Digital Commons Network^™

Filling The Network Gap In Research Ethics: Analyzing Ethical Issues At Scale In Big Team Science, Susan Wolf, Gillian H. Roehrig, Timothy L. Pruett, Korkut Uygun, Claire Colby Mcvan, Evelyn Brister, Shawneequa L. Callier, Alexander M. Capron, James F. Childress, Rosario Isasi, Andrew D. Maynard, Kenneth A. Oye, Paul B. Thompson, Terrance R. Tiersch

Articles

Scientific research increasingly involves large, multidisciplinary teams networked across multiple institutions to develop new technologies. Despite the rise of complex research networks and big team science, there has been too little analysis to date of the ethical challenges facing these networks. The extensive literature on the ethical issues confronting individual researchers and small teams (the microlevel) and on the larger societal challenges flowing from research and new technology (the macrolevel) leaves a troubling gap in between, at the mesolevel of the research network involved in big team science. Yet the ability of complex networks to conduct research ethically—which is essential …

Advancing Neurotech Justice In Youth Digital Mental Health: Insights From An Interdisciplinary And Cross-Generational Workshop, Francis X. Shen, Craig W. Mcfarland, Donnella S. Comeau, Leo Anthony Celi, Benjamin C. Silverman, Sepideh Abdi, Mahsa Alborzi Avanaki

Articles

Researchers and clinicians are increasingly looking to leverage artificial intelligence (AI) and digital tools to improve psychiatric care. Of particular promise is addressing the youth mental health crisis. Yet, the introduction of AI-enabled digital technologies for psychiatric treatment of young adults raises a host of ethical, legal, and societal issues (ELSI). To provide guidance in addressing these issues, we convened a two-day meeting at the Radcliffe Institute for Advanced Study at Harvard University: Advancing Neurotech Justice in Mental Health: Insights from an Interdisciplinary and Cross-Generational Workshop. The meeting brought together a diverse cohort of 17 experts and 5 students …

Creating A Responsible Authorship Culture In Science: Anchoring Authorship Practices In Principles Of Transparency, Credit, And Accountability, Susan Wolf, Véronique Kiermer, Sofia Adams, Kirsten Bibbins-Domingo, Kathleen Hall Jamieson, Joerg Heber, Mohammad Hosseini, Ana Marušić, Beau Nielsen, Magdalena Skipper, Geeta K. Swamy, Yensi Flores Bueso

Articles

Authorship remains the primary currency of academic credit and a cornerstone of research integrity, yet current practices often fail to reflect the collaborative and interdisciplinary nature of modern science and questionable authorship practices persist. We argue that addressing these shortcomings is a collective responsibility shared by researchers, journals, research funders, scholarly societies, and research institutions. We examined authorship guidelines issued by journals and research institutions and found that their recommendations to researchers are highly variable. We propose that fostering a responsible authorship culture requires a shared, principle-based framework grounded in transparency, credit, and accountability. These three interconnected principles highlight when …

Need For Harmonized Terminology In Cryopreservation To Support Reproducibility, Regulation, And Translation, Susan Wolf, Lakshya Gangwar, Lowell Wolfe, Nikolas Zuchowicz, Irina Filz Von Reiterdank, Srivasupradha Ramesh, Bat-Erdene Namsrai, Joseph Kangas, Joseph Sushil Rao, Matthew Powell-Palm, Timothy L. Pruett, John C. Bischof, Korkut Uygun

Articles

As cryopreservation technologies continue to develop, the need for harmonized terminology across the multitude of disciplines where cryopreservation is applied is becoming increasingly acute. Terminology in cryopreservation remains inconsistent, leading to confusion and barriers to progress. Applications of cryopreservation in medicine, food, agriculture, and conservation remain limited by this lack of consensus. Inconsistent terminology contributes to ethical, legal, and societal issues in translating and integrating new cryopreservation technologies. Here we identify the problem with examples of cryopreservation terminology that demand harmonization. We describe the need for terminological consistency by providing examples of effective terminology harmonization projects in related fields. We …

Ai-Powered Lawyering: Ai Reasoning Models, Retrieval Augmented Generation, And The Future Of Legal Practice, Daniel Benjamin Schwarcz, Sam Manning, J.J. Prescott, Patrick Barry, David R. Cleveland, Beverly Rich

Articles

Generative AI is set to transform the legal profession, though its most promising uses and ultimate effects are still unclear. While AI models like GPT-4 improve efficiency, they can also “hallucinate” and may undermine legal judgment, particularly in complex tasks typically handled by skilled lawyers. This article examines two emerging AI innovations that may mitigate these concerns: Retrieval Augmented Generation (RAG), which grounds AI-powered analysis in legal sources, and AI reasoning models, which structure complex reasoning before generating output. We conduct the first randomized controlled trial assessing these technologies, assigning upper-level law students to complete legal tasks using a RAG-powered …

Allocating Electricity, Alexandra Klass, Dave Owen

Articles

The U.S. electricity system is premised on the ideas that utilities have a duty to serve all customers in their service territories and that electricity supply should always meet demand. Until recently, there has been little reason to question these foundational premises. U.S. electricity demand has remained flat for over a decade, and during earlier periods of growth, new energy generation plants were relatively easy to build. Now, however, electricity experts predict massive load growth—most notably from data centers to power artificial intelligence and cryptocurrency—and building new power plants is no longer easy.

Major efforts are underway to increase electricity …

Merger Remedies Unbound, Dhruv Aggarwal, Albert H. Choi, Geeyoung Min

Articles

How should foundational contract law doctrines apply to corporate mergers? This Article argues that recent changes in Delaware law grant parties expansive contractual freedom to define their preferred remedies in merger agreements, untethered from the limits imposed by traditional contract law. A new provision in the Delaware corporate code, or the Delaware General Corporation Law (DGCL), permits penalty clauses in merger agreements, notwithstanding the traditional “anti-penalty doctrine” that forbids punitive liquidated damages in contracts. Delaware courts have also shown deference to specific performance provisions, treating them as presumptively enforceable commitments instead of retaining their traditional judicial discretion over the choice …

Legalistic Noncompliance, Daniel Deacon, Leah Litman

Articles

Will the executive branch comply with court orders? That question has garnered a considerable amount of attention over the first few months of the second Trump administration. But what does it mean to comply? And what if a form of noncompliance is already occurring?

This Article documents an emerging practice that has dominated the second Trump administration's approach to unfavorable court rulings, a practice this Article calls legalistic noncompliance. Legalistic noncompliance occurs when the administration uses the language of the law as cover to claim that it is complying with court orders when in fact it is not. Drawing …

The Crisis Of Appropriations Law, Samuel R. Bagenstos

Articles

Appropriations law is a unique body of federal law.  Appropriations law imposes its own somewhat baroque set of statutory interpretation principles, approves of very broad delegations to the Executive Branch without meaningful limiting principles, and is often exempt from judicial review.  But perhaps that is all about to change.  Donald Trump’s historically aggressive challenge to Congress’s power of the purse has spurred an unusually large volume of exceptionally high-stakes appropriations law litigation. 

The potential implications go beyond the high-profile issues such as enforcement of the Impoundment Control Act.  In general, the unusual features of appropriations law are built on a …

Managing Deportation: How Docket Control Replaced Substantive Relief In Immigration Courts, Linus Chan

Articles

In the modern deportation era, immigration courts saw their ability to grant relief from deportation undergo significant restrictions, constraining individualized discretion in favor of "categorical" denials. Congress dramatically curtailed the discretionary tools available to immigration judges, with the latest being the pair of immigration reforms from 1996, shifting the locus of individualized decision-making away from the courts and toward enforcement officers and prosecutors. Immigration courts lost discretion in being able to decide who could formally be granted status and stay in the United States when facing deportation through various restrictive eligibility requirements written into the law.

This Article argues that …

The Efficiency Paradox Of Majoritarian Democracy, Barbara Luppi, Francesco Parisi

Articles

Majoritarian democracy is widely regarded as the canonical procedure for converting heterogeneous individual preferences into collective decisions, yet its welfare properties are far more fragile than legal and political theorists suggest. This paper contributes to the literature on the limits of majoritarianism by applying a spatial voting model to demonstrate that the conditions under which majoritarian democracies produce efficient outcomes are narrowly constrained by the structural features of majority rule itself. We formalize a multidimensional policy environment in which voters bargain over both the policy vector and lump‑sum transfers. We show that—even with transferable utility among members of the majority …

Insuring Algorithmic Liability: A Response To Artificial Intelligence, Judicial Evolution, And Insurance, Daniel Schwarcz

Articles

No abstract provided.

Legalizing Magic Mushrooms: A Different Set Of Laws For A Different Kind Of Drug, Edward S. Adams

Articles

This Article explores the regulation of the cannabis industry, highlighting its origins, history, and shortcomings. The Article then compares the cannabis and psilocybin industries, arguing against the replication of the cannabis regulatory structure for psilocybin. Instead, this Article will propose tailored regulatory solutions designed to address the unique characteristics of psilocybin and foster a well-regulated, safe, and effective market.

Style And Substance: A Review Of Jill Barton's The Supreme Guide To Writing, Christina Frohock

Articles

No abstract provided.

Trophy Assets, Aneil Kovvali

Articles

Rich people like to own things that make them look cool. When the thing in question is a car, house, or boat, the implications are limited. But sometimes very rich people own assets that are more important. Within media, Elon Musk acquired Twitter, Jeff Bezos ac-quired the Washington Post, and Patrick Soon-Shiong acquired the Los Angeles Times. There has also been a craze for aerospace: Musk with Space X, Bezos with Blue Origin, Richard Branson with Virgin Galactic, and going back further, Howard Hughes with Hughes Aircraft Company. It is often difficult to understand the behavior in purely finan-cial terms, …

Democratizing Restitution: Trust As An Equitable Approach To Competing Claims On Cultural Heritage Objects, Britta Redwood

Articles

As formerly colonized states began to win their independence in the mid-twentieth century, a growing chorus of voices called on museums in London, Paris, Berlin, and other European cities to return objects taken during the colonial period. Having largely ignored these requests until recently, museums throughout Europe and the United States have begun negotiating returns of these objects to their rightful owners. There is a growing recognition among Western cultural institutions that continuing to hold cultural heritage objects taken under conditions of coercion or violence is morally untenable. More recently, some scholars have argued for a human rights approach to …

Property Rights V. Taxpayer Rights: The Battle Over Tax Foreclosures, Stewart E. Sterk

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No abstract provided.

How The U.S. Constitution Shapes International Tax Law: Instrument Choice In Tax Agreements, Noam Noked, Young Ran (Christine) Kim, Reuven S. Avi-Yonah

Articles

The U.S. Constitution’s Treaty Clause, which requires Senate approval by a two-thirds vote for treaties, has significantly influenced the development of international tax law. This Article examines the implications of Senate supermajority requirements on bilateral and multilateral tax treaties and agreements, alternative instruments, relevant international tax standards, and global tax governance.

Historically, tax treaties have been approved exclusively as Article II treaties requiring Senate approval. The difficulty of entering into treaties with the United States has influenced the instrument choice and design of U.S. and international tax standards. To address this challenge, several U.S. and international tax reforms have employed …

Boundaries Of Rules: Social Reactions To Legal Intervention, Francesco Parisi

Articles

This chapter examines what happens at the boundaries of rules: when social practices acquire legal recognition, when legal rules seek to reshape social expectations, and when formal and informal enforcement operate together. The conventional economic model treats the expected formal sanction as the principal source of compliance. Although this model provides a fundamental benchmark, it captures only part of the effects of legal intervention. The taxonomy developed here identifies the different ways in which legal, moral, and social incentives may interact. The kinds of public and private enforcement through which individuals express norms shape the additive, nonadditive, and countervailing effects …

Age, Law, And Political Economy, Alexander Boni-Saenz

Articles

This Article examines the intersection of age, class, and the law. Its central claim is that age is an essential dimension for the analysis of law and political economy. There are two primary reasons why. First, age is embedded in a large body of legal rules that structure the labor market and address vulnerabilities associated with particular life stages. Child labor laws set minimum ages for entry into the workforce, while social welfare laws use age eligibility criteria to shape the material conditions for older adults. Second, age and its sibling concept, generation, indirectly shape economic and political relations by …

The End Of Territoriality?, Reuven S. Avi-Yonah

Articles

The One Big Beautiful Big Act (OBBBA) of 2025 is generally consideredto be a continuation of the Tax Cuts and Jobs Act (TCJA) of 2017.1Thatis definitely true as far as the individual tax provisions are concerned, be-cause the OBBBA merely made permanent the TCJA provisions with minorchanges, such as increasing the cap on the state and local tax deduction from$10,000 to $40,000. For the corporate tax, the OBBBA continued some of thechanges in the TCJA (such as expensing) while relaxing others (such as amorti-zation of research and experimentation (R&E) expenditures and a stricter limiton interest deductions) without changing the overall …

Liability For Non-Disclosure In Ipos, Albert H. Choi, Kathryn E. Spier

Articles

A privately-informed entrepreneur may withhold material information from prospective investors who may sue the firm ex post for (alleged) non-disclosure. Absent liability, the entrepreneur has an excessive incentive to withhold bad news and pursue socially-wasteful projects. Liability deters inefficient non- disclosure and prevents capital misallocation. Any damage award received by investors is partially offset by a reduction in equity value. Depending on the likelihood of court error and litigation cost, the socially-optimal damage award may be either zero or the minimum necessary for full deterrence. The private incentive to waive liability may be socially excessive or insufficient. Positive and normative …

States As Gatekeepers In Global Governance, Kristina Daugirdas

Articles

Over the last several decades, private actors—corporations, philanthropic foundations, and non-governmental organizations—have increasingly contributed to the development and implementation of public international law. In some cases, private actors are developing standards that serve as substitutes for public regulation. In other cases, private actors have been “invited in” to public international organizations as funders, accredited observers and consultants, and even representatives of member states. According to one estimate, 56 percent of international organizations offered some form of access to private actors in 1990; two decades later, more than 90 percent did.

What we are witnessing, in other words, is the growing …

State Climate Superfunds, Rachel Rothschild

Articles

The harmful effects of climate change have already arrived in cities and states across America, with disasters increasing markedly in recent years along with more gradual environmental changes like sea-level rise and drought. To protect populations and natural resources, significant funding will be necessary for preventative measures as well as disaster response.

At present, it is states and ordinary taxpayers who must shoulder the enormous costs and planning for climate adaptation. A number of state legislators, however, have recently proposed enacting new laws that would require the companies who have most profited from fossil fuel usage to assist in funding …

Ai-Powered Lawyering: Ai Reasoning Models, Retrieval Augmented Generation, And The Future Of Legal Practice, Daniel Schwarcz, Sam Manning, J. J. Prescott, Patrick Barry, David R. Cleveland, Beverly Rich

Articles

Generative AI is set to transform the legal profession, though its most promising uses and ultimate effects are still unclear. While AI models like GPT-4 improve efficiency, they can also “hallucinate” and may undermine legal judgment, particularly in complex tasks typically handled by skilled lawyers. This article examines two emerging AI innovations that may mitigate these concerns: Retrieval Augmented Generation (RAG), which grounds AI-powered analysis in legal sources, and AI reasoning models, which structure complex reasoning before generating output. We conduct the first randomized controlled trial assessing these technologies, assigning upper-level law students to complete legal tasks using a RAG-powered …

Authorship Nonsense, Jessica Litman

Articles

Copyright law’s primary device for promoting progress is to bestow rights on the authors of works. Rights vest automatically and last for a very long time. Authors’ choices to retain, license, or transfer those rights fuel opportunities to communicate the works to their audiences. The copyright system’s mechanisms for determining who authored works (and therefore automatically obtained copyright rights) should be both accurate and reliable, since misidentifications will undermine the law’s working as intended.

This article examines authors’ creation of works and copyright law’s handling of authorship disputes. Many works result from creative collaboration. Although the copyright statute incorporates mechanisms …

Monitoring, Oversight, And Learning In Medical Ai, W. Nicholson Price Ii

Articles

When medical AI errs, it often goes unnoticed. If there’s a specific patient injury, and the link to AI is obvious, that problem might be reported to the Food and Drug Administration (FDA), but not always. And many other types of problems, like worse performance on specific groups or ineffective integration into health system workflows, simply don’t fall within the contours of regularized reporting. Even if they are noticed by the health system—far from a given—there’s no obvious way to share that information more broadly. Against this backdrop, there are justified calls for better oversight and reporting. But there’s the …

The Basis Of The Labor Exemption Reconsidered, Sanjukta Paul

Articles

Broadly speaking, this symposium queries the question of expanding some actors’ coordination rights under antitrust law as a way of effectuating legal goals relating to “power relations.” I commend the organizers of the symposium for opening this conversation, for asking about the use of “collective bargaining” beyond the traditional labor domain, and for taking on the question in a creative way. These broader questions are essential, and yet my own article will (paradoxically, perhaps) try to contribute to this effort by going back to the core domain of the labor exemption itself—where, it turns

How The U.S. Constitution Shapes International Tax Law: Instrument Choice In Tax Agreements, Noam Noked, Young Ran (Christine) Kim, Reuven Avi-Yonah

Articles

The U.S. Constitution’s Treaty Clause, which requires Senate approval by a two-thirds vote for treaties, has significantly influenced the development of international tax law. This Article examines the implications of Senate supermajority requirements on bilateral and multilateral tax treaties and agreements, alternative instruments, relevant international tax standards, and global tax governance.

Historically, tax treaties have been approved exclusively as Article II treaties requiring Senate approval. The difficulty of entering into treaties with the United States has influenced the instrument choice and design of U.S. and international tax standards. To address this challenge, several U.S. and international tax reforms have employed …

Covid And The Great Retrenchment, Samuel R. Bagenstos

Articles

The past six years have seen two dramatic shifts in federal health and benefits policy. First, during the COVID pandemic, the government dramatically expanded public benefits. These expansions had incredibly positive effects, and recipients were largely satisfied with them. But after a relatively short time, Congress rolled back nearly all of the expansion. Worse, the immediate pullback set the stage for even more significant retrenchments in the second Trump Administration. Where in 2023 the United States came closest to universal health care in its history—with a record low uninsured rate of 7.7%—the Trump Administration’s Medicaid cuts and failure to extend …