Digital Commons Network^™

From Nature To Finance: The Language Of Environmental Governance Through Unep Reports, Elizabeth Aiken

IPHS 200: Programming Humanity

This project applies the computational text analysis methods from Franco Moretti and Dominique Pestre's "Bankspeak" to examine how the United Nations Environment Programme’s (UNEP) language has evolved in its annual reports from 1975 to 2024. Founded in 1972 as the UN’s main environmental authority, the UNEP plays a vital role in global discourse surrounding climate change and environmental challenges. Using Python-based computational methods to track word frequencies, semantic clusters, and grammatical patterns across five decades of annual reports, this analysis reveals three distinct linguistic periods. These periods include an early period (1975-1989), which emphasizes nature and scientific terms, a middle …

Emotional Stability And Deception In Multi-Agent Ai Negotiations Tracking Emotional Drift, Persuasion And Influence Using Valence-Arousal-Dominance, Godwin Idowu

IPHS 200: Programming Humanity

Today, large language models are often applied as smart agents who are capable of communicating, negotiating and making decisions together in the same space. In this work, I designed a test scenario where three different AI agents, having different goals, a cooperative helper, a competitive maximizer, and a deceptive agent, are sharing resources in a number of rounds. I would like to observe how the different goals of the agents affect the emotions of the agents. Each time the agents meet, I interpret their communications to assign them numerical values that measure the intensity of their perceived positivity, excitement, or …

The Fear Factor: Exploring The Experiences Of Fear Of Secondary School Teachers, Kelly J. Raines

Doctor of Education (Ed.D)

Fear can be a powerful catalyst for cognitive potential, or a potent agent of havoc. This descriptive (transcendental) phenomenological study aimed to understand the phenomenon of fear experienced by teachers in public and private secondary schools in Central Florida. Semi-structured interviews collected data from the purposive sample, and the data were thoroughly analyzed using Colaizzi's (1978) model. The emergent essence of the lived experience of teachers identified the phenomenon of fear as the inducement of a debilitating sense of powerlessness that diminishes self-confidence and self-efficacy, resulting in emotional, cognitive, and/or physical impairments that directly affect the metacognitive potential of teachers. …

Much Ado About Critical Race Theory, Matthew Patrick Shaw

Vanderbilt Law School Faculty Publications

This Article offers novel observation and critical intervention in the challenge to state laws which have been adopted, allegedly, to prevent the teaching of critical race theory

(CRT) in public schools. Against the trend of recent scholarship that understands these laws as curricular censorship of topical subjects and seeks to contest their validity on those grounds, this Article more accurately identifies them as pedagogical censorship: Limits on teaching methods, which raise different, potentially more dispositive questions about the states’ educational decision-making authority—questions that the U.S. Supreme Court has long sought to avoid. But exposing these so-called “anti-CRT” laws as neither …

Ethical Sourcing In The Context Of Health Data Supply Chain Management: A Value Sensitive Design Approach, Camille Nebeker Edd, Ms, Ellen Wright Clayton, Et Al.

Vanderbilt Law School Faculty Publications

Abstract

Objective

The Bridge2AI program is establishing rules of practice for creating ethically sourced health data repositories to support the effective use of ML/AI in biomedical and behavioral research. Given the initially undefined nature of ethically sourced data, this work concurrently developed definitions and guidelines alongside repository creation, grounded in a practical, operational framework.

Materials and Methods

A Value Sensitive Design (VSD) approach was used to explore ethical tensions across stages of health data repository development. The conceptual investigation drew from supply chain management (SCM) processes to (1) identify actors who would interact with or be affected by the data …

Domestic Stability And International Trade Order, Sannoy Das

Vanderbilt Law School Faculty Publications

This Article challenges the theoretical frameworks through which we have so far apprehended the crisis of the liberal international trade and economic order, precipitated by relentless unilateral action--whether tariffs or industrial policy--especally in the United States. It argues that the conventional concerns about unilateralism overlook the ways in which unilateraism has been--and can be-- a foundation for international order rather than its antithesis. Our contemporary difficulty is that we typically understand unilateral action as a breach of an international norm. This way of thinking follows from nineteenth-century liberal internationalism. But a deeper tradition in the law of nations shows that …

Resilient Families, Thriving Communities, Melanie Phillips

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: My goal as a future marriage counselor is to reduce the number of marriages that end in divorce in my community. I aim to achieve this through preventative measures designed to increase relationship resilience and promote the overall well-being of families and the community. Significant Findings: This paper explores the rising divorce rates in Thatcher, Arizona, and highlights preventative measures to strengthen marriages in order to reduce marital dissolution. Key findings suggest that proactive interventions, such as marriage education programs and the passing of pro-marriage public policies, are more cost-effective than addressing the consequences of divorce (U.S. National …

Housing Instability And The Prevention Of Recidivism In Travis County, Helen Carter

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: To reduce and prevent homelessness for those individuals being released from incarceration to aid recidivism prevention, through the expansion and maximization of re-entry programs prior to release. Significant Findings: Both homelessness and recidivism are significant problems in the Travis County area. Data showed over 6,000 individuals were unhoused per day in 2024 (ECHO, n.d.), with recidivism costing the state of Texas almost $370 million per year. There is also a strong association between having been incarcerated, being unhoused, and subsequent recidivism, with a 10 times higher likelihood of being homeless (Couloute, 2018). In addition, this demographic faces many …

Implementing Support Groups For Young Adults With Chronic Illness In Paris, Tn, Jessica Pickel

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: To establish peer-led support groups for adults aged 18-35 with chronic illness in Paris, TN, preventing isolation and improving mental health outcomes through community connection. Significant Findings: Young adults (18-35) with chronic illness in Paris, TN, experience severe isolation (75% report disconnection), 60% lower treatment adherence, and higher ER visits due to unaddressed age-specific needs and cultural barriers for African American subgroups (Anderson & Williams, 2023; Williams & Hernandez, 2023; Taylor & Green, 2022). Evidence confirms peer support reduces loneliness by 70% within three months and delivers 4:1 healthcare savings (Harrison & Lopez, 2023; Johnson & Patel, 2023). …

Addressing Mental Health And Homelessness In The Lower Valley, Viere Arellano-Almazan

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: To reduce homelessness in the Lower Yakima Valley by implementing early intervention and culturally responsive mental health prevention strategies that enhance access to care, reduce stigma, and strengthen community resilience. Significant Findings: The Lower Yakima Valley faces significant challenges in addressing the intersection of mental health and homelessness due to limited access to culturally and linguistically appropriate care. Research indicates that rural residents particularly Hispanic immigrant and farmworker populations experience elevated levels of psychological distress, stigma, and barriers to accessing services (Armstrong et al., 2022). Applying the Social-Ecological Model has illuminated how multiple interconnected factors influence vulnerability, including …

From Exclusion To Inclusion: Employment As A Mental Health And Public Health Priority In Charlotte, Nc, Rozelle K. Gipson

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: The goal of this Social Change Portfolio is to identify prevention-focused strategies that reduce unemployment among neurodivergent individuals with Autism, ADHD, and intellectual developmental delays by promoting inclusive hiring practices, creating access to vocational training and workplace accommodations, encouraging employers to adopt neuro-affirming practices, and equipping counselors to support clients in navigating employment challenges and advocating for workplace inclusion. Significant Findings: In Charlotte, North Carolina, many neurodivergent people, including those with autism, ADHD, or intellectual disabilities, continue to face major challenges finding and keeping steady jobs. Across the country, about 85 percent of autistic adults are unemployed, one …

Supporting Youth Through Violence And Loss, Tiara Bolden

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: The goal of this prevention portfolio is to strengthen protective factors for adolescents in Richmond, Virginia, who have experienced violence or loss. The focus is on reducing emotional distress, strengthening resilience, and promoting healthy development among youth who have been affected by community trauma. Significant Findings: Youth in Richmond are disproportionately affected by poverty, violence, and exposure to loss, which contribute to high rates of depression, anxiety, and emotional distress. The City of Richmond Community Health Needs Assessment (2022) found that nearly 29% of youth live in poverty, while the Virginia Youth Risk Behavior Survey (2023) reported that …

Preventing Fentanyl Overdose Deaths In Akron, Ohio: A Community-Based Social Change Initiative, Cecil Mcnulty

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: The goal for this Social Change Portfolio is to reduce the alarming number of fentanyl overdose deaths in Akron, Ohio, through prevention, education, and strengthened community support systems. Significant Findings: This paper examines the high rate of fentanyl overdoses in Akron, Ohio, and how communities are deeply impacted by the opioid crisis, with fentanyl-related overdoses emerging as the leading cause of preventable death. Fentanyl, a synthetic opioid significantly more potent than heroin and morphine, has skyrocketed overdose fatalities both nationally and locally, with Summit County reporting overdose rates higher than national averages (County Health Rankings & Roadmaps, 2018). …

Veteran Suicide Prevention In Central Florida, Michael Terkos

Selected Social Change Portfolios in Prevention, Intervention, and Consultation

Goal Statement: The goal of this project is to reduce suicide rates among veterans in Central Florida by strengthening protective factors, increasing access to culturally competent, trauma- informed care, and fostering community-based resilience networks that connect veterans, families, and local agencies. Significant Findings: Veteran suicide remains a critical public health concern in Florida, which continues to rank among the states with the highest veteran suicide rates (Florida Department of Health, 2025). Research indicates that approximately 17 veterans die by suicide each day nationwide (U.S. Department of Veterans Affairs [VA], 2022). Key risk factors include post- traumatic stress disorder (PTSD), depression, …

Tutoring Online During The Covid-19 Pandemic: Use Of Critical Incidents To Improve Practice, A.E. Dreyfuss, Jose Armando Sanchez Diaz, Barakat Adigun, Helen Baraki, Thalyia Thompson

Publications and Research

Developing expertise in the practice of online tutoring is presented by peer tutors who provided support to students with synchronous sessions with the onset of COVID-19. The experiences and learning of peer tutors were probed through the use of critical incidents (Flanagan, 1954), and how weekly training meetings provided support to them, creating a collaboration among the tutors and the training manager.

Recent Developments: Davis V. State, Morgan Love

University of Baltimore Law Forum

No abstract provided.

Multilateral Organizations And Health Emergency Management During Crisis: The Case Study Of The World Health Organization During Covid-19 Pandemic, Aya Helmy Hamada

Theses and Dissertations

Multilateral organizations, such as the World Health Organization (WHO), play a key role in managing health emergencies during crises. During the COVID-19 pandemic, WHO achieved significant progress by supporting countries with technical assistance, guidelines, and essential resources. As well as providing technical guidance, sharing information, and coordinating among member states. This experience highlighted the importance of WHO in tackling global public health problems and showed how multilateral collaboration can help address complex challenges. Moreover, risk and crisis communication proved to be a critical part of WHO’s response, ensuring that clear and timely information reached the public and stakeholders. Despite these …

Attribution As Architecture In The Digital Age, Laura A. Heymann

Faculty Publications

As technology changes, one thing remains constant: human creators seem to care about attribution, whether as creators or as audience members. Current U.S. law lacks the means for many creators to effectively address attributional interests, and experience has shown that top-down, imposed technological solutions can fail to gain the necessary buy-in and adoption. The best approach, examples suggest, is for platforms to think of attribution as part of the architecture of their systems, but to take their cues from user-developed, individualized solutions, which will not only be more responsive to user interests but also allow adaptation as interests change and …

Supporting Young Children’S Composing Practices Through Pre- And Post-Writing Conversations, Jackie Ridley, Rebecca Rohloff, Xiao Zhang, Margaret Quinn

Journal of Response to Writing

In this teaching tip, we propose purposeful pre- and post-writing conferences as a teacher practice to support young children’s early writing practices. We share how teachers can facilitate children’s idea development through conversational moves during writing conferences and provide a model for what this could look like using a task-based composing prompt.

“What Grade Do You Feel You Earned?” Integrating Student-Led Grading With A Labor-Based Grading Framework, Megan Von Bergen

Journal of Response to Writing

This brief article discusses the advantages of using a student grade proposal within a labor-based grading framework, focusing on how the grade proposal may reinforce the equity-related aims of labor-based grading and hone students' ability to self-assess. The article discusses the learning outcomes of the grade proposal and its process, then ends with a sample grade proposal.

The Importance Of Self-Care To Avoid Teacher Burnout, Lindsey Brittain

Master's Theses & Capstone Projects

Schools across the world are facing the increasingly significant issue of teacher burnout and the ability to retain good teachers. The problem is teachers are experiencing heightened levels of stress, emotional exhaustion, and a lack of motivation in the classroom. Not only is this detrimental to their well-being but it also affects their students. Research has shown that self-care practices can help prevent burnout, but many teachers find it hard to implement these consistently for various reasons. This study aimed to find out how teachers experience burnout and the self-care practices they use to manage stress by using a mixed-methods …

Attachment Styles Connection To Teacher Burnout, Erica Jaeschke

Master's Theses & Capstone Projects

Teacher burnout has become a concern, as teachers are leaving the classroom more frequently than in the past. A teacher's attachment may be associated with the development and persistence of teacher burnout. The problem with this topic is that teachers are leaving the classroom at alarming rates, which is problematic because schools will not have the support they need to educate future generations. This study aims to determine whether teacher burnouts are associated with specific attachment theories. A quantitative method was employed through voluntary survey questions, and 18 teachers participated.

Employing Local Partnerships To Cultivate Student-Centered Business Curriculum, Emily A. Blok

Master's Theses & Capstone Projects

Students sitting in high school business classes are often distracted, dissatisfied, and bored with the curriculum that teachers are expected to teach. There is a lack of resources and time when it comes to truly engaging students and preparing them for their futures, but research has shown that many students often pursue degrees or some element of business in their post-secondary education, not to mention the skills and capacities developed in business classes make their way into every student’s daily life. This study aims to identify the curriculum that would be best for high school students to engage in, so …

The Impact Of Play-Based Learning On Preschool Engagement And Goal Progress, Jennifer Martin

Master's Theses & Capstone Projects

This capstone research project explored the impact of play-based learning on preschool student engagement and progress toward individualized learning goals. Data points were collected using both quantitative and qualitative methods, including observational charts and anecdotal notes. Findings indicated that structured play opportunities increased peer interaction, persistence, and sustained engagement for students’ who initially demonstrated low participation with activities and with peers. The results suggest that intentional play-based learning environments provide natural opportunities for children to make measurable progress toward their developmental goals. Implications for practice, limitations of the study, and recommendations for future research are discussed.

Cooperative Learning And The Impact On Student Engagement, Erin Pint

Master's Theses & Capstone Projects

Cooperative learning is an essential instructional approach that supports student engagement. There is limited implementation of this learning method in the classroom which leads to students lacking motivation and opportunities to collaborate with their peers. Research has shown that when teachers incorporate cooperative learning experiences, students demonstrate increased participation which leads to deeper understanding of the content. This inquiry-based research study aims to determine whether cooperative learning can improve student engagement. The study utilized a qualitative approach, using both student and educator surveys as well as field notes. Findings revealed that most students prefer learning alongside at least one peer …

Improving The Use Of Evidence To Support Historical Arguments In A Secondary Classroom, Dylan Vandyke

Master's Theses & Capstone Projects

The study of history is too often relegated to the basic skills of memorization and summarization. Teaching students history, however, should not be just memorization. Research has shown that the ability of students to take multiple perspectives, analyze cause and effect, and make well-reasons assertions is much more valuable than basic memorization. Tying all these skills together is the concept of being able to present an argument with specific supporting evidence that helps to prove the point. Many freshmen in entry-level high school history courses struggle to use this skill well. This inquiry-based research study aims to help understand why …

Effective Strategies For Creating Inclusive Ell Curricula In Multicultural Classrooms., Katie Struck

Master's Theses & Capstone Projects

This inquiry-based capstone project examines effective strategies for creating inclusive curricula for English Language Learners (ELLs) in multicultural classrooms, with a focus on leveraging students' first languages (L1) to reduce language barriers and promote motivation, cultural representation, and equitable academic outcomes. Amid the rapid growth of ELL populations in U.S. schools—from 8% to nearly 10% of public enrollment between 2000 and 2016—educators in regions like northwest Iowa face challenges in meeting diverse social and academic needs. A literature review synthesizes recent studies on supporting ELL demographics, preparing school staff, addressing barriers, and implementing evidence-based programs and practices. Conducted in a …

The Anchor: October 2025, Hope College

The Anchor: 2025

The Anchor began in 1887 and was first issued weekly in 1914. Covering national and campus news alike, Hope College’s student-run newspaper has grown over the years to encompass over two-dozen editors, reporters, and staff. For much of The Anchor's history, the latest issue was distributed across campus each Wednesday throughout the academic school year (with few exceptions). In recent years The Anchor moved to monthly print issues and a more frequently updated website. The Anchor is now published in print twice per academic semester. Occasionally, the volume and/or issue numbering is irregular.

Domestic Military Deployments After Trump V. United States, Chris Mirasola

William & Mary Law Review

The current legal regime governing domestic military deployments was, largely, born of the Civil War. While conflict was ongoing, Congress enacted what are now a pair of statutes criminalizing military interference with federal elections. And as a coda to Reconstruction, Congress criminalized using the military as a civilian law enforcement force. Over the past 160 years, successive Congresses and Presidents have steadily chipped away at these crucial criminal-law protections. In 2024, the Supreme Court’s decision in Trump v. United States further undermined the limitations that remained.

In Trump, the Supreme Court held that Presidents enjoy, at minimum, a presumption …

Antibiotic Treatment Duration For Isolated Methicillin-Susceptible Staphylococcus Aureus Native Tricuspid Valve Endocarditis, Sami El-Dalati, Bennett Collis, Evan Hall, Talal Alnabelsi, Chloe Cao, Meredith Johnson, John Gurley, Luke Strnad, Hassan Reda, Michael Sekela, Armaghan E.Rehman Mansoor, David Olafsson, William Harris, Bobbi Jo Stoner

Surgery Faculty Publications

Background MSSA tricuspid valve infective endocarditis (TVIE) is associated with significant morbidity and there is not consensus surrounding the optimal duration of antibiotic therapy. We report the outcomes of treating MSSA TVIE endocarditis using a multidisciplinary team and cardiovascular infectious diseases consult service. Methods Patients were identified from the multidisciplinary endocarditis team registry in a single-centre retrospective study. Results Between 7 September 2021 and 7 September 2024, 34 patients, including 27 who inject drugs, with isolated native MSSA TVIE were identified. Patients received a median of 28 days (IQR 11–41) of antibiotics and 50% transitioned to oral antibiotics for a …