Digital Commons Network^™

Interoperable Legal Ai For Access To Justice, Drew Simshaw

Scholarly Works

The access-to-justice gap is growing, affecting individuals with both civil and criminal needs in the United States. Though these challenges are multifaceted, procedural barriers in the U.S. legal system can often inhibit access-to-justice efforts. The resulting inequities undermine fairness for those interacting with courts and jeopardize the legitimacy of the broader legal system. Legal technology driven by artificial intelligence (Al) has been heralded for its potential to combat these challenges on three access-to-justice fronts that are often conceptualized in isolation: a consumer (i.e., self-help) front, a legal-service-provider front, and a court front. Progress on each of these fronts is apparent, …

Unreasonable Searches: Something Of The Past, Samantha Brown

Nova Law Review

No abstract provided.

Made In The Usa: A Prison Of Our Own Emissions: Examining The Carbon Footprint Of Mass Incarceration From A Global Perspective, Raina Machisen

William & Mary Environmental Law and Policy Review

Part I will address the concept of Mass Incarceration and carbon footprints. Part II will describe and compare the current energy consumption level of the United States’ prisons and carbon emissions with the United Kingdom’s prisons’ green infrastructure. Part III suggests potential prison programs that encourage both rehabilitation and carbon reduction. Part IV discusses the origins of Mass Incarceration, potential policy solutions to reduce prison populations, and the prospect of repurposing unused prisons.

This abstract has been taken from the author's introduction.

Front Matter

SMU Science and Technology Law Review

No abstract provided.

Ai And Higher Education, Chris A. Kiesling

The Asbury Journal

No abstract provided.

Queer And Thriving: Community As Resilience In An Anti-Lgbtq State, Lauren Aitken

Graduate Thesis and Dissertation post-2024

Lesbian, gay, bisexual, transgender, and queer (LGBTQ) people are subject to unique, chronic, and socially based stressors known as minority stressors. Community can be an important resource for LGBTQ people which can help mitigate the harmful effects of minority stressors. This study sought to understand how minority stressors, such as institutionalized forms of prejudice, discrimination, and violence, affect LGBTQ people in Central Florida and how community connectedness can be used as a resource to mitigate those effects. This study used Central Florida as a research site because of its large LGBTQ population within a state where anti-LGBTQ laws are consistently …

Substance Use In Justice-Involved Youth: The Roles Of Adhd And Cd, Avery Beatty

Open Access Dissertations

The present study aimed to investigate the relationships between ADHD, CD, and comorbid ADHD and CD on cigarette, cannabis, and alcohol use among justice-involved youth (JIY). Data for the present study were derived from a randomized controlled trial (RCT) that compared the effectiveness of various interventions in reducing cigarette use among youth at a state juvenile correctional facility in the Northeastern United States. The total sample (N = 302) comprised incarcerated and detained youth (n = 243) who ranged in age from 13 to 19 years (M = 16.01, SD = 1.01). Additionally, the present finding revealed that the total …

High School Counselor Perceptions Of Trauma-Informed Professional Development And Implementation Of Trauma-Informed Practices In Schools, Kimberly Faulkner-Camacho

Theses and Dissertations

This non-experimental phenomenological study aimed to delve into school counselors’ perspectives on what motivates them to participate in trauma-informed professional development, the necessary supports for implementing trauma-informed practices in schools (TIPS), and the barriers that impede implementation. Drawing on situated learning theory and adult learning theory, this study sought to enhance the understanding of school counselors’ views on trauma-informed professional development and implementation. These frameworks offered valuable insights into how to support counselors and shed light on existing barriers. The study involved 10 traditional public high school counselors from non-charter schools in Los Angeles County, selected through snowball and purposive …

The Assessment Of Implicit Bias Among Police Personnel: A Systematic Review, Emily Deutsch

Theses and Dissertations

Due to the essential and powerful role police officers play within the communities they serve, systematic racism in law enforcement has become a key topic of public discourse, including increased demand for evidence-based changes in police selection. This includes recommendations or requirements to assess implicit bias in police candidates (e.g., California Assembly Bill 846). Implicit bias refers to the spontaneous/automatic associations or evaluations made of members of a particular group (Kim & Roberson, 2021). The California Commission on Peace Officer Standards and Training’s (POST’s) Bias Assessment Framework provides recommendations to police psychologists on the assessment of implicit bias, but curiously …

I Hate Self-Care: A Criminal Defense Lawyer’S Lament, Abbe Smith

Georgetown Law Faculty Publications and Other Works

Don’t get me wrong—I think people should take care of themselves. They should eat well, exercise regularly, and get a good night’s sleep. They should spend time with friends and family. They should have hobbies and interests. With any luck, they should find true love. But in the past decade or two, and especially since the COVID pandemic, there has been a disturbing turn inward. I’m talking about the “self-care” craze, which has become its own pandemic, or at least epidemic.

…

In this Essay, I share my concerns about what I regard to be an excessive focus on self-care …

Pozen And The Puzzle Of Counterfactuals, Louis Michael Seidman

Georgetown Law Faculty Publications and Other Works

The Constitution and the War on Drugs, David Pozen’s carefully researched and brilliantly argued book, is both illuminating and disturbing: illuminating because it unearths forgotten moments when judicially formulated constitutional doctrine that could have ended or sharply restricted the War on Drugs were well within the Overton Window, and disturbing because it surfaces hard questions about historical contingency and the scope of the change that might have occurred in a counterfactual world. In this review, the author argues that the failure to specify both the nature of the counterfactual and the breadth of the alternative possibility have confused discussions …

War Crime Or Ecocide? Ukraine’S Prosecution Of Environmental Crimes Committed By Russian Forces, Michael J. Kelly

Emory International Law Review

No abstract provided.

State Determinants Of Medicaid Fraud Convictions: Insights From Panel Regression Analysis, Kevin Patrick Krantz

Graduate Theses, Dissertations, and Problem Reports (ETD)

Medicaid is the largest public health insurance program in the United States, providing critical coverage to over 78 million low-income individuals, children, and people with disabilities. While Medicaid fraud has received extensive public and political attention, empirical research examining enforcement outcomes across states remains limited. This study analyzes state-level Medicaid fraud metrics from 2010 to 2022 to evaluate how structural and policy changes, particularly rising managed care enrollment and the implementation of the 2010 Affordable Care Act and the 2016 Managed Care Final Rule, have shaped enforcement outcomes. Using random-effects generalized least squares (GLS) and fixed-effects panel regression on a …

Foreword: The Geneva Conventions At 75: Need For Innovation, Michael P. Scharf, Annalie Buscarino

Case Western Reserve Journal of International Law

No abstract provided.

The Geneva Conventions At 75: An Argument That New Legal Authority Is Needed To Fill Critical Gaps, Sandra Hodgkinson

Case Western Reserve Journal of International Law

For seventy-five years, the Geneva Conventions have served as the gold standard of treatment for military forces that take part in hostilities. However, modern developments on the battlefield, including the rise of non-state actors in today’s conflicts, have exposed gaps in the Geneva Conventions that require new legal authority. States should pursue avenues to fill these gaps with binding new legal authority, as well as continue the development of customary international law, and soft-law projects. (Abstract from author.)

New Treaty Law On Autonomous Weapons? An Opportunity To Reframe The Discourse, Laurie R. Blank

Case Western Reserve Journal of International Law

Calls for a new treaty for autonomous weapons—or for any other new technology—stem from a concern at the most basic level: the concern that LOAC’s existing treaties are not sufficient to fulfill their core purposes of protecting civilians and other vulnerable persons and regulating the conduct of hostilities. Could treaties drafted in 1949—when air power was new and space a distant dream, when the first operational computer ran its first program and navigation relied on the compass and sextant—be sufficient for the complexities and challenges of the electromagnetic spectrum, artificial intelligence, quantum mechanics, machine learning, cyber, anti-satellite weapons, and other …

Maine Law Magazine - Issue No. 99, University Of Maine School Of Law

Maine Law Magazine

• A Letter from the Dean
• Alaskan residents granted resident tuition status at Maine Law
• ‘I wasn’t doing it alone’: Students find mentorship and direction in Maine Law’s 3+3 Program
• A Place to Call Home: Three journal symposium addresses housing crisis in Maine and beyond
• Maine Law community honors founding Dean Edward Godfrey’s lasting legacy
• How Maine Law’s Economic Justice Fellowship is Shaping the Next Generation of Advocates
• New fellowship broadens scope and reach of Maine Law’s Refugee and Human Rights Clinic
• The Clinics at Maine Law: Renamed to Reflect Our Expansive Reach
• Prisoners’ Assistance Clinic - Providing Much Needed Access …

Survivors Of Childhood Sexual Abuse: The Impact Of Social Support, Cultural Background, And Early Interventions, Alysha Haaland

Graduate Research Papers

Childhood sexual abuse (CSA) is a critical public health issue that leaves enduring psychological, emotional, and social impacts on survivors. This paper examines the interrelated roles of social support, cultural background, and early interventions in promoting long-term resilience and recovery, with a particular focus on male and culturally diverse survivors. Grounded in Trauma and Resiliency Theory, this literature review highlights key protective factors—including emotional, informational, and instrumental support—while exploring how cultural norms, religious beliefs, and systemic stigma shape survivors’ coping strategies and access to care. The paper also evaluates the effectiveness of early interventions such as trauma-focused cognitive behavioral therapy, …

Police Interactions On Adverse Mental Health Outcomes Within Black Communities, Anessa Smith

Graduate Research Papers

This study examines the relationship between police interactions and psychological distress among Black adults, contributing to existing research on systemic racism and mental health disparities. Utilizing secondary data analysis, the 2023 California Health Interview Survey (CHIS), this study focuses on the analysis of a nationally representative, address-based sample of non-institutionalized Black adults residing in California, with a sample size of 1,009. The study examines associations between the number of police stops over a three-year period and psychological distress by gender. Findings indicate that a higher frequency of police stops is significantly associated with increased psychological distress. However, no statistically significant …

Transforming Lives For Eternity: 2024-2025 Year End Summary, Southern Adventist University

Strategic Plans

Southern Adventist University's Strategic Plan Year End Summary for the year 2024-2025.

Improving Fairness In Convolutional Neural Networks For Demographic Face Classification., Leandro Andrade

ICT

This study examines racial bias mitigation in Convolutional Neural Networks (CNNs) for demographic face classification using the FairFace dataset. Three architectures—ResNet50, VGG19, and InceptionV3—are evaluated, with dataset balancing strategies including undersampling and class weighting. Results indicate that InceptionV3 with class weighting achieves the most consistent performance across racial groups, with improved F1-scores and generalization through hyperparameter optimization and data augmentation. Challenges remain in distinguishing visually similar groups, highlighting the need for equitable datasets and fairness-aware training. These insights are critical for ensuring accuracy and fairness in applications such as law enforcement, healthcare, and human–computer interaction.

On The Wax: How Prosecutors Weaponize Rap Lyrics At Trial, Jasmine Ross

City University of New York Law Review

In the last few years news headlines have been filled with stories of high-profile trials in which celebrity rappers like Young Thug, Tekashi 6ix9ine (now “6IX9INE”) and Bobby Shmurda have been confronted by prosecutors with lyrics they wrote. Of course, the use of rap lyrics in these trials is no accident. Since the 1990s criminal defendants who happen to pen rap lyrics are increasingly likely to have their lyrics admitted against them at trial. This is happening all over the country—in federal and state courts—at every stage of criminal proceedings. This Note will focus on the use of rap lyrics …

The Classic, Winter 2025, Public Relations

The Classic, 2020-present

Zwemer View: The Legacy of Standout Leaders; Around the Green: Enrollment Goals Shattered; A New Colenbrander; New Corner, New Chapter; A Fresh Name, a Timeless Legacy; On Call; Agape Anthem; Program Evaluator; Perfect PA Pass Rate; Lux Circle; Ideas for Impact; Tanya Vaas: Making Campus Feel Like Home; End Of An Era: Five Retire from NWC; Summer in the Lab; Giving to Northwestern College in 2024-25; In High Demand; Faith at Work: NWC Earns "Best" Again: Classier Classrooms, Team Builder, Servant-Leader, Faithful Historian, Thoughtful Teacher; Among the Region's Best; Standout Alumni; Stimulating Simulators; Endowed Appointment; New Academic Pathways; Best in …

Federal Compassionate Release Principles: Defining The Contours Of Analyses Under The “Other Reasons” Bucket, Hannah Jacobs

American University Law Review

The U.S. Sentencing Commission’s new policy statement regarding 18 U.S.C. § 3582(c)(1)(A) informs federal judges’ sentence reduction analyses. The statement expands the extraordinary and compelling reasons for which district courts may grant compassionate release under the statute’s “Other Reasons” provision. A proper application of this catchall provision requires striking a balance between the broad judicial discretion codified in that provision and the flexibility, certainty, and fairness principles Congress and the Sentencing Commission intended to shape modern compassionate release. This discretion is bound by statutory, policy, and prudential considerations, including fidelity to the totality-of-the-circumstances framework and a case-by-case approach to individual …

Human Trafficking In Ohio: A Human Rights Violation, Sunny M. Lloyd

Honors Projects

Human trafficking is an overlooked and underestimated issue in the state of Ohio. The Ohio Attorney General’s Office estimates that over 1,000 children are sex trafficked in Ohio every year. Given the severity and prevalence of this issue, the following research project explores the issue of human trafficking in Ohio and discusses five major human rights violations resulting from human trafficking. This project includes details from an interview with a human trafficking survivor who was trafficked for labor and sex over the course of fifteen years in northeast Ohio. To conclude, the project suggests recommendations for the State of Ohio …

The Sociological Eye 2025, Loyola Marymount University, Sociology Department

The Sociological Eye Student Journal

Faculty Advisor: Dr. Stacy Burns

Editor: Aliza Davis

2025 Georgia Southern University Football Roster, Georgia Southern University

Men's Football Records

No abstract provided.

Smith-Doheny Legal Ethics Award, Notre Dame Law School

Student, Faculty, and Staff Awards

The Smith-Doheny Legal Ethics Writing Competition

The annual writing competition is open to all U.S. and Canadian law school students. Entries should be concerned with any issue within the general category of legal ethics. Entries must be original, unpublished work, a minimum of 5,000 words and a maximum of 15,000 words, inclusive of footnotes. Coauthored essays may be submitted. Submissions will be judged by a panel of faculty of the Notre Dame Law School. A monetary prize will be awarded to one winning entrant.

The Silent Cycle Of Violence: The Consequences Of Forced Return Migration And Strategies For Sustainable Reintegration, Guadalupe Loza-Mendez

CMC Senior Theses

The consequences of weaponizing deportations reshape human security in countries receiving high levels of forcibly returned migrants. Through a comparative case study, this thesis examines how different forms of organized crime — cartels in México and gangs in El Salvador — interact with and capitalize on returnee populations. While the origins and manifestations of organized crime differ between México and El Salvador, both demonstrate clear linkages between forced return migration from destination countries and declining human security in countries of origin through three key mechanisms: imported criminal structures, targeted recruitment of vulnerable returnees, and trickle-down effects on local communities.

Many …

Detection Of Tetrahydrozoline In Alcoholic Beverage Residue Related To Drug-Facilitated Sexual Assault Using Gc-Ms, Alyssa Simone Hampton

All ETDs from UAB

Drug-facilitated sexual assault (DFSA) is an ongoing issue that remains significant in the United States and the World. DFSA can be either proactive or opportunistic, where a victim becomes impaired and is unable to provide consent. Common drugs found in DFSA cases are ethanol and cannabis. However, alternative drugs are increasingly being used to incapacitate a victim and enable a sexual assault. These include tetrahydrozoline (THZ), commonly found in over-the-counter eye drops, such as Visine®. Minimal research surrounds THZ, in which agencies may process case samples with a general drug screen, which may only detect common drugs, while THZ goes …