Digital Commons Network^™

Metrics Not Thresholds: How To Regulate Ai And Other Expert Methods For Use In Criminal Investigations And Proceedings, Rebecca Wexler

Faculty Scholarship

Should regulators set performance thresholds for AI tools used in the criminal legal system? This Article draws on U.S. evidence law for guidance. Its answer is ... don’t. Instead of gatekeeping with ex ante performance thresholds, regulators should require or incentivize metrics of reliability that can be clearly communicated to end-user decisionmakers.

U.S. Shareholder Activism: Convergence With Japan, Nobuhisa Ishizuka

Faculty Scholarship

To many observers long accustomed to slow, incremental change, the current boom in shareholder activism in Japan comes as a surprise. The opening for U.S.-style activists was created by market conditions that eventually resulted in policy changes that attracted significant numbers of foreign investors. However, even the current market would not have emerged without a parallel evolution in U.S. hedge-fund tactics, which gradually shifted over a number of years to a sophisticated and more nuanced approach, one based on partnership and dialogue with target companies, in contrast to adversarial relationships and public campaigns. This article attempts to place current trends …

The Federal Reserve’S Fiscal Agent Mandate And The Problem For Central Bank Independence, Lev Menand, Joshua Younger

Faculty Scholarship

The Federal Reserve is among the most powerful organs of government. It is tasked primarily with maintaining the growth of monetary and credit aggregates consistent with long-run maximum employment and price stability. This mandate is widely known and the subject of extensive public debate. But another mandate lies within the statute that is largely overlooked — to serve as fiscal agent of the United States. This distinct responsibility is older, and also important. This Article offers a comprehensive assessment of where the Fed’s two mandates overlap and occasionally sharply conflict: in the market for U.S. government debt. First, it identifies …

How Ai Destroys Institutions, Woodrow Hartzog, Jessica Silbey

Faculty Scholarship

Civic institutions—the rule of law, universities, and a free press—are the backbone of democratic life. They are the mechanisms through which complex societies encourage cooperation and stability, while also adapting to changing circumstances. The real superpower of institutions is their ability to evolve and adapt within a hierarchy of authority and a framework for roles and rules, while maintaining legitimacy for the knowledge produced and the actions taken. Purpose-driven institutions built around transparency, cooperation, and accountability empower individuals to take intellectual risks and challenge the status quo. This happens through the machinations of interpersonal relationships within those institutions, which broaden …

Making Students Practice Ready: Standalone Email And Summary Email Simulations, Betsy Byra, Seth Reiner

Faculty Scholarship

Legal research and writing (“LRW”) curricula emphasize the importance of efficient and effective communication, traditionally providing students with the opportunity to hone this skill through two lengthy and formulaic assignments: a predictive memo and a persuasive brief. These prompts miss key opportunities to engage students in the practice of thinking and writing like lawyers outside the confines of this formal structure. This is a problem because email research memoranda have become the primary mode of communication at firms among junior-level lawyers.This shift has largely been driven by client and supervisor demands for greater efficiency and concision, and will likely only …

Foreword: The Universities Will Not Save Us, Jonathan Feingold

Faculty Scholarship

In the spring of 2024, thousands of university students joined campus protests advocating for Palestinian human rights and calling on their institutions to divest from Israel’s military assault on Gaza.1 The student action echoed historical protest movements that universities routinely celebrate in their brochures, monuments, and signage.2 Yet rather than embrace their students’ principled activism, universities across the country deployed militarized force against their own communities.3 From elite Ivies in the northeast, to large privates in the Midwest, to state schools in Texas and California, administrators greeted peaceful protest with discipline, smears, and physical violence.

Antidiscrimination, Not Anti-Dei: The Real Story Of The Supreme Court's Recent Title Vii Precedent, Madeline H. Meth

Faculty Scholarship

For several years, my colleague and I had been litigating employment discrimination cases with facts that shocked our friends and family. For example, we fought Dallas County over a women-work-the-weekend policy that required women detention officers to work weekends while male colleagues took the weekends off. Likewise, we challenged the City of Cleveland when it moved our client, an emergency medical services supervisor, from the day shift to the night shift explicitly because he is Black. Then, in April 2024, in one of our client’s cases, Muldrow v. City of St. Louis, the U.S. Supreme Court unanimously overruled the …

Programmable Metal−Organic Complex Arrays With Precisely Controlled Metal Sequences As Tunable Multinuclear Scaffolds, Ahmed Alzamly, Sajid Ali

Faculty Scholarship

Metal−Organic Complex Arrays (MOCAs) offer a modular framework for creating multinuclear systems with precise control over metal ion identity and sequencing at the molecular scale. This structural accuracy allows researchers to investigate how specific metal arrangements dictate cooperative phenomena, such as catalytic efficiency, electronic interactions, and photophysical responses. Recent breakthroughs in synthetic strategies  including orthogonal protection and periodic metalation have enabled the fabrication of highly predictable heterometallic structures. This Review explores the fundamental principles of MOCAs’ sequence control, contemporary fabrication techniques, and the relationship between metal placement and emergent properties. Additionally, it examines applications of MOCA in catalysis, sensing, and …

Teaching Legal Research Students To Be The "Human In The Loop", Julie Tedjeske Crane

Faculty Scholarship

No abstract provided.

Music Listening While Studying And Academic Performance Among College Students With Attention Deficit And Hyperactivity Disorder, Raihan K. Khan, Md Towfiqul Alam, Madalynn Nofplot, Sojib Bin Zaman, Catherine L. Zaman

Faculty Scholarship

Evidence on whether music listening supports academic performance, particularly among students with attention deficit and hyperactivity disorder (ADHD), remains mixed. We explored associations between music listening while studying and academic performance (GPA: grade point average) among college students, and to evaluate whether the associations differed by ADHD status. We analyzed cross-sectional survey data from college students and conducted linear regression models with self-reported GPA as the dependent variable. Models were adjusted for sex, academic level, college affiliation, primary study location, weekly study hours, and preferred genre of music. A total of 541 students participated. Most of the students were at …

Thinking Constructively About International Law, Monica Hakimi

Faculty Scholarship

The international order that has defined the post-World War II period is being radically transformed, presenting a once-in-a-generation opportunity to reconstitute its basic foundations. The pressing questions for international lawyers are about the roles their enterprise can and should play going forward. I argue in this Article that most lack the analytic framework they need even to begin tackling these questions. Worse, most seem mired in an old theory about law that corrupts how they approach their enterprise. My goals in the Article are to expose the prevalence of this bad theory and to present the grounds for discarding it, …

Uncomfortably Reminiscent: Odonnell V. Harris County In History And Memory, Kellen R. Funk

Faculty Scholarship

In ODonnell v. Harris County, a federal trial court enjoined the misdemeanor bail system of Houston, Texas, freeing approximately 20,000 indigent defendants annually. To do this, the trial court drew upon Reconstruction era precedents establishing intensive federal oversight of state criminal proceedings. The court explicitly invoked the Civil War and Reconstruction transformation of the federal judiciary, comparing the County’s defenses to slavery era arguments. Conversely, when the en banc Fifth Circuit reviewed a similar order in Dallas, Texas, six years later, it rejected this historical framework, condemning such litigation as an impermissible “ongoing federal audit of state criminal proceedings.” …

False Conflict: Colorblindness And Section 2 Of The Voting Rights Act, W. Kerrel Murray

Faculty Scholarship

If friends and foes of section 2 of the Voting Rights Act of 1965 agree on one thing, it is the irrepressible conflict between section 2’s attention to race and constitutional colorblindness.  They’re wrong.  Rightly understood, section 2’s design is remarkably compatible with colorblind constitutionalism’s letter and spirit.

To show how, this Article first returns to section 2’s origins and the preexisting approach its text codifies.  That approach had an underappreciated ethos:  When intentional discrimination’s effects sufficiently distort a political system, an electoral rule’s results might impugn its unconstitutionality, even if the rule had been adopted without discriminatory purpose.  Drawing …

Generative Artificial Intelligence With A Human Touch: Building Hana, Conrad Johnson

Faculty Scholarship

This Essay examines how generative artificial intelligence (GenAI) can be integrated into legal education and public interest law practice in a way that meaningfully enhances — rather than diminishes — human judgment, professional responsibility, and access to justice. Drawing on the experience of Columbia Law School’s Lawyering in the Digital Age Clinic, the Essay situates GenAI within an experiential pedagogy that emphasizes competence, ethical awareness, and collaborative problem-solving. It argues that law students and lawyers must move beyond a passive or uncritical use of GenAI tools; toward a deeper understanding of how these systems operate, the risks they pose, and …

Birthdate Phaseout, Katharine B. Silbaugh

Faculty Scholarship

This Article explores the Nicotine Free Generation ("NFG") policy, an emerging endgame strategy for tobacco products that employs a completely novel legal design. Tobacco remains the leading cause of preventable death, killing almost half of its users and imposing $600 billion in social costs each year. We see two basic choices for regulating sales: prohibition or a legal age-gate, such as twenty-one, for retail sales. NFG charts a third way. Recognizing the dire harm of tobacco and the serious consequences of abrupt prohibition, NFG lays the groundwork for a gradual transition to a sales sunset. In place of the twenty-one …

Grading Machines: Can Ai Exam-Grading Replace Law Professors?, Kevin L. Cope, Jen Frankenreiter, Scott Hirst, Eric A. Posner, Daniel Schwarcz, Dane Thorley

Faculty Scholarship

In the past few years, large language models (LLMs) have achieved significant technical advances, such that legal-advocacy organizations are increasingly adopting them as complements to—or substitutes for—lawyers and other human experts. Several studies have examined LLMs' performance in taking law school exams, finding mixed results. Yet there have been no published studies systematically analyzing LLMs' competence at one of law professors' chief responsibilities: grading law school exams. This paper presents results of an analysis of how LLMs perform in evaluating student responses to legal analysis questions of the kind typically administered in law school exams. The underlying data come from …

Beyond The Building: Leveraging A Library Renovation To Tell A Broader Story, Kristen S. Shuyler

Faculty Scholarship

A library renovation presents a unique communication challenge, requiring a thoughtful strategy that minimizes disruption while building anticipation. When James Madison University (JMU) decided to renovate and expand its flagship library, the JMU Libraries’ Communications & Outreach team pivoted from routine promotional efforts to a streamlined communication model designed to handle significantly increased, narrative-driven messaging related to the renovation. This article outlines the renovation project’s communication plan, describes our streamlining efforts, and highlights unexpected opportunities that emerged along the way—allowing us to share the library’s story in new ways and with broader audiences.

Access To Justice After Medina V Planned Parenthood South Atlantic, Daniel G. Aaron, Nicole Huberfeld

Faculty Scholarship

Access to justice is “the ability of all people to seek and obtain effective remedies through accessible, affordable, … and culturally competent institutions of justice.”¹ Historically, patients and physicians have worked together to protect the integrity of medical care as well as patients’ rights by challenging unlawful government actions in court. Yet the US Supreme Court recently issued decisions that may impede access to justice, potentially empowering federal, state, and local governments to interfere with evidence-based care. We explore constraints on access to justice that may arise after Medina v Planned Parenthood South Atlantic (PPSA) (606 US 357, 2025), …

Mainstreaming Mistrust: The Shift In Us Vaccine Policy Under The Trump Administration, Sanjin Musa, Amy Estlund, Megan A. Berman

Faculty Scholarship

Department of Health and Human Services led by Robert F. Kennedy Jr., represents a significant departure from long-standing public health norms. This commentary explores how historically marginalized anti-vaccine activism has moved into the mainstream of government oversight. Key actions driving this transition include the wholesale replacement of the Advisory Committee on Immunization Practices, the departure of senior CDC officials, and the public questioning of established childhood immunization schedules. Furthermore, the administration has ceased financial support for global health entities like the World Health Organization and Gavi, the Vaccine Alliance, while canceling funding for innovative mRNA vaccine platforms. 

These domestic policy …

Bankrupt Crypto Organizations, Kara Bruce, Christopher K. Odinet, Andrea Tosato

Faculty Scholarship

This Article provides the first comprehensive analysis of the intersection between decentralized autonomous organizations (DAOs) and American bankruptcy law. DAOs are blockchain-based entities that enable individuals to pursue common goals using decentralized decision-making and automated governance. Since their recent emergence, DAOs have proliferated dramatically—with over 20,000 organizations managing over $20 billion in assets and engaging in activities ranging from investment management to real estate and even attempting to purchase historic copies of the U.S. Constitution. Yet like any other organization, DAOs can fail, creating an urgent need to understand what happens when unstoppable code meets immovable bankruptcy law.

Our investigation …

Contagious Discrimination: Why Race-Blind Justice In Courtrooms Is Not Enough, Yijia Lu, Murat C. Mungan

Faculty Scholarship

Existing theories of discrimination focus on discrimination at the individual, societal, or organizational level. We highlight the importance of the dynamic relationship between different institutional actors who jointly give rise to discriminatory outcomes. This reveals that discrimination can be contagious: discrimination that would otherwise not occur at one institutional level can arise due to discrimination at another institutional level. Therefore, discrimination by some actors can trickle down and create disparate impacts in processes that would otherwise be free of discrimination. This phenomenon, which we term “contagious discrimination,” can manifest itself in various settings such as employment and commercial trade negotiations. …

Chicana Professionalism: Embracing Greñas, Glitter & Boots, Luz E. Herrera

Faculty Scholarship

The current political moment, where immigrant identity is scapegoated and academic freedom is threatened, requires an affirmation of personal identity, a recognition of personal struggle, and a celebration of resilience. This Essay embraces the ideas that professional identity development is temporal and that the current conceptualization of professionalism requires embarking on a reflection journey that addresses the dissonance between personal conscience and professional duty.   Part I briefly revisits the work of Professor Margaret E. Montoya, one of the first Chicana law professors that describes the formation of her professional identity as a law student. It explores the status of Latinas …

Evidence And Assessing Verbatim Transcription Quality Of Black English And Standard American English, L. Alexander Walker Iii

Faculty Scholarship

This chapter explores the accuracy of private transcription services when transcribing Black English and Standard American English. Courts and lawyers in the US regularly rely on transcripts from such services, but third-party verification of their accuracy, especially with respect to their quality when faced with nonstandard language varieties, is lacking. This study draws on experimental methods to contrast the quality of transcription services offered by transcribers and AI route. The quantitative results show that transcription by humans and AI resulted in more mistakes when transcribing Black English than when transcribing Standard American English. Furthermore, a qualitative analysis reveals that these …

Can Legal Knowledge Save Lives? A Randomized Experiment In Preventive Health Screenings, Christopher Robertson, Wendy Netter Epstein

Faculty Scholarship

While the U.S. healthcare system typically imposes significant out-of-pocket costs, the Affordable Care Act (ACA) requires full insurance coverage for certain preventive health services (PHS), including cancer screenings, without cost-sharing. Despite this policy, one in four eligible Americans remains unscreened for breast, colorectal, and cervical cancer, which increases their risk of premature death. We hypothesize that a lack of awareness about the ACA’s free care requirement contributes to this gap and that explicitly informing patients could increase screening uptake. Additionally, we investigate whether prior experiences with medical debt deter individuals from seeking even cost-free care, reflecting a spillover effect of …

Large Language Models In Qualitative Analysis: Comparing Traditional And Researcher-Interpreted Approaches, Raihan K. Khan

Faculty Scholarship

Qualitative data analysis, particularly thematic analysis, is a widely used method for uncovering patterns and insights in narrative data but often faces challenges such as being resource-intensive and susceptible to researcher bias. In recent years, Large Language Models (LLMs) have emerged as promising tools to assist human coders in conducting thematic analysis, offering efficiency and scalability in processing large datasets. However, existing work primarily relies on tools like ChatGPT, raising privacy concerns—especially when analyzing sensitive healthcare data—and lacks systematic validation through comparisons with human coders. This study aims to evaluate the potential of open-source LLMs for qualitative data analysis. Semi-structured …

Amicus Brief In Trump V. Barbara: An Originalist Defense Of Birthright Citizenship, Jed Handelsman Shugerman, Evan D. Bernick

Faculty Scholarship

For nearly all of the first 235 years under the Constitution, the citizenship of every child born in the United States to alien parents, with immaterial exceptions, was a given. Then, in 2025, the Trump administration changed course. Even though the Fourteenth Amendment makes no mention of limiting birthright citizenship to the children of domiciled parents, the Government now claims that is what “subject to the jurisdiction thereof” has always meant. While the Government and its amici admit that the common law recognized the citizenship of children of transient aliens, their remaining “survey of history range[s] from the constitutionally irrelevant” …

Beyond Subsidies And Mandates: Testing A Simple Behavioral Mechanism To Drive Health Insurance Coverage, Wendy Netter Epstein, Hansoo Ko, Christopher Robertson, Kevin Wilson, David Yokum

Faculty Scholarship

Uninsured individuals face reduced access to care, financial risk, and higher mortality. Although public programs and private subsidies have lowered uninsurance, these mechanisms remain incomplete and politically unstable. We evaluate whether a low-cost outreach intervention can increase health insurance enrollment without altering plan prices. Using a randomized field experiment involving 16,477 uninsured Maryland households, we assigned households to a no-contact control or to receive email and postcard outreach featuring affordability messaging alone or combined with responsibility or community framings. Outreach increased qualified health plan enrollment by 0.699 percentage points and total coverage by 0.967 percentage points relative to control. The …

Communicative Legitimacy: The Supreme Court's Hidden Cultural Binaries In The U.S. Civil Sphere, Steven Arrigg Koh

Faculty Scholarship

How does the U.S. Supreme Court establish its legitimacy? Over the last two hundred years in U.S. society, the Court has interpreted the U.S. Constitution on watershed issues such as slavery, segregation, and marriage equality. And yet the Constitution is just 7,591 words. A puzzle thus emerges: how does the Court intelligibly interpret this short text for U.S. society? This article develops a new theoretical and empirical cultural sociological account of such Supreme Court decision-making, which it calls “communicative legitimacy.” According to this theory, which draws on Jeffrey Alexander’s civil sphere theory, the Court consistently and inevitably draws on a …

Exploring Slow Librarianship As An Intervention To Support Library Workers With Adhd, Valerie Linsinbigler, Liana Bayne-Lin

Faculty Scholarship

While scholarly conversations about supporting library patrons who are neurodivergent have grown in the past years, conversations about library workers who are neurodivergent lag behind. As it becomes easier to encourage students to destigmatize their neurodivergence, share their experiences, and seek formal and informal accommodations in university spaces, when, and how, will it become easier for neurodivergent library workers to do the same?

Perhaps slow librarianship is one answer to this question. Following in the footsteps of Jocelyn Swick-Jemison (2023), this chapter is part autoethnography, in which two early-career librarians will share their perspective of learning how to be liaison …

The Poly Problem In Zoning: Redefining "Family" For A Changing Society, Aric K. Short, Tanya Pierce

Faculty Scholarship

Single-family zoning has long dictated not only where people may live but also with whom. Although extensively critiqued for perpetuating racial and economic exclusion, these laws also privilege relationships defined by blood, marriage, or adoption and marginalize nontraditional families. This Article focuses on a particularly overlooked group: polyamorous families who often face legal uncertainty, social exclusion, and housing discrimination due to restrictive zoning definitions of “family.”

As polyamory gains cultural visibility and increasing legal recognition—through West 49th Street, LLC v. O’Neill and municipal reforms in cities like Somerville and Cambridge—now is the time to examine zoningÊs role in reinforcing outdated …