Digital Commons Network^™

Beyond Forecast Accuracy: A Responsible Ai Framework For Provenance-Aware Fine Jewelry Retail Planning, Katayoun Kiarsi, James Hutson

Faculty Scholarship

Fine jewelry retailers must reconcile uncertain demand, high-value inventory, complex material histories, and expectations of responsible sourcing. This article develops a responsible artificial intelligence framework that connects demand forecasting, provenance evidence, and governance within retail planning. A conceptual framework-development approach informed by design-science research combines a targeted literature update through October 9, 2026, with descriptive analysis of published market statistics and an external retail forecasting benchmark. The analysis distinguishes original design propositions from empirical findings reported by other researchers; no retailer-level experiment or environmental impact assessment was conducted. Three sourced bar charts illustrate changing gold jewelry consumption and the methodological …

Size-Tunable Tellurium Quantum Dots By Glancing Angle Deposition, S. M. Sayem, Salim Hussain, Fernando Maia De Oliveira, Ranjitha Kumarapuram Hariharalakshmanan, Gregory Guisbiers, Tansel Karabacak

Faculty Scholarship

Tellurium has a unique helical crystal arrangement and pronounced anisotropy that influence its electronic and optical properties at the nanoscale. This study reports the synthesis of pure tellurium quantum dots (Te QDs) on silicon wafer using glancing angle deposition (GLAD). Quasi-hemispherical dots with lateral sizes ranging from 9 to 28 nm and vertical dimensions of 6 to 10 nm were produced as a function of the deposition duration. A comparison of the dot sizes with the Bohr radii of the charge carriers indicated a regime of strong to intermediate confinement. Structural analyses confirmed the polycrystalline nature and trigonal phase of …

Senate Bipartisan Permit Reform Bill Would Upend Many Environmental Laws, Michael B. Gerrard

Faculty Scholarship

On September 26, the Republican chairs and Democratic ranking members of two key Senate committees released the Bipartisan American Affordability and Jobs Act of 2026 (BAAJA). The full Senate is expected to take up the bill on November 9 (a week after the midterm elections). Its future in the House is uncertain.

The bill, the culmination of years of negotiations on permitting reform, is very good for the proponents of many kinds of energy projects (both clean and fossil), especially electricity transmission. It is very bad for environmental groups and other project opponents who want to challenge these projects in …

Legal Scapegoating Of Transgender People, Democratic Vulnerability, And The Problem Of Judicial Blinders, Suzanne B. Goldberg

Faculty Scholarship

Over the past decade, lawmakers have proposed an extraordinary number of restrictions on transgender people across nearly every area of public and private life — bathrooms, health care, athletics, education, identity documents, military service, prisons, and more. This Article argues that these measures are best understood as legal scapegoating, meaning the use of law to galvanize public discomfort and hostility toward a targeted group. While demagogic rhetoric can also galvanize those reactions, the concrete restrictions of a legal scapegoating effort raise two further risks, one for democratic governance and the other for judicial review. First, legal scapegoating normalizes government’s use …

Fifty Years After Estelle V. Gamble—Where Does Carceral Health Law Go From Here?, James René Jolin, Jenean Docter, Benjamin A. Barsky

Faculty Scholarship

Fifty years ago, the US Supreme Court decided Estelle v.Gamble—a landmark case commonly known for establishing a duty on the government to provide health services to incarcerated people, whether before or after conviction. In this column, we offer a brief critical reappraisal of Estelle by reviewing its demanding legal standard and identifying a set of related litigation barriers that stymie the availability of relief in federal court. Given these constraints, we argue for a carceral health law paradigm that moves beyond the current, dominant focus on litigation.We use Medicaid law and policy as a case study to explore the …

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 …

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 …

International Law And Power Politics: On Koskenniemi's Perceptions Of Justice, Monica Hakimi

Faculty Scholarship

Martti Koskenniemi wrote ‘Perceptions of Justice’ against the backdrop of the 2003 Iraq War. The piece draws a stark distinction between American and European conceptions of justice – and approaches to international law. Over twenty years later, his distinction might still (or again) resonate. This retrospective analyses it in light of his other work and more contemporary events, arguing that it is a mix of misguided and confused. The United States and Europe have for decades, if not centuries, been profoundly entwined; each has significantly shaped and been shaped by its relationship with the other. The urgent question now is …

Think Twice Before You Sign! An Experiment On A Cautionary Function Of Contractual Formalities, Monika Leszczynska

Faculty Scholarship

Contractual formalities, such as handwritten signatures, have long been viewed as serving a cautionary function that protects individuals from entering ill-considered agreements. With the rise of digital contracting, it is uncertain whether online forms of assent can play the same role. In an incentivized laboratory experiment, four modes of contract confirmation were compared: clicking “OK,” typing one’s name, entering a PIN code (analogous to a qualified e-signature), and handwritten signing. The study examined how these methods affect choices between smaller–sooner and larger–later rewards. Results show that participants were more impulsive when confirming by clicking “OK” or typing their name than …

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 …

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 …

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, …

De-Centering And Re-Centering Digital Scholarship, Ten Years On, Matthew Hunter, Aaron Retteen, Micah Vandegrift

Faculty Scholarship

Ten years after the publication of a manifesto attempting to describe what digital scholarship could do for and within libraries, some of the original authors reflect on the progress of the call-to-action. This article describes areas in which the integration of digital scholarship activities as core parts of librarianship has and has not become commonplace and traces larger-scale developments in the academy and global knowledge landscape that have contributed to the accuracy of the predictions made in 2017.

A Quantitative Content Analysis Of Media Framing Of Illegal Mining In Ghana, Ebenezer Ato Kwamena Aidoo, Patrick Ansah, Fredrick Daoyenikye, Maame Aba Afful

Faculty Scholarship

Illegal mining in Ghana has attracted considerable public and policy attention due to its far-reaching environmental, social, and health consequences. Our study examines how Ghanaian news media frame illegal mining, the tone of media coverage, and the stakeholders represented in news narratives. Using a quantitative content analysis, 800 news articles were sampled from six widely read media outlets, Daily Graphic, Ghanaian Times, TV3 Ghana, GTV, Joy FM, and Citi Newsroom. A multivariate analysis of variance (MANOVA) was employed to examine differences in framing, tone, and stakeholder representation across outlets. Findings indicate that news organizations emphasize distinct frames, resulting in varied …

Trial By Fire: Disaster Justice And Lessons Learned, Clifford Villa

Faculty Scholarship

Disaster Justice reflects the intersection of environmental justice and disaster law. The study of disaster justice is becoming increasingly essential as disasters become more frequent and devastating in the face of accelerating climate change. Disaster law is marked by statutes such as the federal Stafford Act and by theory such as the “disaster cycle” of readiness, response, and recovery. Environmental justice recognizes that the distribution of harms such as bad air or water quality may be distributed inequitably among groups such as low-income populations or racial minorities. In similar fashion, the adverse impacts of disasters may also be distributed inequitably …

From Theory To Practice Implementing A Mission, Vision, And Values Statement To Support Change In An Academic Library Liaison Program, Patricia Fiorillo, Kristy Padron

Faculty Scholarship

Academic library liaison programs historically varied in their functions and adapted to their organizational needs and priorities. This case study examines the integration of a mission, vision, and values statement into the liaison program at Florida Atlantic University Libraries. Originating from business and organizational theories, these statements have been adopted by nonprofit organizations, including academic libraries, to guide administrative processes and services. The study highlights a re-visioning of an established liaison program during a period of transition. This fostered a shared understanding of the library’s priorities and documented its goals and objectives. This alignment was particularly crucial as Florida Atlantic …

The Coming Privatization Of Corporate Law, Dorothy S. Lund, Eric L. Talley

Faculty Scholarship

For more than a century, American corporate law has revolved around a simple competitive premise: State governments supply corporate law while companies choose their state of incorporation, and the market rewards the state offering the best corporate law product. Delaware’s longstanding market dominance (especially for public companies) is often explained through the confluence of its unusually attractive institutional package: expert judges, extensive precedent, a specialized bar, an enabling statute, and a legislature that — at least traditionally — treats corporate law as something to be calibrated technocratically rather than politicized.

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 …

Owning Geothermal Energy, Gabriel Eckstein

Faculty Scholarship

Geothermal energy holds vast potential for decarbonizing the U.S. energy system, yet the sector remains significantly underdeveloped, supplying only 0.4% of the nation's electricity. A principal barrier to growth is the fragmented and ambiguous legal landscape currently governing ownership of geothermal resources: thirty-three states lack any clear statutory or common-law framework identifying who owns subsurface thermal energy. This Article examines the physical characteristics of geothermal energy, recent developments in the U.S. geothermal sector, and the principal doctrinal approaches that might govern ownership of subsurface heat, including the ad coelum doctrine, common-pool and open-access frameworks, the rule of capture, and public …

Beyond The "Mucha Woman": Ornamental Invariance And Sarah Bernhardt's Cross-Gender Poster Persona, 1894-1899, Rose Mary Weigand, James Hutson

Faculty Scholarship

Alphonse Mucha's recurring female figure is often treated as a unified Art Nouveau type, alternately interpreted as an erotic commodity, a decorative ideal, or an emblem of the New Woman. This article argues that the category becomes analytically unstable when it is applied to the theater posters Mucha designed for Sarah Bernhardt. Through close visual comparison of Gismonda (1894), Lorenzaccio (1896), Médée (1898), and Hamlet (1899), with JOB (1896) serving as a commercial countertype, the study develops the concept of ornamental invariance: a stable graphic system that preserves celebrity recognition while role, costume, narrative action, and gender change. Mucha's elongated …

Seqra Developments: Amendments To Ease Housing Construction, Revised Regulations, New Cases, Michael B. Gerrard

Faculty Scholarship

In the hopes of easing the housing shortage, on May 26 the New York Legislature passed and Governor Kathy Hochul signed a bill that will exempt many multifamily housing projects from the State Environmental Quality Review Act (SEQRA).

A month before, the New York State Department of Environmental Conservation (DEC) issued regulations on protecting disadvantaged communities, and took steps to require more discussion of climate impacts under SEQRA.

Five Urban Futures For A Hot Planet: U.S. Legal Scenarios, Michael B. Gerrard

Faculty Scholarship

If current climate change trends continue, flooding, extreme heat, wildfires, and water scarcity will make the homes of millions of people in the United States increasingly uninhabitable. This change could happen by the end of the century, perhaps sooner. Most people will want to stay in their current homes, but there is no coherent policy to fortify the most vulnerable places. Nor is the current legal system equipped to handle what may become one of the largest migrations in U.S. history, as people flee intolerable climate conditions. This Article envisions five scenarios for cities in the future: sprout, grow, stay, …

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 …

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 …

The River That Powers Us: A Tribute To Dean Emeritus Kevin R. Johnson, His Steadfast Commitment To Diversity And Excellence, And His Legacy Of Impact, Angela Onwuachi-Willig

Faculty Scholarship

This Essay pays tributes to Dean Emeritus Kevin R. Johnson’s extraordinary contributions to the growth and successes of full-time Latinx faculty and other faculty of color within the legal academy. To do so, it utilizes the recent, inaugural study of faculty by the Association of American Law Schools (AALS) to situate the legal academy’s progress with the diversification of its faculty within a longer trajectory and then illustrates how such gains over the past three decades are the product of intentional, sustained intervention rather than organic institutional and societal evolution. The Essay begins by tracing the lineage of this progress …

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, …

Projected U.S. Cardiovascular Disease Burden From Heat Exposure For Future Greenhouse Gas Scenarios, Gokul Parmeswaran, Sai Rahul Ponnana, Santosh Kumar Sirasapalli, Niketh Surya, Tong Zhang, Zhuo Chen, Jean-Eudes Dazard, Salil V. Deo, Sanjay Rajagopalan

Faculty Scholarship

Importance: Climate change may reverse decades of improvements in cardiovascular disease (CVD) mortality in the US; however, comprehensive regional projections of heat-related CVD burden in the US are unavailable. Objective: To use the county-level observed (2010-2016) heat-related CVD burden in the US to obtain the projected rates through 2050 according to the mean (shared socioeconomic pathway [SSP] 2-4.5) and high (SSP5-8.5) greenhouse gas (GHG) emission pathways. Design, Setting, and Participants: This cross-sectional ecological analysis used county-level summary data including all counties in the contiguous US from 2010 through 2016 as baseline data with projections to 2030 and 2050 under SSP …

Modification Patents Across Multiple Ndas In Pharmaceutical Protections, Robin C. Feldman, Ramy Alsaffar, Tanziuzzaman Sakib

Faculty Scholarship

Introduction Our study examines modification patents across multiple New Drug Applications (NDAs), employed by pharmaceutical companies to extend patent protections. Ours is the only comprehensive study of modification patents by Active Pharmaceutical Ingredient (API) across multiple NDAs, the approach of current regulatory initiatives, investigating how these patents extend drug protections and impede generic entry.

Methods We examine 1028 modification patents, categorizing them as chemical variations, formulation changes, treatment methods, or device/agent. We tabulated additional granted protection time, correlations with new NDAs, and litigation from potential generics.

Results On average, 5 modification patents protected each drug, extending granted protection periods by …

Early-Term Abortion Bans And Sex Selection After Dobbs V Jackson, William Jergins, Xin Liang Brown

Faculty Scholarship

Following the 2022 US Supreme Court decision Dobbs v Jackson, many states adopted early-term abortion (ETA) bans that prohibit abortions before the age of viability and often before sex determination is technologically feasible. We analyze the effect of ETA bans on the sex ratio at birth among first-generation Chinese, Korean, and Indian (CKI) immigrants using difference-in-differences and triple differences methodolo- gies. While our estimates across higher parity children sometimes indicate a decrease in the sex ratio at birth, they are also generally small and statistically insignificant, which is consistent with continued access to sex selection under ETA bans. In contrast, …