Digital Commons Network^™

The Lost Origins Of Antitrust, William Magnuson

Faculty Scholarship

Over the last decade, the once-sleepy field of antitrust has suddenly sprung to the forefront of public attention. The digitalization of the economy, the expansion of Big Tech, and the rise of platform monopolies have all raised deep questions about the nature of corporate power and law’s capacity to constrain it. Some scholars have argued that antitrust enforcement must be reinvigorated in substance and broadened in scope in order to combat rapidly rising economic inequality. Others have argued that antitrust law is ill-equipped to address these broad moral issues and instead must be re-focused on its traditional principles of consumer …

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 …

Liberal Trade And President Trump: Never The Twain Shall Meet, Joel Adu-Quaye, Petros C. Mavroidis

Faculty Scholarship

This paper seeks to distinguish between two consequences of the tariff policies enacted by both Trump administrations: (1) their adverse effects on free trade and (2) the existential damage inflicted upon the transnational institutions responsible for enforcing its rules and obligations. Although difficult to quantify the latter, there is an intuitive sense that this is what matters most. The global order appears to be shifting from a rule-based framework to one characterized by increasing disorder and unpredictability. Within this new world order, actions are permissible so long as they align with the, often ill-defined, national interests of powerful nations.

The Mysterious Federal Policy In Favor Of Arbitration: Festschrifts Squared, Robert H. Smit

Faculty Scholarship

As far as I can tell, John Fellas and I think alike on most things, both as practicing international arbitrators and as professors of international arbitration law. As arbitrators in practice, all of the awards we have rendered together — whether John chaired, I chaired or we both served as party-appointed arbitrators — were unanimous awards. As professors in academics, we both independently submitted essays — on the occasion of a festschrift in honor of Professor George Bermann — addressing related issues concerning the federal policy in favor of arbitration in the United States. John’s festschrift essay is entitled “ …

Discriminatory Effect(S), W. Kerrel Murray

Faculty Scholarship

In constitutional law, “discriminatory effect” often matters. So it’s surprising how often we don’t quite know what it means. That opacity is trans-substantive; it has been a recent pitfall in contexts as diverse as admissions-policy challenges under the Equal Protection Clause, personal-jurisdiction disputes under the “dormant” Commerce Clause, and, under the Free Exercise Clause, requests for exemptions from facially neutral laws.

This Article’s first corrective is a novel typology. Constitutional discriminatory effect is murky, in part, because it has many types; we perceive it in myriad ways across constitutional domains. Comprehending this complexity enhances our understanding of what discriminatory-effect rules …

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” …

Left Behind In Lockdown: A Scoping Review Of Covid-19’S Impact On The Lives Of Transition-Age Foster Youth, Johanna K P Greeson, Sarah Wasch, John Gyourko, Antonio R. Garcia, Hannah Bennett, Kate Greco, Liya Cha

Faculty Scholarship

This scoping review asked: What is known about the scope and nature of research on the COVID-19 pandemic and its effects on older youth with foster care experience in the United States, including the types of studies, samples and outcomes examined? Guided by the Joanna Briggs Institute framework and PRISMA-ScR, we searched 11 databases and grey literature sources (October2024 to January 2025). Eligible studies were United States based, published from 2020 onward and included primary data on foster youth or relevant professionals. Thirty-two studies met inclusion criteria. Most studies were descriptive or cross-sectional, reflecting early phases of the pandemic. Mapping …

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 …

International Society Of Sports Nutrition Position Stand: Effects Of Dietary Antioxidants On Exercise And Sports Performance, Drew E. Gonzalez, Broderick L. Dickerson, Brandon M. Roberts, Jennifer A. Kurtz, Hunter S. Waldman, Adam M. Gonzalez, Matthew J. Mcallister, Jeffery L. Heileson, Richard J. Bloomer, Shawn M. Arent, Darren G. Candow, Jeffrey R. Stout, Karen A. Hecht, Bill Campbell, Chad Kerksick, Douglas Kalman, Jose Antonio, Richard B. Kreider

Faculty Scholarship

Following a comprehensive review, the International Society of Sports Nutrition (ISSN) has developed an official position on the role of dietary antioxidants in exercise and sport. Antioxidants play a complex, context-dependent role in vivo; they can facilitate recovery from exercise but may also hinder training adaptations when consumed at supraphysiological doses. While endogenous antioxidant systems can effectively maintain redox balance, dietary sources, particularly whole foods, can help mitigate excessive oxidative stress following intense/heavy training or inadequate recovery. The influence of dietary antioxidants depend on timing, dosage, type, and individual factors. The ISSN’s official position encompasses the following: (1) Redox balance …

The Exactions Illusion: Sheetz’S Missing Dissent, Lee Anne Fennell, Timothy M. Mulvaney

Faculty Scholarship

In April 2024, the Supreme Court unanimously handed down Sheetz v. County of El Dorado, a land use exactions case billed as narrow, inevitable, constitutionally compelled, and obviously correct.  It was none of those things. Sheetz instead ushered in an open-ended shift of policy control over the built environment from state and local legislatures to courts. By its terms, the holding extended the Court’s stringent “exactions” test—which requires the government to prove nexus and proportionality between development conditions and development impacts—beyond its original context of parcel-specific administrative bargains to reach an unspecified set of legislated property conditions. Yet the decision’s …

Does Law Constitute Society?, Jeremy K. Kessler

Faculty Scholarship

The resistance of capitalist inequality to legal reform has led a growing number of scholars to reconsider the explanatory virtues of Marxist legal thought. But what are those virtues? Some scholars hold that what makes Marxist legal thought special is its ability to explain the development of legal relationships in terms of the development of extra-legal relationships — specifically, the relations of production as they adapt to changes in the productive forces. Other scholars argue that this focus on the causal process by which extra-legal change (or stasis) drives legal change (or stasis) is too reductive. They contend that Marxist …

Differential Validity In Fair Lending, Spencer Caro, Talia B. Gillis, Scott Nelson

Faculty Scholarship

Fair lending’s disparate impact doctrine aims to address lending disparities. But which disparities? Traditional fair lending has narrowly focused on equal outcomes — examining differences in loan approval rates or interest rates. However, this singular focus overlooks other dimensions of disparities that are essential for fair credit access. This article challenges the conventional emphasis on equal outcomes, demonstrating how it has failed to address deep-rooted inequalities in traditional credit allocation while also stifling innovation in machine-learning and alternative data. We argue that disparities in the validity of creditworthiness predictions — the accuracy with which a model identifies creditworthy applicants — …

Drug Scheduling As Institutional Design, Matthew B. Lawrence, David E. Pozen

Faculty Scholarship

Controlled Substances Act (CSA), U.S. drug law has simultaneously fueled mass incarceration, inhibited needed access, and enabled an opioid crisis. To make better choices, this Article argues that the CSA’s institutional design must account for three distinctive features of psychoactive drugs: the prohibition problem (drug bans tend to backfire when demand is inelastic), the pharma problem (drug companies have supercharged incentives to manipulate markets and exploit consumers), and the pluralism problem (drug policy involves irreducibly political questions that no expert discipline can answer). On their own, each of these problems calls for reform to the CSA. Taken together, they call …

Originalism, Official History, And Perspectives Versus Methodologies, Keith N. Hylton

Faculty Scholarship

This paper addresses a well-worn topic: originalism, the theory that judges should interpret the U.S. Constitution in a manner consistent with the intent of its framers. I am interested in the real-world effects of originalism. The primary effect advanced by originalists is the tendency of the approach to constrain the discretion of judges. However, I identify another effect of originalism: the creation of official histories, a practice that imposes a hidden tax on society. Another question I consider is whether originalism should be considered a methodology of analyzing the law or a perspective on the law; I argue that originalism …

Private Equity, Public Utility, Kristen Van De Biezendos, Melissa Powers

Faculty Scholarship

The explosion of investment in artificial intelligence and cryptocurrencies has spurred a data center boom, with politicians jostling to attract companies to build data centers in their states. The potential financial windfall from these data centers has also attracted the attention of private equity firms, which are seeking to capitalize on the potential riches to be made in supplying these projects with electricity by buying regulated public electric utilities. These utilities are unusual in our capitalist system, in that they are subject to both state and federal regulation regarding their duties to serve the public and the amount they can …

Women In Law And The Draft, Thomas Helgerman, Benjamin David Pyle

Faculty Scholarship

Between 1964 and 1973, women’s representation in full-time law school programs rose fivefold, from 3.7% to 20.1%. This paper examines whether Vietnam War draft policy contributed to this increase. In 1968, men enrolled in law school lost eligibility for 2-S student deferments, threatening law schools’ tuition revenues and incentivizing schools to admit more women to stabilize enrollment. To test this mechanism, we construct a school-by-year dataset of enrollment counts split by women/men and full-time/part-time status. Using a uniform adoption difference-in-differences design, we find that women’s representation rises by 2 percentage points in full-time programs relative to part-time programs (which were …

The Spectrum Of Bipolar Disorder In Older Adults, Hui Xin Ng, Martha Sajatovic

Faculty Scholarship

The absolute number and relative proportion of individuals with older-age bipolar disorder (OABD) is expected to rise due to the global aging of the population, necessitating a greater understanding of the unique characteristics of OABD and the trajectory of aging with BD in order to improve the health span of people with BD. This review summarizes current knowledge on OABD, examining its clinical presentation, neurobiology, and treatment, as well as identifying key gaps and future directions for research. OABD is characterized by relatively greater cognitive impairment and somatic burden, despite potentially reduced mood symptom severity compared to younger-age bipolar disorder …

Microfluidic Capillary Transit Velocity As A Functional Measure For Sickle Cell Disease And In Vitro-Derived Red Blood Cells, Solomon Oshabaheebwa, Yuxuan Du, Christopher L. Wirth, Zoe Sekyonda, Zoe Sekyonda, Bryan L. Benson, Payam Fadaei, Yusang B. Ley, Michael A. Suster, Pedram Mohseni, Umut A. Gurkan

Faculty Scholarship

Emerging therapies in sickle cell disease (SCD) aim to restore healthy red blood cell (RBC) function, but they often yield heterogeneous cellular responses. There are no proven techniques to evaluate restored rheological functionality and heterogeneity in these RBCs. We present a biomimetic microcapillary network, high-speed imaging, and computational algorithms to analyze RBC capillary velocity profiles of the entire sample population at single-cell resolution. Using peripheral RBCs from SCD patients and healthy donors, we showed that RBC capillary transit velocity correlated with cell shape, hydrodynamic adaptability, and elongation index. Healthy RBCs exhibited a velocity distribution skewed toward higher values, whereas RBCs …

Unlocking The Benefits Of Transparent And Reusable Science For Climate Risk Management, Adam B. Pollack, Lisa Auermuller, Casey D. Burleyson, Jentry Campbell, Madison Condon, Courtney Cooper, Matteo Coronese, Sönke Dangendorf, James Doss-Gollin, Prabhat Hegde, Casey Helgeson, Robert E. Kopp, Jan Kwakkel, Corey Lesk, Justin Mankin, Robert E. Nicholas, Jennie Rice, Samantha Roth, Vivek Srikrishnan, Moira Scheeler, Nancy Tuana, Chris Vernon, Mengqi Zhao, Klaus Keller

Faculty Scholarship

People around the world seek climate risk information to guide their decisions. For instance, projections about future flood risk inform where households choose to live, how lenders manage credit risks, and which communities receive federal funding. Yet data limitations and fundamental validation challenges raise important concerns about the reliability of such projections. The principles of transparency and reusability help address these concerns by enabling scrutiny of assumptions and methods, development of foundational data and tools, and consistent application of evaluation standards. While there is ongoing debate about how much transparency commercial climate risk services should provide, many expect noncommercial actors …

Unwanted Medical Treatment Harms Patients: Taxonomy Of Healthcare Consent Infractions, Thaddeus Pope

Faculty Scholarship

Patients in the United States are subject to an ever-growing “avalanche” of unwanted medical treatment (UMT).  This is ethically, economically, and legally wrong. First, UMT constitutes a serious violation of patient autonomy and self-determination.  Second, it is waste (and often fraud or abuse) of scarce healthcare resources.  Third, but for rare exceptions, administering UMT contravenes settled legal rules and principles around consent and battery.

This article describe four types of unwanted medical treatment and how the law addresses (or fails to address) them.  The four types of UMT are (1) treatment over patient objections, (2) treatment with zero consent, (3) …

Trump's War On Diversity, Equity, And Inclusion, Nancy C. Marcus

Faculty Scholarship

Among the many head-spinning developments that have occurred from the first days of President Trump’s second presidency are his attacks on DEI (diversity, equity, and inclusion), including anti-DEI edicts targeting educational institutions. This article provides a chronology and analysis of the early 2025 Trump administration’s attacks on DEI targeting schools nationwide, the resulting harms, and responses thereto, including litigation. A discernible refrain in the early litigation challenging President Trump’s anti-DEI attacks targeting educational institutions across the country has been how those attacks cross a clear constitutional line: the prohibition of unconstitutionally obscure governmental mandates. At its core, the void-for-vagueness doctrine …

Post-Chevron Deference In Asylum Proceedings, Shawn E. Fields

Faculty Scholarship

The Supreme Court held for four decades that Chevron deference should apply in all immigration proceedings. How, then, will asylum proceedings change in a post-Chevron world? When, and under what circumstances, will courts continue to defer to the findings of immigration judges and the Board of Immigration Appeals (BIA)? And why does it matter? This Article answers those questions.

These issues require urgent examination for three reasons. First, they directly confront an issue pending before the U.S. Supreme Court in Urias-Orellana v. Bondi: Without the protection of Chevron insulating BIA decisions from meaningful judicial review, can certain legal questions like …

Neuroaesthetic Frequency Tuning For Neurodivergent Populations: A Network-Informed Theory Of Music For Emotional Memory And Cognitive Regulation, Piper Hutson, James Hutson

Faculty Scholarship

Neuroaesthetic frequency tuning posits that deliberate selection of musical parameters can modulate large-scale neural systems to support emotional memory retrieval and cognitive regulation in neurodivergent populations. Drawing on contemporary evidence from network neuroscience, cognitive musicology, and affective science, the article synthesizes how rhythmic, harmonic, and lyrical structures align with Default Mode (DM), fronto-parietal control, salience, motor, and limbic systems, and how these alignments can be targeted to balance internally oriented mentation with task engagement. The theory further integrates autonomic and cellular mechanisms, describing how tempo and spectral energy shift arousal and heart rate variability, and how astrocytic ensembles contribute to …

Havens For Corporate Lawbreaking, William J. Moon

Faculty Scholarship

Whether corporations are obligated to maximize profits or if they ought to consider societal interests more broadly remains one of the most highly contested debates in corporate law. Yet even the fiercest defenders of the firm’s profit motive concede that the corporation’s profit-seeking function cannot justify breaking the law. As a matter of American corporate law, directors and officers are in breach of their fiduciary duties if they facilitate or engage in profit-maximizing illegal activities. Or so we thought.

This Essay reveals a troubling trend of jurisdictions undercutting the legal compliance obligations of directors and officers. The current legal architecture …

Do-It-Yourself Reparations, Martha M. Ertman

Faculty Scholarship

The magnitude of harms like white supremacy makes it difficult to precisely identify losses, let alone remedy them. Piecemeal approaches are essential, and private efforts may be the only option when public law and cultural norms deny or perpetuate the harms. This Article addresses one racial harm, the 10:1 racial wealth gap between white and black Americans, in the context of residential segregation over the past century. It contends that the equitable doctrine of restitution enables us to recognize and remedy the unjust enrichment enjoyed by white Baby Boomers caused by private law mechanisms such as racially restrictive covenants, all …

Legislatively Erased: The Failure Of Privacy Legislation To Protect People Connected To The Criminal Legal System, Chaz Arnett, Kate Weisburd

Faculty Scholarship

No abstract provided.

Hardwiring Hercules?, Courtney M. Cox

Faculty Scholarship

It is time to reorient the debate over the right to a human decision. Within that debate, the strongest arguments in favor of human decisionmakers are Arguments from Explanation: AI technology is increasingly and necessarily opaque, and so machines should not replace human decisionmakers because machines cannot give the required explanations. Or so the humanist argument goes. Meanwhile, machinists argue that most humanist principles have been deflated by the Better Decision Argument, which reframes such principles as grounding not a right to a human decision, but merely to a “better” decision— whether by human or machine.

This Article turns that …

Incarceration As Sexualized Violence, Leigh S. Goodmark

Faculty Scholarship

Sexual violence—rape, sexual assault, strip and body cavity searches, surveillance, and reproductive abuse—is a regular occurrence in women’s prisons. Some of that violence is clearly illegal; some occupies a legally gray middle ground; and some is considered essential to the operation of the prison system. All of it, however, could violate the law if the victims were not incarcerated. Sexual violence is so pervasive within women’s prisons that incarceration can only be understood as a form of sexualized violence. Given the certainty that people incarcerated in women’s prisons will experience some form of sexual abuse, continued incarceration can only be …

Symmetry, Presumptions, And The Judges Design, Murat C. Mungan

Faculty Scholarship

An instrumental variables approach called ‘the judges design’ used frequently in social sciences relies on an assumption called ‘average monotonicity’. This assumption pertains to how different judges’ (or other classifiers’) decision making processes relate to each other. Violations of it are hard to detect, which raises the importance of it being supported by a plausible theory. Decisions of judges who solve Bayesian decision problems violate average monotonicity as long as the signals they process are symmetric and they do not possess strong presumptions. This result is extended to cases where judge presumptions are symmetrically distributed and may include strong presumptions. …