Digital Commons Network^™

Streamlining Client Information For Post-Conviction Relief In Monterey County, Selena Lopez Arizmendi

Capstone Projects and Master's Theses

This capstone project addresses barriers to record clearing services that impact recidivism and reentry outcomes in California. Individuals with criminal records often face challenges in securing employment, housing, and stability, increasing the likelihood of continued justice system involvement. The Clean Slate Program at the Monterey County Public Defender’s Office provides post-conviction relief services to help reduce these barriers. Although Proposition 47 funding ended in February 2026, program services have continued. This project identified a need for a standardized, client-friendly informational resource, as key information has historically been communicated verbally, limiting understanding and retention. To address this gap, a concise Clean …

Autonomous Deficiency Detection And Vision-Language Summarization For Underground Infrastructure On Embedded Edge Systems, Johny Lopez

LSU New Orleans Theses and Dissertations

Aging underground infrastructure poses significant risks to public health and environmental safety, yet structural condition assessment remains bottlenecked by labor-intensive manual CCTV inspections. This thesis proposes a comprehensive algorithmic framework enabling fully autonomous, real-time deficiency detection, geometric assessment, and natural language reporting on resource- constrained edge computing platforms. Three core components address this challenge. First, RAPID-SCAN, a novel semantic segmentation architecture utilizing a Dynamic Feature Pyramid Network and Channel-Spatial Attention, achieves real-time, pixel-precise defect localization with dramatically reduced parameters. Second, an Edge-Optimized Vision-Language Model pipeline employing LoRA and 4-bit QLoRA quantization compresses Phi-3.5 for local deployment, en- abling autonomous technical …

Gun Violence Prevention In The Christian Church: A Deductive Content Analysis Of Faith-Based Firearm Education Resources, Sarah Winn

Graduate Theses and Dissertations

This thesis analyzed whether Christian faith-based curricula and toolkits regarding firearm safety and violence prevention align with established best practices in public health, social work, and education research. Previous research has explored the prevalence and impact of gun violence, best practices regarding gun violence and safety interventions, the effectiveness of churches as public health initiative partners, and the relationship between Christianity and views on firearms. In this study, qualitative deductive content analysis indicated that faith-based gun violence prevention toolkits are strongly oriented toward advocacy, community mobilization, and public health framing. At the same time, gaps remain in their integration of …

From Classroom To Courtroom: How Educational Strains Shape Juvenile Delinquency, Hailey Elizabeth Houston

Graduate Theses and Dissertations

Juvenile delinquency is a significant social issue with consequences that extend into adulthood and impact future success of youth. Although prior research has explored various factors that affect juvenile delinquency, notable gaps remain – notably a lack of literature on how educational strain effects juvenile delinquency with a focus on rural areas. This study addresses these gaps by examining the effects of educational strain, such as poor academic performance and lack of teacher support, on rural adolescents’ engagement in juvenile delinquency. Data for this study was obtained from the 2023 National Survey on Drug Use and Health (NSDUH), an online …

2026 Spring Commencement Program, The University Of West Alabama

Commencement Programs

No abstract provided.

Understanding And Managing Stress In The Public Sector: A Focus On Municipal Government, Emmanuel N. Asante

Master of Public Administration for Senior Leadership

This Capstone examines workplace stress among municipal government employees, using the City of Worcester, Massachusetts, as a practical case study. Municipal employees play a critical role in delivering essential public services, yet they often work under challenging conditions, including heavy workloads, limited resources, strict rules, and high public expectations. Over time, these pressures can negatively affect employee well-being, job performance, and the quality of services provided to residents.

The purpose of this project is to understand better the causes and effects of workplace stress in local government and to identify practical ways municipalities can address it. The study uses an …

The Investigation Of The Digital Divide: Government Literacy With African American Seniors, Jenettie Pirtle

Theses

My thesis, The Great Divide: An Investigation of Digital Literacy with African American Seniors, explores how race, age, and income shape access to technology and digital learning. Many African American seniors continue to face barriers to digital literacy due to limited resources, lack of exposure, and social inequalities. Using a qualitative approach, I conducted a focus group to hear directly from seniors about their experiences with technology, what challenges they face, how they feel about using it, and what support they need. Guided by Critical Race Theory and the concept of digital inequality, my analysis highlights the gap between access …

Putting Labour Law To Work: Imperative Of Race Conscious Labour Law, Harshini Arumugam

Dalhousie Law Journal

History shows that race and labour are deeply connected in Canada. For the labour movement to advance racial equality, it must contend with this reality. Through a critical race analysis, this paper examines how race-evasive approaches in labour laws and practices have contributed to systemic racial inequality. It argues that race-conscious strategies are essential for addressing the specific experiences and needs of racialized workers. By leveraging existing legal tools and intentionally incorporating race-conscious approaches into areas such as collective bargaining, the collective agreement, and the duty of fair representation, labour law can be a powerful mechanism for achieving racial justice …

Police, Punishment, And Mental Health: Examining The Effects Of School-Based Services On Disciplinary Inequities, Jessica Peña

Dissertations

The purpose of this study was to examine how school-based law enforcement officer (LEO) staffing ratios and school-based mental health provider (MHP) staffing ratios were associated with disciplinary disproportionality for students of color, and whether MHP staffing moderated the relationship between LEO staffing and disproportionality using a comprehensive national dataset. The following research questions guided this study:

Q1 Does disciplinary disproportionality exist in exclusionary practices within the current educational system?

Q2 How are ratios of school police officers related to disciplinary disproportionality?

Q3 How are ratios of school-based MHPs related to disciplinary disproportionality?

Q4 Does the ratio of school-based MHPs …

Against Their Own Interests? Latinos And The Rightward Shift, Marianna S. Visbal

Honors College Theses

This study examines whether Latino voters in the United States are acting against their self-interests when supporting right-wing Republican candidates, particularly in recent elections characterized by increased Latino support for figures like Donald Trump despite harmful rhetoric. While existing literature and public discourse often assume that Latino voters share a clear set of interests aligned with progressive politics, this research questions that assumption. Motivated by underrepresentation in political research and personal observations within Latino communities, I explore how political self-interest is defined and understood. Using qualitative expert interviews with Latino elected officials, journalists, and political professionals based in New York …

One Step At A Time: Duquesne University's Thirteenth Greenhouse Gas Emissions Inventory, Marie Ferrick, Sydney Stahl

Duquesne University Greenhouse Gas Inventories

The thirteenth greenhouse gas (GHG) emissions inventory was conducted for fiscal year 2025 (FY25), which began on July 1, 2024, and ended on June 30, 2025. Assembled by graduate assistants Marie Ferrick and Sydney Stahl at the Department of Civil and Environmental Engineering and Science, these findings were compared with those derived from the previous inventories to assess trends in Duquesne University’s GHG emissions. Furthermore, this inventory discusses options for reducing Duquesne’s carbon footprint in future years. Duquesne University’s total market-based GHG emissions were 83,848.97 MT eCO2 for FY25. After calculating the full-time student equivalent and the full-time faculty/staff equivalents, …

Improving Online Political Discussion With Automated Bot Intervention, Bethanie E. Hackett

Departmental Honors & Graduate Capstone Projects

The quality of political discussions occurring on online platforms or social media sites has been deemed quite poor. To address this issue, I investigated whether a Large Language Model (LLM) can be used to promote civil and productive political discussions by identifying and responding to unproductive dialogue. I fine-tuned an existing LLM to detect elements of problematic dialogue, namely misinformation, misrepresentation of sources, logical fallacies, bias, and toxic language, and then respond in a corrective yet non-confrontational manner. The resulting model is referred to as FroBot and was evaluated through an experiment in which a human participant was placed in …

Monitoring Streambank Morphology Using Iphone Lidar Technology, Lily C. Stitt

Biological and Agricultural Engineering Undergraduate Honors Theses

Monitoring stream morphology is crucial for maintaining the health and safety of fluvial environments, particularly as these naturally dynamic systems are shifted out of equilibrium due to climate and land-use change. Quantifying changes in stream geometry are useful for infrastructure design, water quality assessment, water resource management, and stream restoration, among other applications. Traditional stream surveying methods contain numerous cost limitations that inhibit affordable and accessible stream surveying needed for evaluating stream geometry with high accuracy and larger spatial scales (>100s of ). In recent years, several advancements have been made in the use of Light Detection and Ranging …

The Undergraduate Education And Scientific Literacy: Exploring How College Influences Student Perception Of Covid-19 Events, Peyton Brooking

Theses/Capstones/Creative Projects

Current undergraduate students received much of their education following the events of the COVID-19 pandemic. Many of these students experienced pandemic events before receiving any or most of their science-based higher education. Exploring their progress through higher education, and how it retroactively influenced their perception of pandemic events, serves as an informative research area. This study explores how undergraduate education in the sciences influences student engagement with complex recent events in science. In addition, this study asked how higher education builds confidence in interpreting this information. Additionally, students were surveyed to understand their scientific literacy baseline at the beginning of …

“Am I A Criminal?”: How College Students Conceptualize Misconduct And Crime, Talia J. Norby

Theses/Capstones/Creative Projects

Institutions of higher education play a critical role in regulating student behavior; however, existing research has given limited attention to how students themselves interpret conduct addressed through campus disciplinary systems. The present study examined how college students differentiate institutional misconduct from crime in university settings and whether those judgments are associated with perceptions of institutional legitimacy. Data was collected through an online Qualtrics survey administered to 146 students at the University of Nebraska at Omaha. Participants were presented with six vignette-based scenarios depicting campus-relevant behaviors and asked to classify each as criminal or non-criminal, rate its perceived severity, and identify …

"Naija First Aid Al" - A Voice-Activated First Aid Assistant In Local Nigerian Languages, Esther Blessing Onoruke

Master of Fine Arts in Digital Media Culminating Experience

There are now major structural obstacles preventing Nigerian households from receiving emergency care right away. Manageable domestic events can turn into avoidable tragedies due to language barriers, delayed emergency response times, and a lack of basic first aid expertise. In addition to these health issues, Gender-Based Violence (GBV) continues to be a serious epidemic where survivors cannot safely seek assistance due to social shame and unequal power dynamics. A contemporary equivalent that is suited to the low-resource settings of today is required, much as the introduction of first aid manuals in 1901 effectively taught the public and democratized emergency care. …

Trailside Waste As An Indicator Of Human Impact: A Case Study Of The Lone Star Hiking Trail, Madison Slater

Theses & ETDs

Long-distance hiking trails provide important recreational and ecological benefits but are increasingly affected by recreation-derived waste. This study assessed the distribution and composition of litter along the 96-mile Lone Star Hiking Trail (LSHT) in the Sam Houston National Forest in the state of Texas. Using a complete trail census approach inspired by prior research on the Pacific Crest Trail (PCT), all encountered waste items were recorded, categorized, and assigned to one-mile transects to evaluate spatial patterns. A total of 327 items were documented, averaging 3.4 items per mile. Waste patterns demonstrated clear clustering near access points like that of trailheads …

A Comprehensive Look At Gaps And Needs In Resources And Services For The Unhoused In Four Counties In Midcoast Maine., Emily Carroll Ma

All Student Scholarship

Homelessness represents a significant public health concern affecting communities across the nation.  This matter requires society’s focus on cities because it is visible to all and represents an obvious public health concern. However, Homelessness is not limited to cities; it impacts people from varied backgrounds and exists as much in rural areas as in urban areas.   Rural homelessness remains insufficiently researched and is frequently misunderstood.  This project looks at one geographic location on the Coast of Maine and assesses the specific barriers and service gaps within this region.

Is Trash Collection A Wicked Problem?, Lucy Duke

Theses & ETDs

This study examines whether the limited waste management policy change in Manatee County in October 2025 reflects an open systems or closed systems approach to policymaking, and what this case reveals about the characteristics of Wicked Problems at the local government level. The service of waste management provides a fruitful site for analysis due to its visibility, impact, operational complexity, and involvement of multiple actors and stakeholders; including county officials, contracted providers, and county constituents. This specific policy change, which was the reduction of trash collection from twice a week to once a week as well as the addition of …

College Of Natural Sciences Spring Newsletter, College Of Natural Sciences

College of Natural Sciences Newsletters and Reports

[Page 1] Dean's Message
[Page] 2 Awards & Recognitions // Student Spotlights
[Page] 3 Zhang Named to Landsat Science Team // The Power of Teaching
[Page] 4 “Science as Art” Competition Welcomes High School Artists
[Page] 5 Testing for “Forever Chemicals” in Surface Water // New Faculty Spotlight
[Page] 6 Ambassador Initiated Outreach
[Page] 7 57th Annual Geography Convention
[Page] 8 Twice the Impact on On Call with the Prairie Doc
[Page] 9 Making Staple Foods Healthier // Halaweish & Cole-Dai Retire
[Page] 10 Drone Day 2026
[Page] 11 Student Research, Scholarship, and Creative Activity Day (SRSCAD)
[Page] 12 Ceremony …

Vol. 16, No. 1, Spring 2026: Table Of Contents, Northern Illinois University Law Review

Northern Illinois Law Review Supplement

No abstract provided.

Are They Really Safe? The Impact Of The Safe-T Act On Victims Of Crimes, Brianna Reed

Northern Illinois Law Review Supplement

Within the past few years, Illinois has gone through a bail reform that has changed how a defendant’s pretrial custody status is determined. This reform has negatively impacted victims, resulting in more safety risks, judicial interpretation, and a decrease in resources. These issues are emerging as practitioners work with victims constantly and information becomes more available to the public. This Article, based in part on interviews with attorneys and victims’ services advocates, proposes remedies that legislators and counties can adopt to help balance the rights of defendants and victims. Some of these remedies include modifying the legislation, adopting different procedures, …

Policing Post-Overdose: Multidisciplinary Teams Are Key To Addressing Illinois’S Opioid Crisis, Natalie B. Thirtle

Northern Illinois Law Review Supplement

The opioid epidemic remains one of Illinois’s most pressing public health and safety crises, with thousands of overdoses reported annually. Illinois’s current State Overdose Action Plan (SOAP) relies on law enforcement to administer naloxone and refer people who use drugs (PWUD) to treatment. Yet, there is research that indicates Illinois police are opposed to these responsibilities due to personal bias, workplace culture, and a lack of training in the science of drug addiction. Some advocates call for decriminalization of drug use, pointing to models in Portugal, Oregon, and California. However, these approaches have struggled in the United States due to …

Mischaracterizing Officer Self-Defense Doctrine In Use Of Force Cases Will Have Catastrophic Effects On Fourth Amendment Analysis, Caleb Sook Yoon

Northern Illinois Law Review Supplement

As raised in Barnes v. Felix, the moment of threat doctrine was coined by the Fifth Circuit’s majority and concurring opinions written by Judge Higginbotham as being a test that only looks to the preceding moments that led to officers’ use of deadly force. This is a mischaracterization of the officer self-defense doctrine under the “totality of the circumstances” test established by Graham v. Connor when evaluating police use of force. Unfortunately, this mischaracterization has been reinforced by SCOTUS during oral arguments and through SCOTUS’s ruling. As the Supreme Court has remanded the case back to the district courts, this …

A Data-Driven Assessment Of Coastal Roadway Vulnerability Using Observed Storm Damage Locations, Jack Kearing

Master's Theses and Capstones

Coastal roadways are increasingly vulnerable to storm impacts and sea level rise. One common failure mode during these events is roadway washout, defined in this study as the physical loss or structural failure of roadway segments due to erosion, overtopping, or hydraulic failure. Washout events can disrupt transportation networks, restrict emergency access, and isolate coastal communities, highlighting the need for improved predictive methods that move beyond index-based assessments toward data-driven identification of vulnerable roadways.This study develops a data-driven framework for assessing roadway washout vulnerability using observed damage data and environmental predictors. Machine learning models, including random forest and decision tree …

Supporting Trusted Recognition And Interpretation Of Data From Events To Enhance Fusion Center And Law Enforcement Insights: Phase 1 Interview Findings, Joel Elson, Erin M. Kearns, Tin L. Nguyen

Reports, Projects, and Research

Suspicious activity reporting (SAR) is a cornerstone of local and national security, yet current systems often fail to capture actionable information or effectively support decision-making. This project aims to modernizes suspicious activity reporting by improving how community-sourced threat information is collected, interpreted, and used—while prioritizing privacy, transparency, and civil liberties. This research brief provides an overview from semi-structured interviews with Fusion Center personnel around the United States to identify commonalities and differences in how SARs and tips/leads are received and processed.

Drug War Repairs Guarantees, Amber Baylor

Faculty Scholarship

Drug legalization, especially cannabis legalization, is a critical step forward in states’ willingness to address systemic disparities, privacy intrusions, violence, and other harms of the drug war. Yet, reforms center on legalization and repair through a narrow lens, focused on changes to the penal code. The public has found that narrow forms of legalization cannot serve their purported reparative purpose. Narrowly drawn legalization is illusory. Drug war harms and punishment for legalized substance use continue. Legalization reforms are vulnerable to political trends, resulting in rollback and retrenchment of drug war operations.

Legalization cannot deliver on its reparative terms without guarantees. …

A Narrative Of The Plague Doctor And How Its Historical Context Translates To The Modern View Of The Plague Doctor, Callie P. Johnston

Honors Theses

The Plague Doctor was once a historical figure who practiced medicine primarily on those infected with the bubonic plague. The plague doctor, as a historical figure and physician, has been transformed in modern culture and media. Originally perceived as a harbinger of both hope and death, the Plague Doctor has undergone a historical transformation from a masked physician to a more stylized character that appears in modern media, digital art, toys, costumes, video games, and popular culture. This thesis examines the evolution of the Plague Doctor from its historical role as a plague physician to its current iconography as a …

Resilience By Living With The Land And Community: A Case Study Of A Local Food Forest, Olivia Beck

Honors Theses

Imagine a public space where food, leisure, outdoor activity, and community engagement occur in one place, all in an urban forest ecosystem. For many, this is a hopeful vision of the future, and that is exactly what the idea of an urban food forest provides. In agroecology, a food forest or forest garden consists of planting diverse edible plants and mimicking the patterns of natural ecosystems. The intricate planning and design ensure the forest is self-sustaining, much like a natural forest, making it very resilient once established. However, they face many challenges and take time to grow and develop to …

Do Clothes Make The Man? Ftm Crossdressing In The 18th-19th C. Anglo-American World, Aidrian Graber

Theses and Dissertations

This paper seeks to analyze the legacy of "Female Husbands" and other female-to-male crossdressers in the 18/19th c. Anglo-American world and how such people can illuminate the field of transgender history.