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Symbolic Reform Or Substantive Change? The Effect Of Body-Worn Camera Implementation On Lethal Use-Of-Force In Missouri, Sophia A. Tuncer Jan 2026

Symbolic Reform Or Substantive Change? The Effect Of Body-Worn Camera Implementation On Lethal Use-Of-Force In Missouri, Sophia A. Tuncer

CMC Senior Theses

This thesis investigates whether body-worn cameras reduce lethal use-of-force among police departments in Missouri. Aggregating data from the Bureau of Justice Statistics and Mapping Police Violence, I create a panel of 188 cities in Missouri, with and without body-worn camera adoption. The OLS and Poisson regression results show that body-worn cameras do not have a significant effect on lethal use-of-force in the short run, but that the technology does significantly lower lethal use-of-force in the medium run.


Leadership And Creative Placemaking In Central Appalachia: Morehead, Kentucky, Toni C. Hobbs Jan 2026

Leadership And Creative Placemaking In Central Appalachia: Morehead, Kentucky, Toni C. Hobbs

Theses and Dissertations--Arts Administration

In rural Appalachia, longstanding patterns of extractive economic development, coupled with limited public investment and uneven institutional support, have contributed to persistent economic stagnation and a diminished sense of pride among residents. These conditions reflect deeper structural challenges, including economies shaped by resource extraction and external control. Addressing these conditions is critical to fostering economic growth, promoting cultural heritage, and enhancing overall well-being in the region. By cultivating resilient communities, leaders can create environments in which both the economy and local pride can thrive, contributing to a more prosperous and unified Appalachian region.

This study investigates the organizational and leadership …


The Impact Of Social Media On The Occurrence And Prevalence Of Stress And Anxiety On College Students, Pushpita Paul Jan 2026

The Impact Of Social Media On The Occurrence And Prevalence Of Stress And Anxiety On College Students, Pushpita Paul

Theses and Dissertations

The purpose of this study was to examine the ways that social media affects stress and anxiety levels within college students. A self-administered, anonymous survey was used to assess college students’ perceptions of social media’s impact on mental health. The 14- item survey included questions on social media use, stress, anxiety, social interaction, and demographics. Data were collected both online and in person at St. John’s University. Online surveys were shared through student groups using Google Forms. In-person surveys were conducted at campus locations such as the cafeteria, student lounge, library, and events. Each survey took about 5–10 minutes to …


Domestic Worker Abuse Among Diplomatic Force: The Need To Enhance Communication For Domestic Worker Safety, Martyne A. Volcy Jan 2026

Domestic Worker Abuse Among Diplomatic Force: The Need To Enhance Communication For Domestic Worker Safety, Martyne A. Volcy

Theses and Dissertations

This study investigates patterns of domestic worker abuse in the working relationship between a foreign migrant domestic worker and their diplomat employer. This study focuses on the role of communication as a protection for domestic worker safety. The aim of this research is to explore the unique employer-employee relationship between a domestic worker and diplomat, and whether there are safeguards in place that allow for the domestic worker to perform their duties, without circumstances of domestic worker abuse. This study examines the relationships between communication, knowledge, and power within the system of Diplomacy through the lens of domestic employees alleging …


Citizen Engagement In Budget Simulation: Examining The Effectiveness Of Balancing Act Modules In Aligning Public Priorities And Allocation Choices, Frankline Muthomi Jan 2026

Citizen Engagement In Budget Simulation: Examining The Effectiveness Of Balancing Act Modules In Aligning Public Priorities And Allocation Choices, Frankline Muthomi

Public Administration Faculty Publications and Presentations

This study investigates the extent to which individuals exhibit consistency in their preferences during sequential budget simulation exercises, as well as the factors that shape these preferences. Grounded in behavioral and citizen participation frameworks, the analysis demonstrates that the simultaneous use of priority-setting and budget-balancing modules encourages participants to allocate resources in ways that reflect their previously articulated priorities. While instances of inconsistency remain common, preference consistency is associated with participants’ sustained support for their favored programs, their commitment to ensuring adequate resource allocation, and, to some extent, their willingness to finance these programs. The findings suggest that the integrated …


Comparing The Evolution Of The Advanced Practice Nurse Role: Insights From Switzerland And Kenya, Carole Mackavey, Sara Kohler, Eunice Ndirangu, Rachel Kimani, Constance Shumba, Bernard Mutwiri, Colette Henderson, Anna Jones Jan 2026

Comparing The Evolution Of The Advanced Practice Nurse Role: Insights From Switzerland And Kenya, Carole Mackavey, Sara Kohler, Eunice Ndirangu, Rachel Kimani, Constance Shumba, Bernard Mutwiri, Colette Henderson, Anna Jones

School of Nursing & Midwifery, East Africa

The article explores the evolution of Advanced Practice Nurse (APN) roles in Switzerland and Kenya, highlighting their development, challenges, and influence on healthcare delivery. Despite notable differences in income levels and healthcare infrastructure, both countries are committed to strengthening primary care through the deployment of APNs. Switzerland uses APNs to address provider shortages and improve chronic disease management, whereas Kenya uses them to increase access in underserved areas. A comparative analysis explores how regulatory frameworks, educational models, scope of practice, and health system priorities influence the adoption of advanced practice nursing (APN). Switzerland’s established healthcare system supports the integration of …


From Financial Education To Financial Decisions: Evidence On College Financing, Personal Finance Behavior, And Student Attitudes, Dongwei Shi Jan 2026

From Financial Education To Financial Decisions: Evidence On College Financing, Personal Finance Behavior, And Student Attitudes, Dongwei Shi

University of Kentucky Doctoral Dissertations

I examine how financial education shapes students’ financial knowledge, college financing decisions, and longer-term financial behavior.

The first chapter studies whether taking high school financial education in Kentucky affects students’ college financing decisions using linked administrative records on high school course-taking and postsecondary financial aid. Using school-level financial education course availability as an instrument, the chapter evaluates whether exposure to financial education is associated with differences in student loan borrowing and receipt of need-based aid.

The second chapter examines whether exposure to state high school financial education mandates improves financial literacy and longer-term personal finance behavior among U.S. adults. Using …


Europe In The Indo-Pacific - Implications For The United States, Joshua G. Zinicola Jan 2026

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 …


Experiences With The Criminal Justice System: How Discriminatory Policing Impact Minorities Economically, Gerard I. Boykin Jan 2026

Experiences With The Criminal Justice System: How Discriminatory Policing Impact Minorities Economically, Gerard I. Boykin

West Chester University Graduate Theses, Dissertations, and Final Projects

Systemic racism is an ailment that has plagued the United States since its inception. This research will highlight previous studies on the topic of race relating to discriminatory policing and injustices within the criminal justice system. Solutions will be offered as to the best remedies to rid the criminal justice system of inequalities faced by those within minority communities. Over-policing is one tactic used within the criminal justice system that targets minorities. Further, minorities are significantly more likely to receive longer prison sentences than White male counterparts for otherwise similar crimes. This study will also engage recently released prisoners to …


The Evolution Of Ethical Conviction, Tracy Henry Jan 2026

The Evolution Of Ethical Conviction, Tracy Henry

West Chester University Graduate Theses, Dissertations, and Final Projects

There is a steady decline in public opinion polling when it comes to the public’s perspective of public officials. In 2023, the combined unfavourability rating of Congress was at 72%.  There are ongoing unfavorable ratings, by issue, for the judiciary, and by individual for the executive. The researcher went in search of the reasons behind the declining opinions. Semi-structured interviews were conducted to identify those reasons and to answer the research question: To what extent do the ethical philosophies of consequentialism, deontology, and virtue inform the perceptions of the American public when they scrutinize the decision-making and conduct of public …


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 Jan 2026

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 Jan 2026

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 Jan 2026

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 Jan 2026

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 …


Implementing Impact Data Collection And Program Evaluation In A Nonprofit, Jamie Devellis Jan 2026

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 …


China's Economic Retaliation Against Norway After Liu Xiaobo's 2010 Nobel Peace Prize, Ian Murphy, Shaomin Li Jan 2026

China's Economic Retaliation Against Norway After Liu Xiaobo's 2010 Nobel Peace Prize, Ian Murphy, Shaomin Li

Management Faculty Publications

This case study analyzes China's geoeconomic retaliation against Norway after the 2010 Nobel Peace Prize was awarded to Liu Xiaobo. China employed non-tariff barriers, diplomatic freezes, and restricted exchanges, severely impacting sectors like salmon exports. This occurred despite the Nobel Committee's independence from the Norwegian government. Although Norway's overall economic impact was mitigated by market adjustments, the six-year diplomatic freeze significantly influenced its human rights foreign policy. This case exemplifies China's strategic use of informal economic tools to punish and deter, showcasing the link between political sensitivities and economic leverage in international relations.


Digital Diplomacy And Activism: Sustaining Institutional Legacy Through State-Proxy Discursive Competition In The Aftermath Of The Usaid 2025 Suspension, Maryam Alaa Elprince Jan 2026

Digital Diplomacy And Activism: Sustaining Institutional Legacy Through State-Proxy Discursive Competition In The Aftermath Of The Usaid 2025 Suspension, Maryam Alaa Elprince

Capstone and Graduation Projects

This study examines how the 2025 suspension of the United States Agency for International Development (USAID) transformed the arena of U.S. foreign-aid diplomacy by eliminating the agency’s operational capacity and erasing its digital presence, thereby redistributing discursive authority across a fragmented communicative field. The research aims to determine how diplomacy adapts when a bilateral institution central to American soft power is dismantled through top-down decision, and whether discursive power exercised online can extend institutional relevance and legitimacy beyond structural collapse. Using an interpretivist qualitative design that combines digital-forensic reconstruction, document-based content analysis, and elite interviews  with top ranking officials, the …


Institutional Reform In Support Of Xi’S Anti-Corruption Campaign, Rixin Wen Jan 2026

Institutional Reform In Support Of Xi’S Anti-Corruption Campaign, Rixin Wen

CGU Theses & Dissertations

Corruption remains a pervasive challenge that distorts markets, undermines public service delivery, destabilizes social order, and erodes governmental legitimacy. In China, anti-corruption has been a recurring policy priority since 1949, culminating in Xi Jinping’s sweeping campaign launched in late 2012. Conceptualizing corruption through a principal–agent framework, this dissertation argues Xi Jinping’s anti-corruption campaign represents not merely an institutional inflection point in China’s supervisory architecture substantially enhancing enforcement capacity and elite discipline, but also the enforcement–perception interactive change, reproducing an asymmetry between punishment and public perception under the unvarying political foundation. This study employs a multi-method research design that integrates institutional …


"What Does It Mean If I Am Silent?”: Bipoc And Lgbtq+ Educators’ Narratives Of Identity, Responsibility, And Student Protection, Julie Nicole Von Stein Jan 2026

"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 Jan 2026

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 Jan 2026

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 …


The Judicial Containment Of Adivasi Rights Across India's Mineral Belt, Sajni S. Sheth-Voss Jan 2026

The Judicial Containment Of Adivasi Rights Across India's Mineral Belt, Sajni S. Sheth-Voss

Scripps Senior Theses

This thesis examines how Adivasi resistance to mining-induced dispossession across India’s mineral belt is increasingly channeled into the judiciary, arguing that this shift functions as a mechanism of containment rather than a pathway to justice. Despite a robust legal framework designed to protect Adivasi land and consent rights, systematic non-enforcement and political closure have hollowed out policy and electoral channels, pushing communities into litigation as a last resort. Drawing on scholarship in political economy, legal studies, and political ecology, alongside primary sources including court documents and activist statements, this study follows how disputes move across institutions and are ultimately reshaped …


Plastic Waste Imports & Coastal Litter: Evidence From Citizen Science Data, Rebecca L.C. Taylor, Hebe Williams, Shan Zhang Jan 2026

Plastic Waste Imports & Coastal Litter: Evidence From Citizen Science Data, Rebecca L.C. Taylor, Hebe Williams, Shan Zhang

Economics Faculty Publications

Plastic waste is an internationally traded commodity, where importing countries recycle plastic waste into usable materials. However, there are concerns that the importation process creates plastic litter - a negative externality - in importing countries. While this concern has received much media and policy attention, quantifying the magnitude of this externality has been hindered by a lack of data on plastic litter across countries and over time. To this end, we use unconventional citizen science data on litter from Ocean Conservancy's International Coastal Cleanup, together with the United Nations Comtrade Database, to estimate the correlation between traded plastic waste and …


Rules Of The Road: Toward National Regulation Of Autonomous Vehicles, Adam Raviv Jan 2026

Rules Of The Road: Toward National Regulation Of Autonomous Vehicles, Adam Raviv

Journal of Law and Mobility

After decades of promise, self-driving cars are now becoming a meaningful reality on our roads. Yet not a single federal law or regulation governs autonomous vehicle operation in the United States—despite widespread agreement among policymakers, advocates, and industry stakeholders that a national safety framework is necessary. This article provides the first comprehensive legal analysis of what a federal safety regulation for autonomous vehicles can and should look like. It describes the current landscape of autonomous technology. It analyzes both the existing federal legal regime for vehicle safety regulation as well as state, local, and international standards that apply to autonomous …


Revenge Of The Interceptors? The Dod, Congress, And The Return Of Space-Based Missile Defense During Trump 45, Chad Mcelroy Jan 2026

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 …


No Coup, No Conscience: Coup-Proofing In The Armenian Genocide, Rachel Svoyskiy Jan 2026

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 …


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 Jan 2026

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 …


Allocating Electricity, Alexandra Klass, Dave Owen Jan 2026

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 …


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 Jan 2026

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 …


Geography Of Erasure: Manufactured Housing, Heat Exposure, And State Neglect In Florida, Gianna M. Hutton Jan 2026

Geography Of Erasure: Manufactured Housing, Heat Exposure, And State Neglect In Florida, Gianna M. Hutton

Pomona Senior Theses

This thesis examines Florida's manufactured housing communities through the intersecting frameworks of energy justice, critical heat studies, and housing displacement scholarship, centering how structural, political, and economic forces shape uneven exposure to thermal insecurity and housing precarity. Using a mixed-methods approach combining statistical regression analysis of American Community Survey microdata (2019-2023) and spatial case study of Miami-Dade County's heat governance and The Li'l Abner Mobile Home Community’s displacement, this research investigates how manufactured housing residents experience compounded exclusions across energy systems, urban heat governance, and housing security. The findings reveal that manufactured home residents face a 26% higher energy burden …