Digital Commons Network^™

Antisocial Innovation, Christopher Buccafusco, Samuel N. Weinstein

Faculty Scholarship

Innovation is a form of civic religion in the United States. In the popular imagination, innovators are heroic figures. Thomas Edison, Steve Jobs, and (for a while) Elizabeth Holmes were lauded for their vision and drive and seen to embody the American spirit of invention and improvement. For their part, politicians rarely miss a chance to trumpet their vision for boosting innovative activity. Popular and political culture alike treat innovation as an unalloyed good. And the law is deeply committed to fostering innovation, spending billions of dollars a year to make sure society has enough of it. But this sunny …

False Accuracy In Criminal Trials: The Limits And Costs Of Cross Examination, Lisa Kern Griffin

Faculty Scholarship

According to the popular culture of criminal trials, skillful cross-examination can reveal the whole “truth” of what happened. In a climactic scene, defense counsel will expose a lying accuser, clear up the statements of a confused eyewitness, or surface the incentives and biases in testimony. Constitutional precedents, evidence theory, and trial procedures all reflect a similar aspiration—that cross-examination performs lie detection and thereby helps to produce accurate outcomes. Although conceptualized as a protection for defendants, cross-examination imposes some unexplored costs on them. Because it focuses on the physical presence of a witness, the current law of confrontation suggests that an …

The Right To A Glass Box: Rethinking The Use Of Artificial Intelligence In Criminal Justice, Brandon L. Garrett, Cynthia Rudin

Faculty Scholarship

Artificial intelligence (“AI”) increasingly is used to make important decisions that affect individuals and society. As governments and corporations use AI more pervasively, one of the most troubling trends is that developers so often design it to be a “black box.” Designers create AI models too complex for people to understand or they conceal how AI functions. Policymakers and the public increasingly sound alarms about black box AI. A particularly pressing area of concern has been criminal cases, in which a person’s life, liberty, and public safety can be at stake. In the United States and globally, despite concerns that …

Specialist Directors, Yaron Nili, Roy Shapira

Faculty Scholarship

What determines the effectiveness of corporate boards? Corporate legal scholars usually approach this question by focusing on directors’ incentives, such as counting how many directors are independent or whether the roles of the CEO and Chair are separated. Yet on the ground, the focus has been shifting to directors’ skill sets and experience. Investors, regulators, and courts are now pressuring companies to appoint directors with specific types of expertise. In response, more and more companies are adding what we term “specialist directors”: a DEI director, a climate director, a cyber director, and so on. These changes in board composition could …

The Rise Of Private Equity Continuation Funds, Kobi Kastiel, Yaron Nili

Faculty Scholarship

This Article provides the first comprehensive examination of an emerging practice within the private equity sector: continuation funds. Continuation funds break from the traditional private equity model by allowing sponsors to hold on to assets beyond the typical fund term and, instead of selling the assets to third parties, sell them to their own newly established fund. Lauded by the private equity industry as providing “optionality” to investors by allowing them to cash out or roll over, continuation funds have grown to represent a major segment of investment activity in the United States. Despite their surging popularity among private equity …

From Pollution To Resource: Advancing Swine Waste Treatment In The Usa, Viney P. Aneja, Ryke Longest, Matias B. Vanotti, Ariel A. Szogi, Gudigopuram B. Reddy

Faculty Scholarship

Concentrated animal feeding operations (CAFOs) have led to environmental challenges, specifically waste management. Swine CAFOs generate large amounts of waste, requiring proper treatment to avoid air and water pollution. Conventional waste management technologies, such as lagoon and spray field systems, do not prevent air and water pollution impacts. Research for the past few decades led to recommendations for waste treatment technologies superior to lagoons and spray fields. Private environmental sustainability initiatives focused on reducing greenhouse gas emissions in the food supply chain have implemented biogas digester projects for capturing methane in covered swine lagoons to reduce greenhouse gas emissions. However, …

Mickey, Disney, And The Public Domain: A Ninety-Five-Year Love Triangle, Jennifer Jenkins

Faculty Scholarship

No abstract provided.

U.S. Public Perceptions Of The Sensitivity Of Brain Data, Shenyang Huang, Umika Paul, Shikhar Gupta, Karan Desai, Melinda Guo, Jennifer Jung, Beatrice Capestany, William D. Krenzer, Dylan Stonecipher, Nita A. Farahany

Faculty Scholarship

As we approach an era of potentially widespread consumer neurotechnology, scholars and organizations worldwide have started to raise concerns about the data privacy issues these devices will present. Notably absent in these discussions is empirical evidence about how the public perceives that same information. This article presents the results of a nationwide survey on public perceptions of brain data, to inform discussions of law and policy regarding brain data governance. The survey reveals that the public may perceive certain brain data as less sensitive than other ‘private’ information, like social security numbers, but more sensitive than some ‘public’ information, like …

Transdisciplinary Doctoral Training To Address Global Sustainability Challenges, Zoie Taylor Diana, John Virdin, Michelle B. Nowlin, Nishad Jayasundara, Daniel Rittschof

Faculty Scholarship

No abstract provided.

Competition & Risk, Doni Bloomfield

Faculty Scholarship

No abstract provided.

Empirically Assessing Medical Device Innovation, George Horvath

Faculty Scholarship

No abstract provided.

Surviving The Megadrought, Warigia Bowman

Faculty Scholarship

According to NASA, the Earth experienced its hottest day in recorded history on July 22, 2024, surpassing the previous hottest day, which was set in 2023. The year 2024 will enter the record books as the hottest year since pre-industrial times. The temperatures in 2024 exceeded the year 2023, during which the average global surface temperature was the warmest ever recorded in the past 174 years. These meteorological facts—although alarming on their own—are the backdrop for the legal analysis contained in this Article. The driest states in the Southwest, including Arizona, Colorado, Nevada, New Mexico, and Utah, have long relied …

Natural Language Processing And Neurosymbolic Ai: The Role Of Neural Networks With Knowledge-Guided Symbolic Approaches, Emily Barnes, James Hutson

Faculty Scholarship

Neurosymbolic AI (NeSy AI) represents a groundbreaking approach in the realm of Natural Language Processing (NLP), merging the pattern recognition of neural networks with the structured reasoning of symbolic AI to address the complexities of human language. This study investigates the effectiveness of neurosymbolic AI in providing nuanced understanding and contextually relevant responses, driven by the need to overcome the limitations of existing models in handling complex linguistic tasks and abstract reasoning. Employing a hybrid methodology that combines multimodal contextual modeling with rule-governed inferences and memory activations, the research delves into specific applications like Named Entity Recognition (NER), where architectures …

The Role Of Data Sharing In Transboundary Waterways: The Case Of The Helmand River Basin, Najibullah Loodin, Gabriel Eckstein, Vijay P. Singh, Rosario Sanchez

Faculty Scholarship

While data and information exchanges theoretically play an effective role in the decision-making process of a shared watercourse, in practice, there are several challenges that prevent riparians from sharing data in an effective and cooperative manner. This chapter seeks to assess why the riparian nations of the Helmand River have failed to adopt an effective data exchange mechanism although both nations signed an internationally recognized bilateral water treaty in 1973. Applying a mixed study approach, the study draws on the theory of planned behavior (TPB) to interpret the main obstacles of data sharing between Afghanistan, the upstream state, and Iran, …

English Company Law: Legal Architecture For A Global Law Market, Andrew P. Morriss, Charlotte Ku

Faculty Scholarship

English-architecture company law describes the distinct and diverse group of company or corporate law used in more than 60 jurisdictions worldwide. English-architecture company law provides a robust platform for innovation and development due to its permissive structure, opportunity for choice of law in an entity’s internal governance, and scalability permitting variation for small and large entities. It is the dominant form among International Financial Centers (IFCs), many of which have legal systems with a British connection. This body of law responds to competition and maintains dynamism by engaging its practice community through “learning by doing” and “frictioneering.” An architecture approach …

What Mediation Romantics Can Learn From The Model T (Or Maybe The Chevrolet Trax), Nancy A. Welsh

Faculty Scholarship

When mediation was reintroduced to the U.S. in the 1970s, it was infused with a democracy-and-self-determination-enhancing, social justice ethos. As the process has been very successfully institutionalized, however, these ambitions have been scaled backalthough, at least arguably, certain "mediative elements" have actually been adopted (or coopted) by other procedural innovations. Perhaps it is time for those of us frustrated with the evolution of mediation to reconcile ourselves to the reality and value of a "basic" model of mediation designed for the sole purpose of getting parties from dispute to settlement-in much the same way that the basic model of a …

Historic Redlining And Health Outcomes: A Systematic Review, Noa T. Kraus, Sarah Connor, Krista Shoda, Scott Emory Moore, Elliane Irani

Faculty Scholarship

Objective: The purpose of this systematic review was to synthesize the existing literature on the associations between historic redlining and modern-day health outcomes across the lifespan. Method: This review searched PubMed and CINAHL for peer-reviewed, data-based articles examining the relationship between historic redlining and any health outcome. Articles were appraised using the JBI critical appraisal checklist. The results were synthesized using a narrative summary approach. Results: Thirty-six articles were included and focused on various health outcomes, including cardiovascular outcomes, breast cancer incidence and mortality, firearm injury or death, birth-related outcomes, and asthma outcomes. Most of the included articles (n = …

The Effects Of Poly(Ethylene Glycol) Grafting Density On The Extensional Solution Flows Of High Molecular Weight Polyacrylamide, Adam Linscott, Lauren Hong, Svetlana Morozova

Faculty Scholarship

Controlling the extensional rheological properties of solutions is of great interest for a number of applications, such as printing and coatings, as polymeric additives can modify a fluid's droplet size, formation, and breakup. We have measured the extensional flows of polyacrylamide graft poly(ethylene glycol) amine (PAM-g-PEGa) solutions as a function of grafting density. PAM-g-PEGa is synthesized with grafting densities of 2.5%, 5.5%, 8%, and 30% and extensional flow was analyzed with drop-on-substrate rheology. Flow time scales and profiles are then compared to understand the effects of backbone extension from the addition of side chains. At low grafting densities, the viscous …

Self-Calibrated Subspace Reconstruction For Multidimensional Mr Fingerprinting For Simultaneous Relaxation And Diffusion Quantification, Jessie E.P. Sun, Ken Sakaie, Mark A. Griswold

Faculty Scholarship

Purpose: To propose a new reconstruction method for multidimensional MR fingerprinting (mdMRF) to address shading artifacts caused by physiological motion-induced measurement errors without navigating or gating. Methods: The proposed method comprises two procedures: self-calibration and subspace reconstruction. The first procedure (self-calibration) applies temporally local matrix completion to reconstruct low-resolution images from a subset of under-sampled data extracted from the k-space center. The second procedure (subspace reconstruction) utilizes temporally global subspace reconstruction with pre-estimated temporal subspace from low-resolution images to reconstruct aliasing-free, high-resolution, and time-resolved images. After reconstruction, a customized outlier detection algorithm was employed to automatically detect and remove images …

Layer Multiplication Co-Extrusion Of Cross-Linked Polymer Microsphere-Filled Systems, Erik Steinmetz, João Maia

Faculty Scholarship

Layer multiplication co-extrusion allows for creation of advance structures with highly tunable properties, with relative ease. Multi-layer co-extrusion using the layer multiplication technique was used to create 33-layered structures of polymer microsphere-filled layers alternating with unfilled layers. Cross-linked polyurethane (PU) microspheres (of two different rigidities) and ultra-highly cross-linked polymethylmethacrylate (PMMA) microspheres were used to examine the effect of particle rigidity in confinement on overall mechanical properties. Layer structures were successfully created with particle-filled layers; once layer size approaches the particle size, the particles deform the unfilled counter-layer. In certain conditions, impingement of the counter-layer occurs, decreasing the mechanical properties. High-density …

Flexible Multifunctional Titania Nanotube Array Platform For Biological Interfacing, Hoda Amani Hamedani, Thomas Stegall, Yi Yang, Haochen Wang, Ashwin Menon, Anubhuti Bhalotia, Efstathios Karathanasis, Jeffrey R. Capadona, Allison E. Hess-Dunning

Faculty Scholarship

The current work presents a novel flexible multifunctional platform for biological interface applications. The use of titania nanotube arrays (TNAs) as a multifunctional material is explored for soft-tissue interface applications. In vitro biocompatibility of TNAs to brain-derived cells was first examined by culturing microglia cells—the resident immune cells of the central nervous system on the surface of TNAs. The release profile of an anti-inflammatory drug, dexamethasone from TNAs-on-polyimide substrates, was then evaluated under different bending modes. Flexible TNAs-on-polyimide sustained a linear release of anti-inflammatory dexamethasone up to ~11 days under different bending conditions. Finally, microfabrication processes for patterning and transferring …

Digital Inclusion For People With Autism Spectrum Disorders: Review Of The Current Legal Models And Doctrinal Concepts, James Hutson, Piper Hutson

Faculty Scholarship

Objective: Today, a significant part of professional tasks are performed in the digital environment, on digital platforms, in virtual and other meetings. This necessitates a critical reflection of traditional views on the problem of accessible environment and digital accessibility, taking into account the basic universal needs of persons with disabilities.

Methods: A gap between the traditional legal perspective on special working conditions for persons with disabilities and the urgent need of a digital workplace (digital environment) clearly shows lacunas in the understanding of accessibility, which are identified and explored with formal-legal and doctrinal methods. The multifaceted aspects of …

Beyond The Pixelated Mirror: Understanding Avatar Identity And Its Impact On In-Game Advertising And Consumer Behavior, Kyle Coble, Jay Ratican, James Hutson

Faculty Scholarship

This article examines the complex dynamics between avatars and in-game advertising, probing how virtual representations influence consumer behavior within digital environments. It delves into the psychological interplay between self-perception and avatar embodiment, suggesting that while younger users may treat avatars as accessories showcasing personal interests, adults tend to opt for idealized selves, affecting their interaction with and responsiveness to virtual marketing. The study contemplates the avatar’s function as both a consumer and influencer in the expanding metaverse, considering the escalating integration of branded items in games. It also highlights potential shifts in consumption patterns as digital and physical realities converge. …

College Major Area And Career Commitment: Rethinking Steam In Educational- Vocational Guidance, James Hutson, Sara Bagley, Colleen Biri

Faculty Scholarship

Objective: The exigency for higher education to exhibit outcomes aligning with career competencies has intensified, driven by external pressures favoring job-specific training. Amidst shifting career tendencies of Generations Y and Z and the advent of artificial intelligence-led automation, the valuation of different college majors has come under scrutiny. This study aims to dissect the prevailing assumptions and explore the satisfaction and career commitment levels among individuals with career-focused degrees.

Methods: Utilizing a mixed-methods approach, the study delves into the relationships among areas of study, career commitment, self-esteem, and self-efficacy among alumni from a private Midwestern liberal arts college. Instruments …

Leveraging Generative Agents: Autonomous Ai With Simulated Personas For Interactive Simulacra And Collaborative Research, James Hutson, Jay Ratican

Faculty Scholarship

The advent of large language models (LLMs) and AI learning have fundamentally reshaped the research landscape, paving the way for novel problem-solving approaches. This paper introduces a unique framework that leverages the capabilities of autonomous AI agents with simulated personas to drive collaborative research in groundbreaking ways. Inspired by a recent study of autonomous agents mirroring human behavior, this concept encourages the use of a cadre of AI agents, each possessing specialized expertise for collective endeavors. By replicating human diversity in teamwork, this approach targets complex and hitherto unsolvable issues. The key to this strategy is persona and emotional simulation, …

Use Of Ai To Recreate And Repatriate Lost, Destroyed Or Stolen Paintings: The 1785 Parisian Salon Case Study, Charles E. O'Brien, James Hutson, Trent Olsen, Jay Ratican

Faculty Scholarship

This study investigates the efficacy of artificial intelligence (AI) in the field of artwork restoration, focusing on lost, stolen, or destroyed artworks. Employing a dual approach that combines traditional manual restoration techniques with advanced generative AI tools, the research centers on a case study of the 1785 Parisian Salon. It specifically examines the reconstitution of Antoine François Callet's painting, Achilles Dragging the Body of Hector, unveiled alongside Jacques-Louis David's Oath of the Horatii. The study utilizes Easy Diffusion and Stable Diffusion 2.1 technologies for inpainting and colorization processes. These AI tools are employed in concert with manual restoration practices to …

Demystifying Artificial Intelligence (Ai) For Early Childhood And Elementary Education: A Case Study Of Perceptions Of Ai Of State Of Missouri Educators, Kathryn Arnone, James Hutson, Karen Woodruff

Faculty Scholarship

Artificial intelligence (AI) and its impact on society have received a great deal of attention in the past five years since the first Stanford AI100 report. AI already globally impacts individuals in critical and personal ways, and many industries will continue to experience disruptions as the full algorithmic effects are understood. However, with regard to education, adopting in disciplines remains limited largely to Computer Science and Information Technology in postsecondary education. Recent advances with technology are especially promising for their potential to create and scale personalized learning for students, to optimize strategies for learning outcomes, and to increase access to …

Essence As Algorithm: Public Perceptions Of Ai-Powered Avatars Of Real People, James Hutson, Jay Ratican, Colleen Biri

Faculty Scholarship

This paper investigates the intersection of generative AI, Large Language Models (LLM), and robotics. Exemplified by systems like ChatGPT and technological marvels such as Ameca the Robot, the combination of technologies will allow humans to transcend the limitations of death. Through digital necromancy, a practice encompassing the technological resurrection of deceased individuals, the ability to not only passively see recordings of loved ones but to interact with them is made possible, leading to ethical and psychological considerations. Therefore, examining these trends extends into the motives underlying engagement with both incorporeal and corporeal reproductions of individuals, with reasons ranging from memory …

A Public Technology Option, Hannah Bloch-Wehba

Faculty Scholarship

Private technology increasingly underpins public governance. But the state’s growing reliance on private firms to provide a variety of complex technological products and services for public purposes brings significant costs for transparency: new forms of governance are becoming less visible and less amenable to democratic control. Transparency obligations initially designed for public agencies are a poor fit for private vendors that adhere to a very different set of expectations.

Aligning the use of technology in public governance with democratic values calls for rethinking, and in some cases abandoning, the legal structures and doctrinal commitments that insulate private vendors from meaningful …

The Futures Of Law, Lawyers, And Law Schools: A Dialogue Authors, Sameer M. Ashar, Benjamin H. Barton, Michael J. Madison, Rachel F. Moran

Faculty Scholarship

On April 19 and 20, 2023, Professors Bernard Hibbitts and Richard Weisberg convened a conference at the University of Pittsburgh School of Law titled “Disarmed, Distracted, Disconnected, and Distressed: Modern Legal Education and the Unmaking of American Lawyers.” Four speakers concluded the event with a spirited conversation about themes expressed during the proceedings. Distilling a lively two days, they asked: what are the most critical challenges now facing United States legal education and, by extension, lawyers and the communities they serve? Their agreements and disagreements were striking, so much so that Professors Hibbitts and Weisberg invited those four to extend …