Digital Commons Network^™

Trigger Warnings And A Pedagogy Of Trust, Morgan Read-Davidson

English Faculty Books and Book Chapters

"While the larger conversation about difficult content and trigger warnings is not new, the sudden need for urgently scheduled meetings with me did not begin until the COVID- 19 pandemic crisis and our move to remote instruction, and the subsequent adjustment back to the classroom. This seems to coincide with the increase of online and social media interaction during the pandemic, where the use of trigger warnings and content warnings on social media, particularly on Twitter, Instagram, and TikTok, have made the conversation far more visible. For students, this seems to have given them validation and confidence, as well as …

Vestibular Migraine And Ssri Withdrawal: A Case Presentation, Grace Fairchild, Sarah Redding, Ashley Flagge

V&B Presentations

No abstract provided.

Searching For Cause Of Unexplained Protein Interaction With Multiple Assembly Methods, Gavin Anderson

Master's Projects

Research into colistin adjuvants has identified interactions between a host of proteins and proteins found within certain strains of bacteria. BLAST, a widely adopted local sequence alignment tool, was used to create a database containing the genomes of relevant bacterial strains, which would then be used to query against the previously identified proteins. Many of these strains do not have publicly available assemblies, which makes database construction difficult. CATwalk, a new naïve fragment extender, is first described in this paper and used to extend fragments of interest. BLAST results first identified short fragments with sufficient similarity, which can then be …

Cost-Aware Predictive Routing For Vision-Language Models, Sahil Sait Naveed

Master's Projects

Vision-language models (VLMs) are increasingly used for multimodal tasks, but their inference costs vary widely across model tiers. This work presents a predictive routing framework that assigns each query to the most cost-effective VLM by using multimodal embeddings, clustering, and per-cluster model error estimates. Evaluated on six commercial VLMs, the selected router reduces average cost by about 49 percent relative to the quality-first setting on both validation and test. This comes with accuracy losses of 0.4 percentage points on validation and 0.9 on held-out test data. It also outperforms K-NN and ZeroRouter routing baselines while providing lowercost operating points than …

Stepwise Sudoku Reasoning Training Using Transformers, Lok Man Chu

Master's Projects

Sudoku is a constraint satisfaction problem that serves as a testbed for studying reasoning and stepwise deduction. While many solvers can produce correct solutions, they often fail to generate human interpretable sequences of logically consistent steps. This study investigates whether a transformer trained on stepwise deduction traces can learn to solve Sudoku puzzles through sequential, logically deducible moves. Results show that solve accuracy improves significantly with more training data, reaching approximately 78% at 1500k samples. Stepwise analysis indicates that the model effectively learns simple strategies, achieving near-perfect performance. However, performance on more complex strategies remains limited. Overall, while the model …

Putting The L In Elsi: Legal Methods For Bioethics Research, Anya E R Prince, Benjamin Berkman, Donald Ford, Dov Fox, Christi Guerrini, Amy Koopmann, Natalie Ram, Jessica L Roberts, Kayte Spector-Bagdady, Sonia Suter

Center for Medical Ethics and Health Policy Staff Publications

Lawyers and law professors are increasingly involved in interdisciplinary scientific teams and grant research to answer ethical, legal and policy questions related to biomedical topics. Yet, the methods that lawyers use to conduct legal research and analysis are not always familiar to scientists and social scientists conducting peer review of a proposed project with legal aims or a publication reporting a legal study. To better facilitate interdisciplinary ethical, legal, and social implications collaboration, there is a need to better explain how legal research methodologies can provide robust tools to address a range of nuanced biomedical questions. This paper explores …

Ai Deployment Authorisation: A Global Standard For Machine-Readable Governance Of High-Risk Artificial Intelligence, Daniel Djan Saparning

Student Publications

Modern artificial intelligence (AI) governance lacks a formal, enforceable mechanism for determining whether a given AI system is legally permitted to operate in a specific domain and jurisdiction. Existing approaches-such as model cards, audits, and benchmark evaluations provide descriptive information about model behaviour and training data but do not produce binding deployment decisions with legal or financial force. This paper introduces the AI Deployment Authorisation Score (ADAS). This machine-readable, regulator-grade framework evaluates AI systems across five legally and economically grounded dimensions: Risk, Alignment, Externality, Control, and Auditability, derived from safety engineering, alignment theory, algorithmic accountability, and liability economics. ADAS produces …

The Political Disconnect: Working-Class And Low-Income People On What Politics Means To Them And How They Might Be Mobilized, Daniel Laurison, Kelly Diaz, Monica Guzman , '25, Zachary Kreines , '25, Kaj Tug Lee , '25, Lydia Orr, Sahiba Tandon , '25

Sociology & Anthropology Faculty Works

A functioning democratic society must involve all kinds of people in deciding who will hold the power to enact laws and allocate tax dollars. However, working-class and low-income people vote at significantly lower rates than the more privileged in the US, and their participation has been declining in recent elections. In order to understand why those with fewer resources are less likely to vote and how this might change, a diverse group of researchers interviewed 232 low-income and working-class people (in every major racial group) from across Pennsylvania – 144 of whom either did not vote, or voted only occasionally. …

Construction Industry Preparedness For Generation Z And Millennials: Aligning Industry Characteristics With Workforce Job Preferences, Ameenullah Amiri, Dhaval R. Gajjar, Jason D. Lucas

The Professional Constructor

The construction industry in the United States suffers from workforce shortages, partly due to younger generations being hired more slowly than baby boomers retire. Generation Z’s (Gen Z) lack of interest in joining the construction industry, coupled with the retirement of older workers, has amplified the problem. This paper investigates existing literature to identify the work and career preferences of Gen Z and Millennials and determine where the industry may focus efforts to attract these two generations. Through a systematic literature review, this study identified overlaps and gaps between the current construction industry workforce’s perceptions of the industry and the …

Daisies For My Grandmother, Miriam Smith

Athena: Undergraduate Research and Literary Journal

No abstract provided.

Autologous Peripheral Nerve Tissue Grafts Implanted Into The Nucleus Basalis Of Meynert And Substantia Nigra At The Time Of Bilateral Deep Brain Stimulation In Parkinson Disease: A Report Of 2 Cases, Samuel R. Daly, Jorge E. Quintero, Lisa M. Koehl, Elizabeth Roslyn Wallace, Zain Guduru, Julie A. Gurwell, Tripp Hines, Jaimie Hixson, Saad Hulou, John T. Slevin, Frederick A. Schmitt, Greg A. Gerhardt, Craig G. Van Horne

Neurosurgery Faculty Publications

Background and Objectives: Cholinergic degeneration in the nucleus basalis of Meynert (NBM) is implicated in the cognitive impairment seen in Parkinson disease (PD) and is being examined as a potential therapeutic target. We have previously shown the safety of delivering investigational autologous cell-based therapy, ie, peripheral nerve tissue (PNT), to the substantia nigra (SN) at the time of deep brain stimulation (DBS) surgery in PD (DBS-Plus). In this study, we assessed the safety and feasibility of simultaneously delivering that PNT to both the NBM and SN at the time of DBS.

Methods: Two patients with idiopathic PD and mild cognitive …

Language Policy In Superdiverse Indonesia, Written By Zein, Subhan, Reni Kusumaningputri

Manusya, Journal of Humanities

No abstract provided.

Surveying The Knowledge Landscape Of Western Languages And Literature In Thailand, Nantana Anuntkosol, Narut Chaosakun, Akra Chowchong, Marut Hantaley, Aratee Kaewsumrit, Natthaporn Kanjanapinyowong, Usa Padgate, Penpisa Srivoranart, Wilita Sriuranpong, Raksangob Wijitsopon

Manusya, Journal of Humanities

Although Western languages and literature have had a constant role in Thailand’s educational system, it has not yet been possible to project an unbiased picture of the development of related academic works as a data-driven study of such scale has not been attempted before. This study, therefore, purposes to 1) conduct a systematic survey of academic works and research studies produced by scholars and students in Thailand on the linguistics, pedagogy, translation, and literature of the following Western languages: English, French, German, and Spanish; and 2) perform a meta-analysis of the acquired data to draw an overall landscape of the …

Eastern Languages And Literature Research In Thailand : Past, Present, And Future Perspectives From 25 Years Of Research, Sansanee Ek-Atchariya, Somkiat Chawengkijwanich, Kanokwan Laohaburanakit Katagiri, Aroonwan Kongmebhol, Ruttapond Swanpitak, Sompornnuch Tansrisook, Pitchaya Vipaveenukul, Piyanuch Wiriyaenawat

Manusya, Journal of Humanities

This study examines the evolution of Chinese, Japanese, and Pali and Sanskrit language and literature research in Thailand over the past 25 years (1998–2022). Drawing from research articles, theses, and academic journals, it highlights the unique strengths and trends of each field. Chinese research demonstrates dynamic growth, driven by applied linguistics and educational innovations. Japanese research shows steady development, focusing on education research and analyses of individual literary works. Pali and Sanskrit research excels in cultural preservation and religious studies, reflecting Thailand’s deep-rooted connections with ancient Indian traditions. This comparative analysis underscores the shared focus on applied research and localization …

Structured Laser Vision-Based Measurement Of Gta-Weld Pool, Gang Zhang, Jianbo Wang, Yu Shi, Ding Fan, Yuming Zhang

Electrical and Computer Engineering Faculty Publications

The current study of weld pool fluid dynamics in arc welding focuses on the numerical model establishment and simulation, and the x-ray combined with particle trace imaging observations, there is no real-time monitor and quantitatively characterize the weld pool flow behavior in welding process for controlling the weld quality. This study develops an innovative structured laser vision-based sensing system for three-dimensional (3D) reconstruction and quantitative analysis of weld pool surface topographies in gas tungsten arc welding (GTAW). Through characterization of dynamic weld pool morphologies, two novel parameters are proposed: the surface convexity variation rate (R_h) and fluid …

Vegetation Species And Bed Position May Drive Epifaunal But Not Nekton Habitat Use In Estuarine Submerged Vegetation In The Mobile-Tensaw River Delta, Alabama, Steven Vroljik, Kathryn O'Shaughnessy, Ashley Mcdonald, Zoey Hendrickson, Bethany Kiley, Anna Reimer, Sierra Robertson, Samantha Smith, Edward Sullivan, Charles Martin

Gulf and Caribbean Research

Submerged aquatic vegetation (SAV) supports nekton and epifaunal macroinvertebrates, sustaining food webs and ecosystem services in estuaries. Invasive SAV can alter these dynamics by displacing native vegetation and restructuring communities. In Alabama’s Mobile-Tensaw Delta (MTD), Eurasian milfoil (Myriophyllum spicatum) is rapidly expanding and outcompeting native wild celery (Vallisneria americana). This study compared nekton and epifaunal assemblages between M. spicatum and V. americana, focusing on edge versus interior positions. Nekton surveys identified 22 taxa (M. spicatum, n = 13; V. americana, n = 18), but assemblages did not differ significantly between vegetation types …

I And Ai: Human Personhood In An Age Of Artificial Intelligence, Jonathan A. Powers, Daniel H. Strait

Academic Books

No abstract provided.

Practicing Law From Home During The Pandemic: Findings From The University Of Michigan Law School Alumni Survey, David L. Chambers

Bibliography of Research Using UMLS Alumni Survey Data

The University of Michigan Law School, through its Alumni Survey Project, conducts annual surveys of its graduates regarding their current work and their careers as a whole.  In the surveys conducted in 2022, 2023, and 2024, the Project included questions about the impacts of the coronavirus pandemic on various aspects of graduates’ work – their productivity, their co-worker relationships, their client relationships, the balance of their work and family life, and their income – as well as on their work experience overall. 819 graduates who had practiced law fulltime during the pandemic responded to the questions and more than half …

Thrive Together: A Culturally Responsive Group Intervention To Support Emotional Regulation And Behavioral Health Among Underserved Middle School Youth, Cherish Harris

Psychology Doctoral Specialization Projects

Mental health concerns among children and adolescents continue to represent a significant public health concern, particularly among underserved and minority youth who experience disproportionate exposure to systemic inequities, chronic stressors, and barriers to mental health care. Schools frequently serve as primary points of contact for youth experiencing emotional and behavioral difficulties; however, many settings lack accessible interventions that adequately address both internalizing and externalizing concerns. The purpose of this doctoral project was to develop Thrive Together, a culturally responsive group intervention designed to support middle school students experiencing emotional, behavioral, and interpersonal challenges. The intervention was developed in response …

Table Of Contents, Loyola Consumer Law Review

Loyola Consumer Law Review

No abstract provided.

Subversion By Design, Daniel Nicastro

Loyola Consumer Law Review

Dark patterns, in the words of the design expert who coined the term, are ".. . tricks used in websites and apps that make you do things that you didn't mean to, like buying or signing up for something."¹ The FTC, in its 2022 Staff Report on the subject, defined them similarly as ". . . design practices that trick or manipulate users into making choices they would not otherwise have made and that may cause harm."² Endemic to the digital retail space, dark patterns subvert consumer decision making, resulting in inflated spending, widespread privacy violations, and the …

The Limits Of Privacy Protection: Why Ai Chatbots Demand Coppa Changes, Jacob Yeskis

Loyola Consumer Law Review

No abstract provided.

Changes In Telehealth Usage Among Medicaid Beneficiaries With Mental Illnesses In A Rural State: An Analysis Of Kentucky Medicaid Dataset Over 5 Years (2018–2022), Chizimuzo T.C. Okoli, Tianyi Wang, Bassema Abufarsakh, Sarret Seng, Zainab Almogheer, Jarrah Al-Kayed, Pooja Bhattarai, Holly Stith, Andrew Makowski

Nursing Faculty Publications

Introduction: Accessing mental health care remains challenging for Medicaid beneficiaries with mental illnesses (MI) in rural settings. The COVID-19 pandemic prompted telehealth service expansion through temporary policy changes and shifts in health care delivery. Despite the increased availability of telehealth as a modality to address disparities in health care access, telehealth adoption and associated use are inadequately explored among Medicaid beneficiaries with MI in Kentucky.

Objective: To examine trends and factors associated with telehealth use by residence status among Kentucky Medicaid beneficiaries with MI.

Design: A retrospective analysis of Kentucky Medicaid claims data obtained from 174,354 beneficiaries aged 18 years …

Ceo Compensation Changes Following Acquisitions, Leonce Bargeron, David J. Denis

Finance and Quantitative Methods Faculty Publications

We find that CEO compensation increases following acquisitions only in those deals in which acquirer stock is used as the method of payment. These compensation increases are driven by increases in equity-based compensation and are concentrated in riskier acquirers, in riskier acquisitions, and in acquirers whose CEOs have low exposure to the stock price. We find little support for traditional agency cost explanations of changes in CEO pay following acquisitions. However, our findings are broadly consistent with compensation changes representing a contracting solution to a two-sided adverse selection problem that is present only in stock acquisitions.

Aging On The Fringes: Understanding Inequities Among Older Adults Impacted By Poverty, Mental Health Challenges, And Drug Use, William O’Leary, David Howson-Jan, Marjorie Knight, Soo Chan Carusone

Lyle S. Hallman Social Work Faculty Publications

This report provides an overview of government reports and academic literature examining aging and its intersection with poverty, homelessness, drug use, and mental health challenges. It pairs national and Ontario trends with data from Waterloo Region to illustrate how aging on the fringes is unfolding locally.

Throughout the report, “Local Lens: Waterloo Region” callouts highlight key regional indicators and their implications for programs and policy. The purpose of this report is to support discussion and action to advance equity-informed research and advocacy for people aging on the fringes. It is written for community members, service providers, and organizations seeking to …

Adding Family Complications To Birthright Citizenship, Scott Titshaw

Articles

On the first day of his second administration, President Trump issued an executive order purporting to restrict citizenship of U.S.-born children based on their parents’ citizenship or immigration status. In the process, it discriminates between mothers and fathers and adopts genetic definitions of “mother” and “father” to exclude any parent, who is not the child’s “immediate … biological progenitor.”

Courts and scholars have condemned this attempt to restrict birthplace citizenship as a violation of both the Fourteenth Amendment and the Immigration and Nationality Act. Yet there has been little, if any, discussion of the new family-based conditions in the order. …

Critical Lawyering Pedagogy: Transformational Legal Education, Carolyn Grose

Faculty Scholarship

In an era marked by democratic backsliding, systemic inequality, and widespread disillusionment with legal institutions, traditional legal education has proven not merely inadequate, but actively complicit in reproducing the institutional norms, professional identities, and hierarchies that have enabled democratic erosion and the misuse of law as a tool of exclusion and domination.

This Article describes a comprehensive, justice-oriented framework that reimagines the structure, content, and outcomes of legal education to better meet those needs. Critical Lawyering Pedagogy (CLP) draws from Critical Pedagogy, Narrative Theory, and Critical Lawyering and challenges the entrenched hierarchies and exclusionary norms that dominate most law schools …

Labor Market Impacts Of Immigration Enforcement: Evidence From The Second Trump Administration, Rachel Letts

Economics Honors Papers

The onset of the second Trump Administration saw a stark immigration policy shock in the U.S. with record numbers of Immigration Customs Enforcement (ICE) detentions. This paper seeks to understand the labor market impacts of this immigration enforcement that have disproportionately affected the risk of being detained for non-white individuals. To estimate the effect of this policy shock, a triple difference model is used comparing non-white individuals to white individuals living in Metropolitan Statistical Areas (MSAs) with above or below average concentrations of immigration detentions before and after this immigration shock. The regression analysis finds that since the beginning of …

Entre Nos: A Three-Part Study Exploring The Experiences Of The American Association Of Hispanics In Higher Education Members, Monique Posadas

CGU Theses & Dissertations

Membership and participation in national associations or professional societies are the cornerstone of academic and career advancement in higher education. These organizations allow faculty and career professionals to connect and grow their networks. However, like other social structures, they can also reflect, reinforce, and reify exclusionary colonial, hegemonic norms. Professionalization for people of color in the academy, through formalized organizations and societies, was grossly delayed, despite the emergence of “mother societies” at the turn of the century. Academics of color took matters into their own hands to build professional networks. While associations are assumed to be academic and professionally rich …

Blazing Turquoise And Coral Light Jewels Of Veiled Empowerment: Buddha Ye Shes Mtsho Rgyal (ཡེ་ཤེས་མཚོ་རྒྱལ) And Saint Hildegard Von Bingen In The Lotus Of Ever-Excellent Feminist Dialogue, Janice Leigh Poss

CGU Theses & Dissertations

This Women's and Gender Studies in Religion dissertation seeks to restore awareness of women's religious leadership using the actual embodied experience of Yeshe Tsogyal and Hildegard von Bingen embedded in the philosophical terms Erlebnis (German), Padartha/Bhava (Sanskrit), and srid pa (Tibetan). Brief definitions are: Erlebnis as enthusiastic, lived experience and awareness, Padarthas as categories of real things or actualities, Bhava as the act of emotional or spiritual feeling, and Srid pa as becoming in possibility. Drawing on the above four terms encapsulated in a feminist transnational and intersectional methodological framework, this project reinforces women’s authority and influence in religion as …