Digital Commons Network^™

Effect Of Head Coverings On Directional Microphone Performance In Modern Hearing Aids: A Kemar-Based Laboratory Evaluation, Zahra Fekri, Mariam Mohamad, Ayasakanta Rout

Faculty Scholarship

Background/Objectives: Directional microphones are an established hearing aid technology for improving speech understanding in background noise. Although researchers have examined the influence of hair, spectacles, and earmold venting on directional performance, no systematic work has addressed head coverings, which people wear worldwide for cultural, religious, occupational, and personal reasons. This study determined whether a cotton head covering alters the directivity index (DI) of highest-level receiver-in-canal (RIC) hearing aids. Methods: A Knowles Electronics Manikin for Acoustic Research (KEMAR) was positioned in a double-walled, sound-treated booth, and DI was measured for omnidirectional and fixed directional microphone settings, with and without a two-layer …

"How Do I Design My Law Course?": A Quick Guide For New Professors, Steven Arrigg Koh

Faculty Scholarship

How do professors start teaching law? This question is a particular challenge for new law professors, who often lack resources for course design. Written from the perspective of a recently tenured law professor, this Essay offers four major categories of decisions: semester structure, classroom, final exam, and “professorial personality.” It argues that, for each decision, reasonable minds can differ. This Essay also provides some personal reflections on the decision-making to illustrate how one professor might weigh various considerations in course design. A final Appendix is a checklist for new professors.

Directing The Absent Tool: Friction Embodiment And Competency Progression In Ai Assisted Creative Learning, Daniel Suarez, James Hutson

Faculty Scholarship

Generative artificial intelligence complicates the relationship between successful creative production and the development of independent disciplinary judgment. Task allocation offers a practical response by identifying operations that learners should protect, perform with support, or delegate, yet the educational value of an allocation depends on conditions that change beyond a single assignment. This article extends a process-centered framework along three connected axes: absence, modality, and time. Constructivist friction describes difficulty encountered when learners must reconstruct judgments previously supplied by an available tool; its educational value depends on subsequent diagnosis, feedback, and transfer rather than difficulty alone. A spatial and embodied extension …

Generative Ai In Art And Design Education: Keeping The Human In The Creative Loop, James Hutson, Daniel Suarez

Faculty Scholarship

Research on generative artificial intelligence in education reveals a persistent divergence between successful assisted performance and the development of independent knowledge, creative judgment, and transferable skill. Studies of art and design additionally identify opportunities for iterative exploration alongside concerns about visual fixation, uncertain authorship, and dependence on generated alternatives. These findings create an instructional problem: educators need to determine which creative decisions should remain with learners, which operations can receive bounded assistance, and which activities can be delegated without bypassing the intended learning. Existing scholarship addresses these questions through research on scaffolding, human-AI collaboration, assessment, and psychological ownership, but these …

A Conventional Solution To Constitutional Stagnation?, David E. Pozen

Faculty Scholarship

Our charter of government is stuck. The last time the U.S. Constitution was revised was over 30 years ago, when the “fluky” and largely inconsequential Twenty-Seventh Amendment stole into the text two centuries after it was written. The last time Congress proposed an amendment was almost 50 years ago, when the District of Columbia Voting Rights Amendment was sent to its demise at the ratification stage. Although state constitutions remain far more dynamic, they too have experienced a declining rate of amendment in recent years.

Ai Slop, Jessica Silbey, Woodrow Hartzog

Faculty Scholarship

The term “AI slop” has become popular to describe the output of generative AI systems seen as voluminous, low quality, or the result of little effort. When AI-generated music and videos flood platforms, they are called slop. Peer-reviewed journals and legal tribunals are drowning in low-quality and low-reliability AI slop submissions.  Employees are seen to be producing mountains of slop in their reports and communications with each other. The term has inertia and heft, and the phenomenon has significant consequences. Most of them are not good.

But the boundaries of “AI slop” and its usefulness in policy discussions are not …

Lessons Learned For The Independent Panel For Evidence For Action Against Amr From Previous International Science Panels: Stakeholder Views From The 2025 Lagos Workshop, Iruka N. Okeke, Anthony Mcdonnell, Ayodele A. Akinyele, Javier Guzman, Kevin Outterson

Faculty Scholarship

In September, 2024, the UN General Assembly assigned the Quadripartite Joint Secretariat on Antimicrobial Resistance (AMR) the task of establishing an Independent Panel for Evidence for Action against AMR (IPEA). To promote stakeholder views and input around the constitution and functioning of this Panel, which could feed into the Quadripartite Joint Secretariat’s consultation process, we independently commissioned seven papers to examine the lessons that could be learned from other high-level scientific panels. We then convened 85 stakeholders, primed with the background papers. The Workshop, held in Lagos, Nigeria in April, 2025, drew representation from around the world, particularly low-income or …

Trademarks, Functionality, And Competition, Glynn Lunney

Faculty Scholarship

Courts and commentators have long thought that the purpose of trademark and unfair competition law is to distinguish fair competition from unfair competition and prohibit the latter. Yet, trademark law has a more fundamental, more foundational purpose. Before trademark law can distinguish fair competition from unfair competition, there must first be competition. That makes ensuring competition trademark law’s highest priority. Identifying and prohibiting unfair competition becomes, by necessity, a subordinate concern. Until 1982, courts recognized this hierarchy and enforced a broad and flexible functionality limitation on trademark or trade dress protection to ensure competitive markets. In 1982, however, this changed. …

Law Enforcement With Rent Dissipation, Murat C. Mungan, J. Shahar Dillbary

Faculty Scholarship

We consider a framework which brings together losses arising from rent-dissipation and the workhorse model of law enforcement. Governmental actors engage in a contest to share the proceeds from the enforcement of the law through monetary fines, which leads to rent-dissipation. This causes monetary sanctions to be costly, rendering the model used for studying nonmonetary sanctions a better fit for their analysis. The effect of rent-dissipation on optimal sanctions is directly related to the sanction elasticity of offenses measured at the classic optimum (i.e., where the expected sanction equals the direct harm from the offense). When offenses are inelastic, the …

Validating Valuation: How Statistical Learning Can Cabin Expert Discretion In Valuation Disputes, Andrew C. Baker, Jonah B. Gelbach, Eric L. Talley

Faculty Scholarship

This article challenges conventional methods used in financial valuation across transactional and litigation domains. We show that conventional valuation methods allow for considerable discretion, making it possible for each side’s experts to submit dramatically varying valuations simply by choosing among facially reasonable values of parameters that must be selected to carry out conventional valuations. We use large-scale empirical simulations powered by real-world data to demonstrate the scope of such discretion. We next consider several alternatives based on data-driven machine learning approaches, and show that they offer both approximately unbiased estimates of valuation and substantially reduced variability in valuation results. Consequently, …

Socially-Minded Investors And Corporate Behavior, Merritt B. Fox, Menesh S. Patel

Faculty Scholarship

Many equity investors are concerned with the world’s worsening social and environmental problems and are losing faith in the capacity of political institutions to respond. Corporate behavior is often contributing to these problems. Some investors, at least if fully informed as to costs and benefits involved, would favor corrective changes to corporate behavior even where that would lessen their investment returns. Two important questions arise: (1) given existing law, are such willing-to-sacrifice equity investors currently affecting firm behavior; and (2) should there be legal reform that makes firms more sensitive to these willing-to-sacrifice investors’ preferences? This Article seeks to answer …

Community Ai Resilience: A Five-Pillar Framework For Preparing Communities For An Ai-Transformed World, Robin D. Anderson, Nicholas A. Curtis

Faculty Scholarship

Current artificial intelligence readiness strategies focus almost exclusively on two priorities: expanding access to AI tools and developing a technical workforce. While necessary, these efforts are insufficient. AI seems likely to transform how people work and, with that, to reshape how individuals derive meaning, how families function, and how communities organize. This paper presents the Community AI Resilience Framework, a five-pillar model addressing the human systems dimensions of AI transformation: (1) Economic Resilience and Regulatory Adaptation; (2) Social Cohesion and Belonging Infrastructure; (3) Psychological Resilience and Identity Reconstruction; (4) Civic and Educational Renewal; and (5) Ecological and Leisure Commons Management. …

Beyond Ai Detection: A Pilot Study Of Integrevise And Viva-Based Verification Of Student Understanding In Ai-Mediated Assessment, James Hutson, Kyle Poyer, Kelvin Adshola Atologun

Faculty Scholarship

This article examines the Integrevise platform through a repeated cross-sectional, multicycle pilot case study of viva-based verification in AI-mediated assessment environments. Integrevise pairs a submitted written artifact with a short adaptive viva in which students explain their work, reasoning, and application in their own words. Rather than functioning as an AI detector or automated grading system, the platform operates as a diagnostic assessment layer intended to surface comprehension, authorship confidence, and disengagement risk before final grades become the only available signal. The pilot was conducted across Fall 2025 and Spring 2026 at a private liberal arts college in the Midwest; …

Classical Liberalism And Property, Thomas W. Merrill

Faculty Scholarship

Classical liberalism is characterized by several key attributes. Its central normative criterion is the well‑being of the individual, not some aggregate like society or the nation‑state. Individuals are presumptively regarded as responsible actors, capable of judging their own best interests and accountable for their actions that interfere with the well‑being of others. Because individuals are presumptively regarded as responsible actors, there is a strong preference for imposing only minimal obligations on them through the power of the state, and these usually involve general negative duties that are universal in character, chiefly to forbear from using force or fraud to interfere …

There Is No Free Benchmark: An Institutional View Of Legal Ai Benchmarking, Neel Guha, Andy K. Zhang, Christine Tsang, Christopher D. Manning, Julian Nyarko, Daniel E. Ho

Faculty Scholarship

Despite substantial excitement around the use of AI in law, little information exists on the performance and associated risks of the domain’s widely marketed tools. Recent work, for instance, has demonstrated the significant potential for “hallucinations” — wherein models make up facts, law, and precedent — leading Chief Justice Roberts to spotlight this risk in his annual report on the judiciary. We argue that there is a need for public AI benchmarking in law. First, relative to other AI application domains, the legal AI ecosystem lacks legibility — there is little information about the design and performance of many commercial …

Prompted Props, Human Pipelines: Evaluating Ai-Generated 3d Assets For Game-Ready Environments, Andrew Begemann, James Hutson

Faculty Scholarship

Generative AI systems increasingly promise rapid 3D asset production for game development, yet their practical viability depends on whether generated models can move beyond visual preview into editable, optimized, engine-ready workflows. This article presents a practice-led comparative case study of a stylized fantasy tavern environment produced through two workflows: a human-authored Blender pipeline and an AI-assisted pipeline using Meshy 6 and Hunyuan 3D. Using a fixed asset list, shared visual theme, documented prompts, production-time tracking, visual comparison, topology inspection, UV-map analysis, and post-generation labor accounting, the study evaluates whether text-to-3D tools function as production substitutes, ideation accelerators, or conditional asset …

Aggregation And The “Universal” Injunction, Portia Pedro, Adam N. Steinman

Faculty Scholarship

In this Essay, we begin with a brief summary of the CASA decision’s holding regarding the availability of “universal” injunctions. Part II discusses the relationship between remedies and judicial review and the important role that such injunctions play in that regard. Part III explores how class actions could serve as an alternative path for federal courts, after engaging in judicial review, to make their decisions meaningful by requiring officials to comply with the law and to cease illegal actions or policies. We also respond to several objections to the use of class actions in this context. The final Part addresses …

The Supreme Court Under Threat: Early Lessons In Judicial Self-Protection, Curtis A. Bradley, Neil S. Siegel

Faculty Scholarship

This Essay explores how the U.S. Supreme Court, despite being vulnerable to defiance of its decisions and political retaliation, has developed tools of judicial self-protection to preserve its institutional authority and thus its capacity to sustain the Constitution and the rule of law. Arguing that the Court performs not only a legal role that requires interpretation of the law but also a political one that demands institutional preservation, the Essay examines how the Court has historically navigated political threats by using a range of tools—including avoidance, delay, narrow rulings, strategic dicta, and rhetorical appeals. The Essay focuses on three nineteenth-century …

Making The Party Presentation Principle Safe For Originalism, Randy E. Barnett, Lawrence B. Solum

Faculty Scholarship

The Supreme Court sometimes adheres to what it calls the “party presentation principle”—terminology that dates back to 2008. Although judicial articulations of the principle have been inconsistent and imprecise, the gist is the familiar notion that courts should resolve cases on the basis of the issues and reasons presented by the parties to the dispute. Conversely, questions not properly raised by the parties should be avoided by the Court. Thus, the Court has on several occasions declined to address arguments outside the scope of the questions raised by the parties in their petition for certiorari.

For originalists, the importance of …

Evolving Networks: Information Exchanges Reshaping Of Global Finance, Andrew P. Morriss, Charlotte Ku

Faculty Scholarship

This article challenges the characterization of international financial centers (IFCs), often called "tax havens," as enablers of tax evasion and money laundering. Drawing on an extensive analysis of tax treaties, regulatory statutes, and historical literature, we explore the evolution of the global information exchange network, its impact on integrating IFCs into the global financial system, and the resulting curtailment of their use for illicit purposes. The expansion of treaties, from Mutual Legal Assistance Treaties (MLATs) to Tax Information Exchange Agreements (TIEAs) and multilateral frameworks like the OECD's Common Reporting Standard (CRS), has significantly limited the potential for secrecy-driven financial activities …

Jurisdictional Waters, Jamison E. Colburn

Faculty Scholarship

No abstract provided.

Public Perceptions Of Family Caregiving Of Children Versus Older Adults, Elizabeth S. Scott, Tamar Kricheli-Katz

Faculty Scholarship

The population of older adults in the United States is growing at a rapid rate, both because people are living longer lives and because older adults are an increasingly large share of the population as baby boomers age. It is predicted that by 2030, one in ¿ve adults in the United States will be of retirement age, and one in six people worldwide will be age 60 or older. By 2034 there will be more adults age 65 and older in this country than minor children under age 18.

Among the important consequences of this demographic trend will be a …

Communicative Administration: The Administrative State Beyond Legal Administration, Daniel E. Walters

Faculty Scholarship

On many dimensions, the administrative state is at the nadir of its power. The Supreme Court has tightened administrative law controls on agency power, and the Trump Administration has stormed the bureaucracy in an unprecedented blitz designed to kneecap agency capacity and independence. For better or worse, many agencies and their civil servants are being sidelined as meaningful actors in the administration of government. Yet this familiar account doesn’t tell the entire story. At the same time that agencies are being stripped of the power to implement law—what this Article calls “legal administration”— they are steadily accumulating extensive and largely …

Some Realism About Constitutional Remedies, Thomas P. Schmidt, Gillian E. Metzger

Faculty Scholarship

The Supreme Court has wavered between two approaches to questions of executive power, which are often labeled institutional formalism and realism. Formalism treats an institution like the presidency as a “black box” to which the Constitution assigns certain powers. In Trump v. Hawaii,  for example, the Supreme Court upheld President Trump’s infamous travel ban by focusing not on the “particular President” and his past call for a “complete shutdown of Muslims entering the United States,” but rather on “the authority of the Presidency itself.” That is the language of institutional formalism.

Realism, on the other hand, peers into the “black …

Reforming Funding To Better Defend Families: Holistic Preventive Legal Advocacy That Checks Cps Agency Power, Joshua Gupta-Kagan

Faculty Scholarship

The federal government has provided funds to support legal representation of parents facing allegations of child neglect or abuse since 2019, across administrations of both parties. That funding illustrates the field’s recognition of parent defense’s importance to improving outcomes and reducing harms from the family regulation system, especially once CPS agencies file petitions against parents. Federal Title IV-E funding supports parent representation in those family court cases and for parents at risk of facing such cases. That funding has been an essential boon to parent representation and the benefits that flow from it. It is nonetheless time to take a …

On The Right To Obscurity, Woodrow Hartzog, Evan Selinger

Faculty Scholarship

Tragically, U.S. privacy law has neglected to address a significant dimension of privacy. While lawmakers and judges have routinely recognized intrusions into our secluded spaces and breaches of our confidentiality and secrecy, they have largely failed to protect our most common yet also our most underappreciated form of privacy: the practical obscurity that allows us to live freely and with dignity. Obscurity, which is the state of protection that arises when personal information is difficult for some people to obtain or correctly interpret, serves several vital interests: (1) it safeguards our ability to express ourselves without fear that everything we …

Aggregation And The “Universal” Injunction, Portia Pedro, Adam Steinman

Faculty Scholarship

A crucial function of judicial review is not only “to say what the law is,”¹ but also to provide the remedies to vindicate that law.²  Judicial review plays an especially important role when government officials act in ways that violate federal law, including when they violate the Constitution.³  When government officials violate the law, the judicial review function supports a remedy that requires officials to comply with federal law by ceasing to pursue the illegal policy or practice.

Such “compliance” injunctions have been given the label “universal” or “nationwide” injunctions insofar as they go beyond giving “complete …

The Colonial Borders Within: Racial Profiling, Language, And Civil Juries, Jasmine Gonzales Rose

Faculty Scholarship

This Article builds on the scholarship of Kevin R. Johnson, whose work has long illuminated how immigration law and constitutional doctrine have enabled the subordination of Latines through racial profiling,2 language discrimination,3 and exclusion from civic institutions, like juries.4 His analyses of juror exclusion and the importance of a diverse judiciary underscore how the composition of civil and criminal factfinders shapes both recognition of harm and the remedies afforded.5 Long before the current period of intensified, abusive immigration enforcement, his scholarship traced the historical roots of these practices, examined their contemporary manifestations, and revealed the ways in which the law …

Leadership Experiences Of Gender-Diverse Managers In U.S. Libraries And Museums, Galen Jay Talis

Faculty Scholarship

This article explores how gender-diverse managers in U.S. libraries and museums experience leadership and perceive gender to influence leadership. In-depth interviews were conducted with five gender-diverse managers. Data were analyzed with inductive, semantic thematic analysis and a complementary, deductive analysis using Wharton’s multilevel gender framework. Participants described relational, pragmatic, point-person leadership—connecting and supporting people, coordinating work, and translating between units—while expressing ambivalence about formal and hierarchical roles. Most did not initially link leadership to gender; when prompted, they articulated gender’s influence at individual, interactional, and institutional levels. Gender discrimination and transphobia persist even in woman-dominated contexts, shaping decisions about visibility, …

Effects Of Dietary Nitrate And Caffeine On End Power And Work Above End Power During A 3 Min All-Out Test In Trained Male Cyclists, Anthony M. Hagele, Kyle Sunderland, Petey W. Mumford, Chad Kerksick

Faculty Scholarship

Background: The purpose of this study was to examine the effects of acute dietary nitrate (NO3−) and caffeine (CAF) supplementation on end power (EP) and work performed above EP (WEP) in trained male cyclists during a 3 min all-out test (3MT) on a cycle ergometer.

Methods: Fifteen healthy, trained male cyclists (28.5 ± 5.3 years, 79.2 ± 9.1 kg, VO2peak 55.2 ± 5.6 mL·kg−1·min−1) completed four exercise trials in a randomized, double-blind, placebo-controlled, crossover study design separated by 3–7 days. The four experimental conditions were placebo beverage (nitrate-depleted) + placebo capsule, nitrate-rich beetroot juice + placebo capsule (BR), …