Digital Commons Network^™

Gamification: The Viability Of Using Genai To Create Games To Teach Legal Concepts, Nicole Belbin

Faculty Scholarship

This Essay examines whether generative artificial intelligence (GenAI) can lower the technical, time, and cost barriers that have limited the use of game-based learning (GBL) in legal education. It first considers the science of learning, focusing on spaced practice, retrieval practice, and concrete examples, and explains how GBL can incorporate these strategies. It then evaluates four general-purpose GenAI tools—Perplexity, Gemini, ChatGPT, and Claude—by testing their ability to state legal rules accurately and create games that teach personal jurisdiction.

The results demonstrate both GenAI’s promise and its limitations. Although all four tools incorporated core concepts of general jurisdiction, each omitted at …

Peeking Inside The Black Box: Discovery In Fair Housing Act Cases Arising From Ai Decision Making, Jessica Mahon Scoles

Faculty Scholarship

In today’s real estate market, more housing decisions are being automated. If artificial intelligence renders a biased decision, will the person impacted have any legal recourse? Commentators have expressed concern that the proprietary nature of AI will allow defendants in discrimination lawsuits to avoid discovery, effectively shielding their decision making from judicial scrutiny. This article examines whether AI and algorithm-related information is the discovery black box that some fear it to be.

Addressing the issue in the context of Fair Housing Act (FHA) litigation, the article argues that concerns about access to AI and algorithm-related discovery are overstated. In real …

Sidelining The Public, Anya Bernstein, Glen Staszewski, Wendy E. Wagner

Faculty Scholarship

This Article challenges the widely held view that Congress is the American government’s institution closest to the people, while administrative agencies are unaccountable and unresponsive. Providing a systematic, side-by-side institutional analysis, we compare the actual practices and capacities of these two institutions to engage affected publics in policymaking. We find that despite the democratic bona fides of an elected legislature, agencies possess superior capacities, more evolved practices, stricter rules, and stronger incentives for meaningful public engagement. Yet these capacities have been eroded—particularly over the last 50 years—by intensifying legal, political, and managerial obstacles. The Supreme Court and political actors have …

U.S. Administrative Law: A Casebook (6th Ed.), Jud Mathews

Faculty Scholarship

The number of administrative law texts is vast. The approach of this one, now in its fifth edition, is simple. It is: (1) to focus on the richest and most canonical cases; (2) to provide more extensive extracts of them than most casebooks; and (3) to keep the notes to a bare minimum. Updated through October 2025, the book contains a number of significant decisions from recent Supreme Court terms, as well as foundational classics that many contemporary casebooks cut, and much in between.

The Complex Decision-Making Processes Of Rural Emerging Adults: Counseling Beyond Dualism, Donna M. San Antonio Dr.

Faculty Scholarship

Rural adolescents approach the transition out of high school with individual concerns about making an emotionally or financially expensive “mistake,” family concerns about young people leaving home, and national and local concerns about declining rural economies and out-migration. The literature concerning this topic considers factors that influence youth aspirations in rural areas, such as economic barriers, the way higher education is valued, and perceptions of rural places as lacking in opportunity. However, there has been little study of the myriad interpersonal, emotional, and self-identity inputs that are part of the decision-making processes of rural emerging adults, and little is known …

Digital Assets And The Property Question, Andrea Tosato, Christopher K. Odinet

Faculty Scholarship

Is crypto property? The proliferation of digital assets such as cryptocurrencies, stablecoins, memecoins, and NFTs has confronted legal systems worldwide with three interdependent challenges: determining whether they are property, identifying their appropriate classification within property taxonomies, and establishing rules for their circulation in commerce. Our Article addresses this tripartite question—the Property Question—within American law.

The stakes here are significant. Billions of dollars in digital assets are traded daily, used as collateral, and held by custodial platforms. Yet all these transactions rest on an unresolved premise: that digital assets can be owned and are governed by established property rules. This fundamental …

Disconsents, Daryl J. Levinson, David E. Pozen

Faculty Scholarship

Consent is an indispensable standard and organizing principle in any liberal legal order that prizes self-directed autonomy, self-identified preferences, and collective agreement. Yet consent’s capacity to advance those values has become increasingly uncertain in a society beset by power imbalances, information asymmetries, and multiple forms of polarization. In this Article, we document how the rise of neoliberalism has led to greater reliance on consent throughout U.S. law, while at the same time leading to greater doubts about its moral efficacy and empirical feasibility. Connecting and generalizing pathologies of consent-based regulation that have been identified within myriad domains, the Article identifies …

Exploit Machina, Andrea Matwyshyn

Faculty Scholarship

Over half a century ago, Hannah Arendt cautioned us to “think what we are doing” when we build new technologies. Engaging with her counsel and a set of historical case studies, this Article frames what it calls exploit machina problems. Exploit machina refers to situations where broken technologies and broken governance combine to irreparably harm the public. In other words, exploit machina involves organizational choices to knowingly leverage technology as part of legally problematic conduct, including various forms of fraud. In the language of data science, exploit machina situations implicate strategic decisions in building and managing artificial intelligence (AI); they …

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 …

Corporate Law's Duty Of Data Loyalty, Andy Serwin, Neil Richards, Woodrow Hartzog, Ryan Durrie

Faculty Scholarship

Privacy law used to be a relatively tidy field, involving a few interesting but discrete topics like press disclosures of private facts, wiretapping, and the processing of personal data by internet companies. But as the digital revolution continues to disrupt area after area of human activity and software “is eating the world,” the core concerns of privacy law such as “when is it appropriate to process personal data?” have similarly entered field after field. Today, most fields of law, including discrimination law, antitrust, and international law, have found it necessary to reckon with the questions of informational harm and power …

Regulating Crisis Pregnancy Centers After Nifla And Dobbs: Controversies Over When Government Is Imposing An Orthodoxy About Abortion, Linda C. Mcclain

Faculty Scholarship

How does this broader sense of Barnette’s proscription of government from imposing “what shall be orthodox” implicate governmental restrictions on reproductive autonomy? Battles over reproductive freedom centrally implicate objections that government is unconstitutionally imposing a gender orthodoxy. Arguments for a right of personal autonomy embodying an antitotalitarian principle of liberty are arguments for a right to resist governmental imposition of an orthodoxy— for example, an idea about the natural or traditional role of women as mothers together with a view about how best to respect the sanctity of life. Rights to reproductive autonomy, grounded in personal autonomy and equality, …

Brokering Safety, Chinmayi Sharma, Thomas E. Kadri, Sam Adler

Faculty Scholarship

For victims of abuse, safety means hiding. Not just hiding themselves, but also their contact details, their address, their workplace, their roommates, and any other information that could enable their abuser to target them. Yet today, no number of name changes and relocations can prevent data brokers from sharing a victim’s personal information online. Thanks to brokers, abusers can find what they need with a single search, a few clicks, and a few dollars. For many victims, then, the best hope for safety lies in obscurity—that is, making themselves and their information harder to find.

This Article exposes privacy law’s …

The Black Hole Of Capital Gains: Etf Swap Funds, Jeffrey M. Colon

Faculty Scholarship

ETFs have begun to challenge mutual funds as the dominant U.S. public pooled asset vehicle.  Their constant liquidity, exposure to an ever widening range of investment strategies, and highly touted tax efficiency have driven the explosive growth in the assets under management of ETFs over the last 15 years.  The tax efficiency is due to section 852(b)(6), which permits ETFs to distribute appreciated property tax free and eliminate all fund-level taxable gains even while making portfolio adjustments, which mutual funds cannot do.

Fund sponsors have developed various strategies to exploit the benefits of section 852(b)(6), with the newest being the …

The Law And Economics Of Resilience, Doni Bloomfield, Jeff Gordon

Faculty Scholarship

The field of law and economics has long studied externalities, the costs and benefits actors create and yet fail to internalize. But scholars have largely overlooked a set of externalities that lead firms across the economy to systematically underinvest in resilience, with macroeconomically harmful consequences. In this Article, we address this gap with a theory of the law and economics of resilience, by which we mean the ability of markets to reliably and optimally meet demand for goods and services without extreme price fluctuations. 

We argue that corporate resilience is determined by a conflict between two basic forces: the resilience …

Looking Forward, Reflecting Back: The Promise Of Dispute Resolution To Reform The Criminal Legal System, Cynthia Alkon

Faculty Scholarship

The criminal legal system in the United States is plagued by serious and systemic problems. There have been countless efforts at reform over the last many decades that have included changes in what is a crime, how crimes are punished, how prosecutors do their job, and changes in policing. Yet, despite these efforts, problems such as mass incarceration remain deeply embedded. It is easy to be swept up in pessimism when discussing the criminal legal system. Change is hard, at best incremental, and we seem to be in the beginning of an era of backlash against recent reforms. This is …

Equal Justice & Generative Ai, Milan R. Markovic

Faculty Scholarship

The United States has long suffered from unequal access to justice, with countless low-and middle-income Americans forced to navigate the legal system alone. Recently, prominent judges, lawyers, and scholars have seized on generative AI as a potential corrective. These techno-optimists maintain that ChatGPT and other large language models can demystify the law and address unmet legal needs. Chief Justice John Roberts has proclaimed that AI-based tools "have the welcome potential to smooth out any mismatch between available resources and urgent needs in our court system."

Although AI will be an increasingly important source of legal assistance for underserved populations, the …

Religious Riders And The Sherman Act, Bailey Sanders

Faculty Scholarship

Can corporations engage in anticompetitive behavior on the basis of religious belief? While the answer may seem like an obvious no, in fact this question has largely been overlooked. It has hovered at the margins of the debate over religious exemptions: Proponents of religious exemptions have essentially argued that there is no harm in providing such exemptions to businesses because a competitive market will ensure consumers who might be denied services or goods by a religious firm can still obtain those goods and services elsewhere. But what if religiously minded businesses act in ways that are specifically designed to limit …

Why Are Executions Becoming Crueler?, Deborah W. Denno

Faculty Scholarship

Since the modern death penalty era, this country’s six execution methods have become crueler over time. This article details the execution procedures adopted across death penalty states up to the end of 2025, analyzing their societal and cultural underpinnings and explaining how they were implemented, including their shared flaws, unscientific origins and protocols, and reliance on untrained, unqualified, or unknown executioners. While legislatures and courts claim that states move from one technique to the next to enhance greater humaneness, history shows that such switches are primarily propelled by constitutional challenges to a state’s particular technique. In theory, rendering a state’s …

Untangling Ai Openness, Parth Nobel, Alan Z. Rozenshtein, Chinmayi Sharma

Faculty Scholarship

The debate over AI openness—whether to make components of an artificial intelligence system available for public inspection and modification—forces policymakers to balance innovation, democratized access, safety and national security. By inviting startups and researchers into the fold, it enables independent oversight and inclusive collaboration. But technology giants can also use it to entrench their own power, while adversaries can use it to shortcut years and billions of dollars in building systems, like China’s Deepseek-R1, that rival our own. How we govern AI openness today will shape the future of AI and America’s role in it.   Policymakers and scholars grasp the …

Large Language Models As Machines Of Beauty: Cognitive Averaging, Latent Space Geometry, And The Entropic Foundations Of Aesthetic Preference, Daniel Plate, James Hutson

Faculty Scholarship

This study advances the position that large language models (LLMs) and human perceptual systems are governed by a shared computational drive toward prototypicality, entropy reduction, and aesthetic coherence. Drawing on developmental evidence that infants exhibit early preferences for facial symmetry and averageness, the analysis situates aesthetic preference within broader research on processing fluency and predictive coding, emphasizing that biological perception rewards stimuli that reduce uncertainty and support efficient information compression. This foundation is used to examine how LLMs, through cross-entropy optimization, perplexity minimization, and latent space clustering, converge on high-density representational regions that operate as statistical prototypes of linguistic and …

Enhanced Sensory Perception And Myoelectric Control With High Channel Count Implanted Sensorimotor Systems, Sedona R. Cady, Joris Lambrecht, Dustin J. Tyler

Faculty Scholarship

Objective. Implanted electrodes for nerve stimulation and myoelectric recording facilitate bidirectional sensory feedback and control for neuromuscular conditions such as limb loss. While increasing implanted electrode channel count offers potential benefits, it also presents engineering and implementation challenges. This case study examines how increasing implanted electrode channel count affects sensory perception and myoelectric controller performance, thereby supporting the value of these advancements. Approach. One participant with upper extremity transradial limb loss received a percutaneous implanted system with two 8-channel extraneural cuff electrodes on the median and ulnar nerves, totaling 16 stimulating channels. The individual later received a wirelessly connected implanted …

Enhanced Dielectric Insulation Of Biaxially Oriented High Temperature Polyester Films For Capacitive Energy Storage, Tianke Chen, Michael Chen, Jiazhen Liu, Eric Baer, Lei Zhu

Faculty Scholarship

Biaxially oriented polypropylene (BOPP) films are widely used in dielectric capacitors due to their ultralow loss, high breakdown strength, and long lifetime. However, their poor temperature tolerance limits applications in emerging high-temperature environments such as wide-band-gap power electronics in electric vehicles. Here, we report significantly enhanced dielectric insulation properties of biaxially oriented poly(ethylene 2,6-naphthalate) (BOPEN) films compared to biaxially oriented poly(ethylene terephthalate) (BOPET) films, despite their similar semicrystalline morphologies. BOPEN exhibits higher DC and AC breakdown strengths and markedly extended lifetimes at elevated temperatures. For instance, at 120 °C, the DC Weibull lifetime of BOPEN exceeded that of BOPET by …

Local Government Standing As State Standing, Katharine Cooney, Katherine Mims Crocker

Faculty Scholarship

It is increasingly common, and controversial, for local governments to bring lawsuits as plaintiffs in federal court. Many questions about this practice raise matters that sound in policy. But some, including the issue of standing to sue, also raise issues of constitutional law. How local governments fit into standing rules should reflect how they fit into the U.S. constitutional system more broadly. As the Supreme Court put it in the famous (and infamous) 1907 case Hunter v. City of Pittsburgh, "[m]unicipal corporations are political subdivisions of the State, created as convenient agencies for exercising such of the governmental powers of …

Scalable And Durable Superhydrophobic-Superoleophilic Nanostructured Zinc-Coated Steel Wool For Efficient Oil-Water Separation, Nawzat Saadi, Laylan B. Hassan, Tansel Karabacak

Faculty Scholarship

We present a scalable, low-cost method to fabricate durable, superhydrophobic-superoleophilic steel wool for oil- water separation. The process involves zinc electroplating, hot water treatment (75◦C) to grow ZnO nanowires, and functionalization with 1-dodecanethiol. The resulting material exhibits a water contact angle of ~160◦ and an oil contact angle of ~0◦. It achieves a high oil absorption capacity (~18 times its weight) and separation efficiencies of ~99–100 % for cyclohexane (within 60 s) and crude oil (in under 3 min). The material demon- strates exceptional corrosion resistance in saline environments (14 wt% NaCl), retains its nanostructural integrity after prolonged exposure, and …

General Rulemaking Grants And The Federal Trade Commission, Tamar Katz, Alex Lloyd George, Lev Menand, Tim Wu

Faculty Scholarship

The legal campaign against the administrative state has a new front: general rulemaking provisions. General rulemaking provisions authorize agencies, in an open-ended way, to write rules to carry out Congress’s directives. Administrative agencies have relied on such provisions for decades. But over the last several years, some litigators, scholars, and judges have advanced limiting theories that would, if applied widely, greatly reduce the ability of agencies to execute federal statutes. The leading edge of this campaign is an effort to negate the rulemaking authority of the Federal Trade Commission (FTC). The reasoning employed by the FTC’s opponents, already adopted by …

Signaling Through National Security Lawmaking, Weijia Rao

Faculty Scholarship

An often-overlooked element of the ongoing TikTok saga is China’s export control law, which prohibits the sale of TikTok’s core content recommendation algorithm without prior approval from the Chinese government. This law is just one example of the extensive national security lawmaking China has undertaken in recent years. Closely paralleling similar institutions in the U.S., China has established a comprehensive national security legal framework that authorizes the government to restrict exports, sanction foreign entities, screen foreign investments, and block transactions involving cyber infrastructure.

Why turn towards legality when China has the ability to employ these actions without a formal legal …

Torso Synthetic Ct Generation By Integrating Deep Learning And Segmentation For Fdg-Pet/Mr Attenuation Correction, Jin Uk Heo, Robert S. Jones, Theodore Higgins Arsenault, Jennifer Dorth, Tithi Biswas, Raymond F. Muzic Jr

Faculty Scholarship

Introduction. Positron Emission Tomography/Magnetic Resonance (PET/MR) offers benefits over PET/CT including simultaneous PET and MR acquisition, intrinsic spatial registration accuracy, MR-based functional information, and superior soft tissue contrast. However, accurate attenuation correction (AC) for PET remains challenging as MR signals do not directly correspond to attenuation. Using deep learning algorithms that learn complex relationships, we generate synthetic CT (sCT) from MR for AC. Our novel method for AC, merges deep learning with threshold-based segmentation, to produce an AC map for the entire torso from Dixon MR images, which heretofore has not been demonstrated. Method. Twenty-nine prospectively collected, paired FDG-PET/CT and …

Resonant Breathwork As Multimodal Vagal–Interoceptive Modulation: An Empirical Synthesis Of Non-Invasive Vns, Breathing-Driven Interoception And Respiratory Tools, Piper Hutson, James Hutson

Faculty Scholarship

Resonant Breathwork is proposed as a layered, measurable intervention that modulates vagal activity and interoceptive processing through acoustic vocalization, respiratory mechanics, and biofeedback. This review synthesizes human empirical studies from 2022–2025 across five domains: (1) noninvasive transcutaneous auricular vagus nerve stimulation and acoustic or vocal vagal engagement; (2) interoception targets modulated by breathing; (3) respiratory rehabilitation tools, including oscillatory positive expiratory pressure and inspiratory muscle training; (4) virtual or augmented reality breath biofeedback; and (5) neuroimaging of high ventilation breathwork with music. Evidence shows taVNS can acutely increase vagal indices, with effects contingent on frequency and pulse width, while paced …

Beyond Phonics: Neuroaesthetic And Symbolic Divergence In Culturally Responsive Dyslexia Screening, Piper Hutson, James Hutson

Faculty Scholarship

Recent advances in neuroscience and educational technology have challenged the traditional phonological-deficit model of dyslexia, revealing the profound influence of visual-symbolic processing, neuroaesthetic resonance, and cultural context in the reading brain. This article interrogates prevailing assessment paradigms by synthesizing research on the Visual Word Form Area (VWFA), cross-linguistic literacy systems, and emerging neurodiversity frameworks. The study addresses the urgent need to reconceptualize dyslexia as a heterogeneous divergence in symbolic processing—rooted as much in neuroaesthetic and visuospatial alignment as in phonemic awareness. Existing screeners, predominantly optimized for English and other Latin-based scripts, systematically neglect the cognitive realities of learners in multilingual …

Resonant Body Communication For Neurodivergent Contexts: A Multimodal, Temporally Elastic Blueprint For Inclusive Biometric Systems, Piper Hutson, James Hutson

Faculty Scholarship

Prevailing emotion-sensing systems privilege a facial-and-gaze paradigm that encodes neurotypical tempo, channel priority, and expression classes, thereby mischaracterizing or erasing neurodivergent communication. This article advances a design-oriented framework for biometric sensing that centers resonant body communication: temporally extended, multimodal, and environmentally situated patterns of posture, gesture, rhythm, and interoception that carry affective meaning. Through an integrative methodology that synthesizes cognitive neuroscience, embodied arts practices, and human–computer interaction, the study formalizes a theoretical model with four pillars: temporal elasticity, multimodal sensory hierarchies, resonant gestures and rhythmic entrainment, and environmental attunement. Building on this model, the article specifies technical requirements for next-generation …