Electricity, Alexandra Klass, Dave Owen

Articles

The U.S. electricity system is premised on the ideas that utilities have a duty to serve all customers in their service territories and that electricity supply should always meet demand. Until recently, there has been little reason to question these foundational premises. U.S. electricity demand has remained flat for over a decade, and during earlier periods of growth, new energy generation plants were relatively easy to build. Now, however, electricity experts predict massive load growth—most notably from data centers to power artificial intelligence and cryptocurrency—and building new power plants is no longer easy.

Major efforts are underway to increase electricity …

State Climate Superfunds, Rachel Rothschild

Articles

The harmful effects of climate change have already arrived in cities and states across America, with disasters increasing markedly in recent years along with more gradual environmental changes like sea-level rise and drought. To protect populations and natural resources, significant funding will be necessary for preventative measures as well as disaster response.

At present, it is states and ordinary taxpayers who must shoulder the enormous costs and planning for climate adaptation. A number of state legislators, however, have recently proposed enacting new laws that would require the companies who have most profited from fossil fuel usage to assist in funding …

Simulating Social Attitudes With Llms: Accuracy, Demographic Effects, And Refusal Behavior In The Sensitive Domain Of Suicide Prevention, Cristina J. Perez, Michael P. Vasquez Jr., Philippe J. Giabbanelli, Patrick Y. Wu

VMASC Publications

Large language models (LLMs) are increasingly used to simulate public opinion, yet their validity in sensitive policy domains remains underexplored. We evaluate whether LLMs can reproduce attitudes toward suicide prevention policies using 32 questions drawn from seven nationally representative U.S. surveys (2023-2025). We systematically vary demographic conditioning (race/ethnicity, gender, age, education, income, party), prompt framing (direct elicitation, respondent embodiment, specialist embodiment), and model architecture (GPT-5 Nano, DeepSeek V3.2, Meta Llama 3.1 8B, Mistral Small 24B). Across 811,560 prompts, the mean absolute error—the average gap between predicted and human response distributions—is 23 percentage points. We also find that LLM responses to …