Digital Commons Network^™

The Business Of Ai-Producing Startups: Evidence From A Worldwide Survey, James Bessen, Stephen Michael Impink, Robert Seamans

Faculty Scholarship

We report results from a multi-year, worldwide survey of artificial intelligence (AI)-producing startups to describe the types of technologies, frameworks, data protection, and partnerships nascent firms use to develop their AI products. Analyses of our survey findings also inform how startups gather the resources to commercialize their AI applications in alignment with their entrepreneurial strategies, address competitive barriers, and respond to regulations. These data provide initial evidence of the perceived impact of these products on their customers’ tasks and industries, suggesting that these firms’ AI products not only reduce labor costs but augment human capabilities.

Nonlinear Bivariate Associations And Mononuclear Cell‐Type‐Specific Expression Level Differences In The Sting Signalling Pathway, David Kaplan

Faculty Scholarship

Understanding intracellular signalling pathways is crucial since they regulate essential functional activities. Bivariate relationships have been useful in delineating these pathways in clinical samples. In our previous studies, we have found many linear associations between pathway components, and we have interpreted these correlations as rheostatic regulators. Increases in an upstream component are correlated with a commensurate downstream increase. Here, we report a quantitative analysis of molecules in the STING pathway by assessing the variance in human peripheral blood mononuclear cell-type-specific molecular expression from patients with atherosclerotic coronary artery disease. The induction of the type I interferon track by this pathway …

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 Supreme Court's Policy Favoring Arbitration And Its Limits, George A. Bermann

Faculty Scholarship

While the federal policy favoring arbitration is codified in the 1925 Federal Arbitration Act (FAA), the strength of that policy depends on the treatment that arbitration receives in federal courts and in the United States Supreme Court in particular.

Courts in all jurisdictions play an important role in fashioning the treatment of arbitration agreements, arbitral proceedings and arbitral awards. However, the judicial role in this regard is especially pronounced in the United States, in view of the problematic state of legislation on the subject. The federal legislation on arbitration is 100 years old and has never been meaningfully amended. The …

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 …

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 …

The Law Of For Cause Removal, Jane Manners, Lev Menand

Faculty Scholarship

For the first time in American history, the Supreme Court is poised to decide what it means for the president to remove a principal officer “for cause.” The case — which arises from the attempted removal of Lisa Cook, a member of the Board of Governors of the Federal Reserve System — has major implications for central bank independence in the United States and, more broadly, for the U.S. administrative state. But given how long it has been since such offices were formally contested, courts and commentators have forgotten many aspects of the legal tradition governing “for cause” removal. In …

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 …

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 …

Selective Service And The Separation Of Powers, Jeremy K. Kessler

Faculty Scholarship

The legal history of the U.S. military draft is a case study in creative statutory interpretation. Throughout the twentieth century, this interpretive creativity tended both to expand draft registrants’ substantive and procedural rights, and to recalibrate the roles played by Congress, the courts, and various executive branch factions in the governance of tens of millions of young men. Today’s Military Selective Service Act (“MSSA”) reads much like the law that governed the land when the country last went to war with conscripts during the 1950s and 1960s. But between U.S. entry into the Korean War and its withdrawal from Vietnam, …

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 …

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 …

Wealth-Based Disparities In Higher Education: Compounding Privilege, Multiplying Barriers, Rachel Moran, Jonathan D. Glater

Faculty Scholarship

This Special Issue is prompted by a confluence of developments in higher education: increasing access to postsecondary schooling overall and concurrent increasing socioeconomic inequality. After World War II, American colleges and universities began to “massify,” expanding their enrollments by opening their doors to people who previously would have found them closed. First, these institutions admitted veterans, then people of color and women (Altbach and Reisberg 2018, p. 63; Gumport et al. 1997, p. 2; Labaree 2017, pp. 106–7). The U.S. was not an outlier, and in the ensuing decades, nations around the globe saw unprecedented increases …

Meeting The Challenge Of Civic Education In Hyperpolarized Times, Linda C. Mcclain

Faculty Scholarship

What role can civic education play in polarized times? That is the pressing question posed by Civic Education in Polarized Times, edited by Elizabeth Beaumont and Eric Beerbohm.1 As Beaumont’s introduction explains, “as political polarization has intensified across the world, civic education seems more urgent, but it has also become more challenging.” (P. 1.) The volume brings together an eminent group of education scholars, legal scholars, political theorists, and philosophers to consider challenging questions about how to carry out civic education “in a polarized era” and “for a polarized era.” (P. 2.)

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” …

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 …

Women In Nursing Leadership In Saudi Arabia: A Narrative Review In The Context Of Vision 2030, Amal Arishi, Ali Hudays, Joyce J. Fitzpatrick

Faculty Scholarship

Despite women comprising the majority of the nursing workforce in Saudi Arabia, they remain under-represented in leadership roles. This narrative review explores the barriers and facilitators to women's advancement in nursing leadership within the framework of Saudi Arabia's Vision 2030. Key challenges include cultural norms, gender bias, limited recognition, and lack of leadership training. Facilitators such as national mentorship programs, leadership academies, and public image reforms offer promise. The review underscores the need for targeted nvestments in education, structured leadership pathways, and adaptation of international models to empower Saudi female nurses and support inclusive health system transformation.

The Eunomics Of Intellectual Property, Shyamkrishna Balganesh

Faculty Scholarship

Originally developed by the legal theorist Lon L. Fuller, eunomics is the “study of good order and workable arrangements,” directed at understanding the structure, form, or ordering adopted by an area of law. Yet, unlike the ordinary analysis of institutional design, eunomics views the form adopted by an area of law as neither preordained nor wholly contingent. Instead, eunomics sees form as playing an important role in clarifying and developing the goals of an area through a means-ends interaction. This Article develops the central insights of Fuller’s eunomics project for intellectual property. Until now, most theoretical accounts of intellectual property …

Comparative Authoritarian Law, Madhav Khosla, Benjamin L. Liebman

Faculty Scholarship

In recent years, comparative constitutional lawyers have turned their attention to the study of democratic backsliding. However, such scholarship is yet to draw on the now extensive literature on traditional authoritarian systems. The bifurcation of regime type that has structured comparative legal research for decades — for comparative constitutional lawyers and for scholars of specific authoritarian regions — is now under strain. With the global rise of authoritarianism and the growing use of law by authoritarian states, the world is harder to neatly separate into two camps than it once might have been. This Article reflects on how we might …

Trump V. Cook And The American Rule Of For-Cause Removal, Jane Manners, Lev Menand

Faculty Scholarship

Halfway through oral argument in Trump v. Cook, Justice Amy Coney Barrett asked Solicitor General John Sauer when a statute authorizing an officer’s removal should be read to require process. “Why shouldn’t we do the same thing that the Shurtleff court did,” Barrett asked, “and say that, well, as we said in Shurtleff, when a statute specifies the grounds for removal, there must be notice and a hearing given?”

In response, Sauer distinguished between statutes authorizing removal for inefficiency, neglect of duty, or malfeasance in office (INM) — which he conceded require process — and statutes using the more …

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 …

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 …

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 …

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 …

Resilient Dispute Resolution Systems For International Energy Conflicts, Guillermo J. Garcia Sanchez

Faculty Scholarship

Energy-related conflicts are on the rise, spanning diverse issues such as the impacts of rare mineral mining on local communities, the impacts of sanctions on energy investments due to the Russia-Ukraine war, and the impacts of expanded subsidies on the electric vehicle and solar panel industries. Increasingly, companies, communities, and governments are clashing over the challenges of pursuing disparate and sometimes competing energy policies. This Article argues that dispute resolution mechanisms in the energy investment sector must be fundamentally rethought. Traditional semi-adjudicatory models, which focus on winners and losers, fail to accommodate the complex and multifaceted nature of contemporary energy …

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 …

Sounding The Alarm: The Role Of States In Monitoring The Federal Government, Christian G. Fritz

Faculty Scholarship

In December 2025, more than 40 bipartisan state legislative leaders from over 30 states, working through the National Conference of State Legislatures, issued a resolution titled “Federalism Restoration and State Empowerment.” The distinctive feature of American federalism has long been understood to be the distribution of powers between the national and state governments. This foundational element of our system of government—shared sovereignty—warrants revisiting by K-12 teachers and students. Although states may attempt to limit national power in ways such as withholding cooperation, exerting political pressure, and challenging federal authority through legal and institutional channels, this Digest focuses on the role …

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 …

Barriers, Attitudes, And Solutions For Brain Health Research Training In Lmics: A Trainee Cross-Sectional Study In Uganda, Mark Kaddumukasa, Carla M. Conroy, Christopher J. Burant, Shirley Moore

Faculty Scholarship

Background: Neurological disorders remain a challenge in sub-Saharan Africa, with limited expertise and credible research data to guide interventions and disease prevention. Training the next generation of clinical researchers requires a focused and concerted effort to stem the growing neurological disease burden. The US National Institute of Health (NIH) research training funded through the Fogarty International Center (FIC) Global Brain Disorders Research program gave trainees an opportunity to participate in mentored neurology research and training for 1–2.5 years. We conducted a descriptive cross-sectional study among mentees of 2 FIC research programs to assess the training experience and inform program refinement. …

The Brady Materiality Standard, Brandon L. Garrett, Adam M. Gershowitz

Faculty Scholarship

The Brady doctrine requires prosecutors to disclose all favorable and material evidence to the defense. To effectuate that rule, the U.S. Supreme Court has defined materiality as a “reasonable probability” that the evidence would have affected the outcome at trial. But apart from that definition, the Court has resisted offering any further guidance to lower courts. While far too little is known about how Brady materiality claims are actually adjudicated, there is strong evidence that courts often reject Brady claims involving withheld evidence on the grounds that the evidence was not significant enough to be material.

To examine how Brady …