Digital Commons Network^™

Legislative Debate-Attributed Suicidality Among Lgbtq+ Adults: The Buffering Effect Of Community Belongingness, Keith J. Watts, Shawndaya S. Thrasher, Laneshia R. Conner, Nicole Campbell, Louis G. Baser, Dekeitra Griffin, Sydney P. Howard, Missy Spears, Justin X. Moore

Counseling & Human Services Faculty Publications

Background: In recent years, the sociopolitical landscape in the United States has shifted due to an increase in state-level legislation regarding LGBTQ+ rights, a trend that has been particularly pronounced in the Commonwealth of Kentucky. While the mental health impacts of enacted laws are increasingly documented, a critical gap remains in understanding the psychological toll of the legislative debates themselves—the prolonged periods of public discourse surrounding the restriction of rights. Methods: Utilizing data from the 2025 Queer Kentucky Survey (N = 817), this exploratory study examined the association between LGBTQ+ community belongingness and acute suicidality attributed specifically to anti-LGBTQ+ legislative …

Asynchronous Lgbtq+ Affirming Counseling Training With Early Career Counselors: A Mixed Methods Program Evaluation, Amber L. Pope, Kelli Hartzell, Matt B. Siroty, Jeff Moe, Noelle St. Germain-Sehr, Bianca R. Augustine, Amanda St. Germain-Sehr, Tai Lexumé

Counseling & Human Services Faculty Publications

A growing body of research shows that training in LGBTQ+ affirming counseling (LGBTQ+ AC) positively impacts counselors’ perceived knowledge and skills in providing mental health services to LGBTQ+ communities. Existing program evaluations of LGBTQ+ AC, however, have primarily used synchronous delivery formats and cultural competency models for the training design. This study is part of an action research agenda to develop an introductory training in LGBTQ+ AC, using asynchronous online delivery and cultural humility as the conceptual framework for the training design. We used a fixed convergent parallel mixed methods quasi-experimental design to examine the impact of our LGBTQ+ AC …

"Oh, You've Come To Visit The Yard?": Phenotypic Capital, Intragroup Marginalization, And The Gated Sanctuary In Black Lgbtq+ Communities, Keith J. Watts, Shawndaya S. Thrasher, Nicole Campbell, Laneshia R. Conner, Julian K. Glover, Janet K. Otachi, Dekeitra Griffin

Counseling & Human Services Faculty Publications

Identity-based communities that share common characteristics, beliefs, and experiences (e.g., Black LGBTQ+ communities) have historically been conceptualized as protective bubbles that buffer Black LGBTQ+ individuals against the deleterious effects of systemic racism and cisheterosexism. However, this monolithic narrative often masks the internal power dynamics that divide belonging. This study explores the exclusionary dynamics embedded within these safe spaces, examining how internal hierarchies of skin tone, socioeconomic status, and gender performance function as proximal stressors. Guided by a critical constructivist paradigm, this study utilized Reflexive Thematic Analysis to analyze open-ended survey responses from 74 Black LGBTQ+ adults. Data were drawn from …

Intersectionality Of Race And Disability: The School Counselors' Role In Policy Reformation, Jenna M. Alvarez, Rachel Saunders, Vanessa Sinclair, Stephanie Smith-Durkin, Emily Goodman-Scott

Counseling & Human Services Faculty Publications

The United States K-12 education system is riddled with inequities within the intersection of race and disabilities; relatedly, the school counseling literature also demonstrates a similar gap in the literature. As a result, through three case illustrations highlighting the unique experiences of historically marginalized students of color with disabilities, we illustrate the multiplex intersection of race and disability and how a school counselor can utilize leadership, advocacy, and social justice for systemic change. Further, the three cases are structured through the ADDRESSING framework, to systematically consider the complexities of identity, overlapping cultural influences, and the connections to practice (Hays, 2022). …

A Low-Stakes Assignment That Introduces Ai Technology Into The Analysis And Writing Process, Tim Mccormack

Open Educational Resources

In this ENG 225 assignment, students use AI (ChatGPT) to perform tasks related to summarizing, paraphrasing, quoting, and responding to a text, then compare the AI-generated work to their own. Using Blitzer’s article “The Rhetorical Situation”, students create APA citations, summaries, paraphrases, key quotes, and personal responses with AI guidance. The assignment emphasizes critical evaluation by having students analyze the accuracy, effectiveness, and differences between human and AI-generated work. This exercise develops skills in rhetorical analysis, source engagement, and reflective assessment of AI as a tool for writing and research.

Analyzing Best Practices In Reintegration, Education, Restorative Justice, And Reentry, Sergio Grossi

Open Educational Resources

This collaborative assignment in SOC 301 (Penology) requires students to critically examine best practices in reintegration, prison education, rehabilitation, and restorative justice through comparative international case studies, such as APAC, Bastøy Prison, or the Inside-Out Prison Exchange Program. Working in groups, students analyze at least five peer-reviewed sources to assess both documented benefits (e.g., reduced recidivism, improved reintegration) and key challenges (e.g., scalability and sustainability). The scaffolded structure—proposal, draft, final paper, and presentation—strengthens research skills, critical thinking, and evidence-based academic communication.

Analyzing The Use Of Ai To Transcribe An Interview In Spanish, Rocío Carranza Brito

Open Educational Resources

This assignment explores the differences between oral and written language and the challenges of transcribing speech. Students conduct an interview with a selected person, using ChatGPT to create and refine interview questions. They record the interview and use Otter.ai to generate a literal transcription that captures natural speech features such as repetitions and hesitations. After reviewing and correcting the transcript against the audio, students format it with participants’ initials to focus on content rather than timestamps. A simplified transcription guideline is applied to mark key elements. Finally, students reflect on the transcription process, addressing what was most difficult to represent …

Analyzing Minnick V. California Using Chatgpt, Nicholas Malkov

Open Educational Resources

This assignment in the Race and Ethnicity course asks students to critically analyze the Supreme Court case Wayne Minnick et al. v. California Department of Corrections et al. through a structured case brief and ethical use of AI. Students examine key legal elements of the case while exploring issues of race, ethnicity, and institutional discrimination in the correctional system. After briefing the case, students use AI tools to generate and revise discussion questions that deepen analysis of themes such as racial discrimination, intersectionality, sentencing, advocacy, and policy reform. The assignment emphasizes critical thinking, legal analysis, and responsible AI engagement.

Formulating Research Question With Chat Gpt, Nicholas Malkov

Open Educational Resources

This assignment guides students through the process of developing strong, focused, and measurable research questions while critically engaging with ChatGPT as a collaborative tool. Students begin by identifying a broad topic, narrowing it to a specific and feasible area of inquiry, and determining the purpose and type of research question (descriptive, explanatory, comparative, or evaluative). After drafting their own question, they use ChatGPT to generate feedback and suggested refinements, which they must evaluate critically using the FINER criteria (Feasible, Interesting, Novel, Ethical, Relevant). Through comparison of AI-generated and human-generated revisions, students assess the strengths, limitations, and ethical considerations of AI …

Approximate Decryption In Homomorphic Division And Privacy Impact, Ameerah Alsulami, Marius Silaghi

Electrical Engineering and Computer Science Faculty Publications

The result of a computation over secret inputs inherently reveals some information about those inputs; such semantic leakage is unavoidable. The challenge is to ensure that the computation method does not introduce additional, avoidable disclosure beyond what is implied by the output itself. This issue is particularly critical in privacy-preserving machine learning and cloud-based data processing, where homomorphic encryption enables computation over encrypted data but often relies on practical approximations. Division-enabled homomorphic encryption schemes based on rational encodings preserve arithmetic correctness, but their decrypted outputs may retain sufficient algebraic structure to enable inference of the original operands, creating representation-induced leakage. …

Counting Constraints In Pomdps Based On Pid Controllers, Garrett Gmeiner, Patrick Quinn, Asmaa Alqurashi, Prem Swaroop Pochiraju, Mirajul Islam, Jackson Contreras, Sajina Pathak, Rwaida Alssadi, Sumana Boyapalli, Raghavendra Mallesha, Vijay Uppalapati, Javier Laboy-Jusino, Nikiraj Konwar, Muntaser Syed, Marius Silaghi

Electrical Engineering and Computer Science Faculty Publications

A Bayesian architecture is proposed for integrating counting constraints in the process of decision making with Partially Observable Markov Decision Models for robotics. In addressed problems, the counted events are detected with noisy sensors, making their detection uncertain. We handle their count as a random variable to be updated on observations. In our test scenario, an iRobot Create3 moves along a hallway and needs to count how many doors it passes while following the wall. After detecting that the given number of doors have been passed, the robot should turn around and return to the starting region. For this kind …

Rebuilding Participation: Trauma-Informed Support For At-Risk Teens, Emily A. Funk

Occupational Therapy Capstones

Background: Over half of our youth population have experienced at least one adverse childhood experience (ACE) before they reach adulthood (Madigan et al., 2025). ACEs are major factors in increasing a child’s chances of making risky lifestyle choices that negatively affect their physical, emotional, and mental health (Atchison & Suarez, 2021; Felitti et al., 1998). Dysregulation, irrational behaviors, poor academic achievements, high levels of stress, and feeling a loss of purpose are some of the challenges that at-risk youth face (Atchison & Suarez, 2021).

Purpose: The purpose of this scholarly project is to develop a toolkit that contains indirect occupational …

Muinji’J Asks Why (2022) By Shanika Maceachern And Breighlynn Maceachern, Maughn Rollins Gregory

Picture Books

In the nineteenth and twentieth centuries American and Canadian government agencies and Christian churches established Indian residential schools where hundreds of thousands of children were “reeducated” in English and Christianity. They were not allowed to use their native languages or given names, to practice their religions, or to communicate with their siblings or parents. They were made to work in crop fields, kitchens, laundries, and industrial workshops. Many were physically and sexually abused. Many never saw their families again. The nine picture books reviewed here are accounts of survivors of residential schools from eight different Indigenous nations. In addition to …

Prosocial Ceos And Accounting Manipulation, Mei Feng, Weili Ge, Zhejia Ling, Wei Ting Loh

Research Collection School Of Accountancy

This paper examines the association between chief executive officers’ (CEOs’) prosocial tendency and their firms’ likelihood of accounting manipulation. We measure CEOs’ prosocial tendency based on their involvement with charitable organizations. We find that prosocial CEOs are less likely to engage in accounting manipulation, as proxied by material non-reliance restatements and SEC or DOJ enforcement actions. The effect is more pronounced when CEOs are involved with charities that directly aim to improve the welfare of others and when they face stronger incentives to misreport. These results continue to hold in analyses of changes in CEOs’ prosocial tendency around turnover events. …

Intermittent High-Fat, High-Sugar Access During Adolescence Drives Binge-Restriction Feeding And Reduced Weight Gain In A Food Unpredictability Model, Calvin G. Miller

CMC Senior Theses

Food insecurity affects nearly 48 million Americans and 318 million people worldwide, with very low food security disrupting normal eating habits through “feast-or-famine” episodes characterized by cycles of food overconsumption followed by restriction. This dietary pattern alters dopamine signaling within the mesocorticolimbic system — brain circuitry intimately linked to reward processing. This system includes the ventral tegmental area (VTA) and prefrontal cortex (PFC). Overstimulation can be promoted through sporadic high-fat, high-sugar diet (HFHSD) exposure, promoting dopamine neuron architecture alterations and binge-eating behavior. Adolescence represents a vulnerable window, as mesocorticolimbic dopamine projections undergo maturation during this period. Though evidence links food …

Adolescent Binge-Like Feeding And Neuroinflammation: Effects Of Intermittent Palatable Diet Access On Microglial Activation In The Brain In Adolescents, Jaimie T. Yu

CMC Senior Theses

Binge eating disorder (BED), one of the most common eating disorders in the United States (Definition & Facts for Binge Eating Disorder - NIDDK, n.d.), is characterized by recurrent episodes of consuming large quantities of food in a short period of time accompanied by a sense of loss of control. The intermittent access (INT) model reliably produces binge-like eating in adult rodents, with animals showing episodic hyperphagia upon time-limited access to a high-fat, high-sugar (HFHS) diet. In adult female rats, INT access produces elevated meal size and reduced satiety ratio relative to controls (Maske et al., 2020), and promotes microglial …

Volatility Modeling With An Application To Risk Parity Portfolios, Kenneth Hou

CMC Senior Theses

This thesis studies volatility modeling in the context of risk parity portfolio construction. I compare three risk parity portfolios that differ only in their underlying volatility model: a historical covariance baseline, a Bayesian stochastic volatility model, and a GRU–GARCH hybrid neural network. Using daily returns on Kenneth French’s five industry portfolios from January 2016 through December 2025, I construct monthly rebalanced portfolios under each model, with the SV and GRU forecasts embedded in hybrid covariance matrices that combine forecasted volatilities with rolling historical correlations. The results document a divergence between forecast accuracy and portfolio performance: the SV model is the …

Hidden Fragility: Leveraged Loan Risk And Tail Exposure In The Clo 2.0 Era, Francis P. Gehring Iv

CMC Senior Theses

This thesis examines whether post-crisis changes in leveraged loan characteristics have increased the underlying credit risk embedded in collateralized loan obligation (CLO) portfolios and whether that risk is fully reflected in market pricing. Since the Global Financial Crisis, the leveraged loan market has expanded significantly alongside the growth of CLOs, while underwriting standards have weakened through higher borrower leverage, covenant-lite lending, and greater private equity sponsorship. Although post-crisis CLOs are often viewed as more resilient because of stronger structural protections, the quality of the underlying collateral remains central to overall risk. Using loan-level data from the Refinitiv DealScan database from …

Morals Without Movement: Veganism, Contentious Politics, And The Lifestyle Politics Constraint, Luke M. Carfaro

CMC Senior Theses

This thesis examines whether veganism constitutes a social movement through Social Movement Theory frameworks, emphasizing Sidney Tarrow's Power in Movement. Through analysis of veganism's empirical properties (collective challenge, common purpose, collective identity, and sustained interaction) and key procedural mechanisms (framing, mobilizing structures, and repertoires of contention), this thesis determines that veganism fails to meet the empirical criteria of a social movement and is more accurately classified as a lifestyle movement—a movement in which political participation is expressed through private consumption rather than sustained collective contention. Using the Make America Healthy Again movement as a counterexample, this thesis comparatively illustrates …

Rank Rebalancing In Commodity And Foreign Exchange Markets, Prateek D. Vyas

CMC Senior Theses

This thesis empirically tests the rank-rebalancing mechanism of Stochastic Portfolio Theory (SPT) across commodity futures, foreign exchange futures, and equity ETFs. The Reverse Price-Weighted strategy (RPW) assigns, to each asset, the market weight of the asset at the opposite price rank, and generates an annualized excess return of 2.90% over the price-weighted (MKT) commodity benchmark, during the period of November 1977 to October 2025 (HAC t = 2.058, p = 0.040). The differential Sharpe ratio (dSharpe) of 0.245 is confirmed by a stationary block bootstrap, with a 𝑝-value of 0.015, and factor regressions controlling for carry, momentum, and value yield …

Bitcoin And The American Conflict Over Money And Property, Jacob Smagula

CMC Senior Theses

I argue that Bitcoin is the latest expression of the recurring American conflict over who controls the terms of money and property, and that the political coalition formed around Bitcoin shares the same characteristics as earlier coalitions formed around this struggle. I review three historical cases that each produced a coalition opposing the existing monetary order: the Bank War of the 1830s, the Free Silver movement of the 1890s, and the populist backlash against the Federal Reserve during the 1979 Farm Crisis and the 2008 Great Recession. I find that Bitcoin’s architecture, which allows for self-custody, permissionless access, and an …

More Than A Lawyer: Participation, Representation, And Outcomes In Los Angeles Debt Collection Court, Josephine V. Aspromonte

CMC Senior Theses

This paper estimates the effect of legal representation on case outcomes using 531,959 limited-jurisdiction debt-collection cases filed in the Los Angeles Superior Court between 2012 and 2022. Defendants are classified into three groups: those who defaulted without responding, those who responded pro se, and those who retained counsel. Because defendants are not randomly assigned to representation, three estimation strategies address selection bias: a binary logit, a multinomial logit with text-mined docket covariates, and propensity score matching on pre-treatment characteristics.Three findings emerge. First, the binary logit associates representation with a 10 to 13 percentage point reduction in default probability, but matching …

From Governed To Subjected: The Supreme Court And The Collapse Of Rule-Of-Law Adjudication, Katherine E. Schwab

CMC Senior Theses

This thesis argues that the Supreme Court is producing a structural crisis in rule-of-law adjudication through three converging mechanisms: the expanded use of the shadow docket, the cynical appropriation of precedent, and the dominance of strict originalism. Each independently undermines the conditions that distinguish legitimate governance from the mere exercise of coercive power. Together, they replace the general, stable, publicly intelligible norms the rule of law requires with the successive pronouncements of whoever currently holds interpretive power.

The thesis develops its argument in three stages. First, drawing on Antonin Scalia's account of rule-like precedent and Jeremy Waldron's layered theory of …

A New Playbook: The Procedural Resilience Of Oregon’S Rooney Rule In The Wake Of Students For Fair Admissions V. Harvard, Jada I. Cook

CMC Senior Theses

This article evaluates the constitutionality of Oregon’s codified Rooney Rule considering the Supreme Court’s decision to end affirmative action in Students for Fair Admissions (SFFA) v. Harvard. Passed in 2009, the Oregon mandate requires public universities to include at least one minority applicant in the interview process for all head coaching vacancies. By analyzing the architectural origins of the Rooney Rule within the National Football League (NFL) and the systemic racial exclusion it sought to dismantle, this research explores whether interview-stage mandates, that are applied at the state level, can survive the rigorous application of the strict scrutiny standard. …

Microbial Community Structure In Global Soils, Matthew Jabro

CMC Senior Theses

Soil harbors the most diverse microbial communities on Earth, yet whether predictable community types exist across biomes and whether taxonomic composition encodes habitat of origin remain open questions at global scale. This thesis addresses both questions by applying unsupervised clustering and supervised classification to transformed 16S ribosomal RNA (rRNA) amplicon profiles from two independent datasets: the global topsoil survey of Bahram et al. (193 samples) and the Earth Microbiome Project (EMP) soil subset of Thompson et al. (2,209 samples). Application of a sample clustering method based on a mixture of Gaussian Graphical Models (MixGGM) identified 19 clusters in the topsoil …

Prediction Markets Vs. Sportsbooks: A Comparison Of Nfl Forecast Accuracy, Dylan Cotti

CMC Senior Theses

This paper compares the forecast accuracy of Kalshi, a prediction market, and DraftKings, a sportsbook, using data from 285 NFL games in the 2025-26 season. I collect win probabilities from both platforms at three time points in the week before each game and measure accuracy using the Brier score. I find that Kalshi produces slightly more accurate predictions than DraftKings, but the gap is small and marginally significant. More surprisingly, both platforms become less accurate as the game approaches rather than more accurate. Once I control for differences in how each platform distributes its quoted probabilities, the accuracy gap largely …

Why Dining Out Stayed Cheap In Japan, Taketo Hayashi

CMC Senior Theses

This thesis examines why food-away-from-home inflation in Japan was persistently lower than in the United States from 1995 to 2021 and why this dynamic changed after 2021 during the COVID-19 pandemic. Two structural buffers sustained the divergence: wage stagnation in Japan, which kept restaurant labor costs flat for nearly three decades, and a strong yen, which absorbed global commodity price shocks before they could reach restaurant menus. In 2008, the financial crisis sent food and energy prices skyrocketing. However, even though Japan imports most of its food and energy, the effects from global price increases were due to a strong …

Rethinking Reentry In The United States: A Comparative Analysis Of Incarceration Strategies In Norway, Singapore, And Austria, Amelia Ulmer

CMC Senior Theses

The prison reentry system in the United States remains a pressing social, economic, and political issue, as hundreds of thousands of prisoners are released each year with few resources to assist them with their transition. In fact, these previously incarcerated people are arguably set up to fail, which leads to over half of them reoffending within two years. This thesis analyzes how the United States should reform its current prison system based on lessons learned from three international case studies. These three case studies, Norway, Singapore, and Austria were chosen as countries that have globally low recidivism rates and unique …

Procedural Rhetoric And Prosociality: How Game Mechanics Shape Altruistic Decision-Making, Elijah Emory-Muhammad

CMC Senior Theses

This study investigates how different prosocial video game designs influence subsequent altruistic behavior, specifically comparing interactive narratives with procedural rhetoric. While prior research demonstrates that prosocial games can prime helpful behaviors, less is known about the underlying mechanical structures driving these effects. Fifteen participants engaged with either an Interactive Narrative Game (ING) or a Procedural Rhetoric Game (PRG) before completing a resource allocation task (Dictator Game). Results revealed no statistically significant differences between the two conditions in promoting sacrificial altruism or satisfying basic psychological needs. Instead, participants across both groups demonstrated a strong adherence to an equality-seeking norm, consistently choosing …

By The Light, Desiree Galamgam

CMC Senior Theses

On the island of Helios, the sun god, a water nymph finds comfort tending to the flora along  riverbanks. Clytie avoids her oceanid sisters’ poisonous proclivities. Modeling herself after the sun god’s incessant responsibilities, she spends her existence working. Only taking breaks to perch herself at the top of her alcove’s hill to watch Helios drive his chariot to rise and set the sun, she sees him as the epitome of perfection and freedom.

Her tranquil life is interrupted by the sudden arrival of Helios himself at the footsteps of her isolated cave. Clytie begins to feel new emotions as …