Digital Commons Network^™

Developing Empathetic Ai: Exploring The Potential Of Artificial Intelligence To Understand And Simulate Family Dynamics And Cultural Identity, Emily Barnes, James Hutson

Faculty Scholarship

The rapid advancement of Artificial Intelligence (AI) has significantly impacted various domains. Yet, the exploration of AI's potential to develop a deep understanding of family culture and identity remains underexplored. This study introduces the concept of "a love of grandma and apple pie" to symbolize the potential of various AI to internalize and appreciate familial relationships, cultural traditions, and personal identity. The proposed study would investigate how an advanced deep learning model, trained on diverse unstructured datasets—including multimedia data from 100 families-could learn and reflect human-like emotions, values, and cultural understanding. Utilizing Convolutional Neural Networks (CNNs) for visual data processing …

What The Warhol Court Got Wrong: Use As An Artist Reference And The Derivative Work Doctrine, Jessica Silbey, Eva Subotnik

Faculty Scholarship

In Andy Warhol Foundation for the Visual Arts, Inc. v. Goldsmith, the Supreme Court conflated “use as an artist reference” with preparing a “derivative work.” It did so on the erroneous assumption that permission to use a copyrighted work as an artist reference is a license to prepare a derivative work. But copyright law does not necessarily deem all uses of references for making new art to be the preparation of a derivative work. In other words, not all adaptations of an original work are infringing. Some may be neither derivative works nor substantially similar copies, and some may …

Constructing A Liberal/Progressive “Constitution In Exile”: An Appreciation Of Jack Balkin’S Memory And Authority, James E. Fleming

Faculty Scholarship

Balkin’s book makes clear why many liberal/progressive criticisms of conservative originalists—that they get the history wrong or cherry-pick it, that they only selectively insist upon originalism and otherwise ignore it, and the like—deliver at best glancing blows (as far as the conservative originalists are concerned). For one thing, he shows that the construction of memory entails the construction of forgetting (or erasure),7 which is essential to originalist projects that whitewash our historical injustices and repudiate the progressive aspirations embodied in our history. Hence, when conservative originalists erase unjust aspects of our history, and liberals and progressives criticize them for not …

Diffuse Interface Modeling Of Non-Isothermal Stokes-Darcy Flow With Immersed Transmissibility Conditions, Hyoung Suk Suh

Faculty Scholarship

The coupling between free and porous medium flows has received significant attention since it plays an important role in a wide range of problems from fluid-soil interactions to biofluid dynamics. However, modeling this coupled process remains a difficult task as it often involves a domain decomposition algorithm in conjunction with a special treatment at the interface. The problem can become more challenging under non-isothermal conditions because it requires the iterative procedure at every time step to simultaneously meet the transient mass continuity, force equilibrium, and energy balance for the entire system. This article presents a diffuse interface framework for modeling …

Development Of A Selective Novel Fluorescent Substrate For Sodium-Dependent Transporters, Richard S. Agnes, Raymond F. Muzic Jr.

Faculty Scholarship

Aim: To synthesize, characterize, and validate 6FGA, a fluorescent glucose modified with a Cyanine5.5 at carbon-6 position, for probing the function of sodium-dependent glucose transporters, SGLT1 and SGLT2. Main methods: The synthesis of fluorescent glucose analogue was achieved through “click chemistry” of Cyanine5.5-alkyne and 6-azido-6-deoxy-D-glucose. Cell system studies were conducted to characterize the in vivo transport properties. Key findings: Optical analyses revealed that 6FGA displayed similar spectral profiles to Cyanine5.5 in DMSO, allowing for concentration determination, thus supporting its utility in quantitative kinetic studies within biological assays. Uptake studies in cell system SGLT models, LLC-PK1 and HEK293 cells, exhibited concentration …

The Limits Of Immigrant Resilience, Huyen Pham, Natalie C. Cook, Ernesto Amaral, Raymond Robertson, Suojin Wang

Faculty Scholarship

Economists have identified important adaptations that immigrant workers have made to weather economic crises. During times of economic contraction, immigrant workers have moved across industries or geographical locations, downshifted to part-time work, and accepted lower wages to stay employed. Evidence from the Great Recession (2007–2009) shows the benefits of that economic resilience: immigrant workers were more likely than native-born workers to remain continuously employed, to have shorter periods of unemployment when they lost their jobs, and to regain jobs more quickly in the recovery period. Of course, these adaptations had significant personal costs for immigrant workers and their families, but …

Why Mlp Legal Care Should Be Financed As Health Care, William M. Sage, Keegan D. Warren

Faculty Scholarship

Medical-legal partnership (MLP) integrates the unique expertise of lawyers into collaborative clinical environments. MLP teams meet the needs of individual patients while also detecting structural problems at the root of health inequities and advancing solutions at the institutional, community, and system levels. Yet MLPs today operate in limited settings and survive on scant budgets. Expanding their impact requires secure funding. Financing MLPs as health care can do the following: (1) help address inequity at the point of care; (2) enable expert diagnosis and treatment of nonmedical drivers of health; (3) enhance team-based practice in health care organizations; (4) offer another …

Giant Asset Managers, The Big Three, And Index Investing, Dorothy S. Lund, Adriana Z. Robertson

Faculty Scholarship

A robust literature describes the incentives and stewardship practices of the “Big Three” asset managers (BlackRock, Vanguard, and State Street Global Advisors), often referring to these asset managers as “passive.” This is so common that the “Big Three,” “index fund,” and “passive manager” are used almost interchangeably by both academics and practitioners. This shorthand emerged in the foundational scholarship in this area, and while it may remain useful in certain contexts, its casual use obscures important features of the market and contributes to misperceptions. In this chapter, we demonstrate that it is a mistake to equate passive investing with index …

Labour And Democracy, Kate Andrias

Faculty Scholarship

Democracy has always been a central project of labour law, but it is all the more important today, with authoritarianism on the rise and democracy under threat across the globe. This chapter examines the relationship between labour law and democracy. It explores the central tension between democracy and labour under capitalism; traces how ideas and arguments about workplace democracy have evolved over time; and explores the relationship between workplace democracy and political democracy, including how and when unions serve as a bulwark against authoritarianism. Ultimately, it argues that a critical task for labour law scholarship is to rethink the body …

Using Latent Variables To Improve The Management Of Depression Among Hemodialysis Patients, Douglas D. Gunzler, Martha Sajatovic, Ashwini R. Sehgal

Faculty Scholarship

Background: Screening for depression can be challenging among hemodialysis patients due to the overlap of depressive symptoms with dialysis or kidney disease related symptoms. The aim of this study was to understand these overlapping symptoms and develop a depression screening tool for better clinical assessment of depressive symptoms in dialysis patients. Methods: We surveyed 1,085 dialysis patients between March 1, 2018 and February 28, 2023 at 15 dialysis facilities in Northeast Ohio with the 9-item patient health questionnaire (PHQ-9) and kidney disease quality of life (KDQOL) instrument. To evaluate overlap across questionnaire items, we used structural equation modeling (SEM). We …

Limits To Asset Manager Adaptation, Madison Condon

Faculty Scholarship

In Our Lives in Their Portfolios, Brett Christophers provides an account of the rise of ‘asset manager society’ – a world in which the infrastructures of public life are converted from public to private ownership. Here I use Christophers’ analysis to comment on growing calls for asset manager investment in climate adaptation. The asset manager business model requires ever-escalating returns, a poor fit with the now unavoidable losses that climate change promises to bring.

Changes In Revenues Associated With Antimicrobial Reimbursement Reforms In Germany, Matt Mcenany, Kevin Outterson

Faculty Scholarship

Policy declarations from the G7 and other high-level meetings call for increased incentives for antimicrobial research and development (R&D). Governments fund push incentives like CARB-X and GARDP, and G7 countries are now designing pull incentives—financial rewards given to manufacturers post-market authorization that are intended to encourage the creation and introduction of novel antimicrobials. Germany has declared previously at the G7 that it has developed a pull incentive that will increase revenues from sales of important new antimicrobials, principally by exempting them from some aspects of health technology benefit assessments and reference pricing, which should result in higher prices. This policy …

Experimental Investigation Of Heat Transfer And Pressure Drop In Copper Manifold Microchannel Heat Sinks, Yue Qiu, Huigang Wang, Jennifer Carter, James Mcguffin-Cawley, Chirag R. Kharangate

Faculty Scholarship

Over the past decade, various two-phase cooling solutions have been implemented to dissipate power in high heat flux electronic components. The manifold microchannel heat sink is an efficient thermal management solution that reduces heat resistance while also limiting the pumping power. However, there is limited work available on small form factor manifold microchannels with traditional heat sinking materials like copper. In this study, an experimental investigation is conducted to evaluate the heat transfer and pressure drop performance of copper manifold microchannel heat sinks using an environmentally friendly refrigerant, R1233zd(E), as the working fluid. A microchannel plate and a manifold plate, …

Single-Fly Genome Assemblies Fill Major Phylogenomic Gaps Across The Drosophilidae Tree Of Life, K. Nicole Crown, Sarah E. Diamond, Ryan A. Martin

Faculty Scholarship

AU Long-read: Pleaseconfirmthatallheadinglevelsarerepresentedcorrectly sequencing is driving rapid progress in genome assembly : across all major groups of life, including species of the family Drosophilidae, a longtime model system for genetics, genomics, and evolution. We previously developed a cost-effective hybrid Oxford Nanopore (ONT) long-read and Illumina short-read sequencing approach and used it to assemble 101 drosophilid genomes from laboratory cultures, greatly increasing the number of genome assemblies for this taxonomic group. The next major challenge is to address the laboratory culture bias in taxon sampling by sequencing genomes of species that cannot easily be reared in the lab. Here, we build …

Elevating Black Fathers' Experiences In The National Fatherhood Initiative: Strengths And Areas For Improvement Of 24/7 Dad® Curriculum And Case Management Services, Laura A. Voith, Katie N. Russell, Ashley Withrow, Tian Xia, Darrell Coleman

Faculty Scholarship

The Healthy Marriage and Responsible Fatherhood grant program is one of the most robust mechanisms supporting fatherhood programming in the United States, with the gold standard of care including fatherhood curriculum (e.g., 24/7 Dad®) and case management services. Despite the fact that fatherhood in the United States is not a monolith and Black fathers make up over 40% of those served through Responsible Fatherhood (RF) program, little research explicitly centers the lived experiences of low-income Black fathers. The current study used focus groups with fathers (n = 23) and staff (n = 8) enrolled in a RF grantee program. Thematic …

Mitigating Algorithmic Bias: Strategies For Addressing Discrimination In Data, Sonia Gipson Rankin

Faculty Scholarship

This article examines the pervasive issue of algorithmic bias, particularly within large language models (LLMs) and the legal system. It argues that unlike simple programming bugs, these biases are deeply ingrained in the design and training data of artificial intelligence (AI) systems. By understanding the historical roots of bias and its realworld consequence across various sectors, we can develop effective strategies to mitigate its impact and ensure AI serves as a tool for progress. Weaving together historical insights, case studies, and forward-looking recommendations, the article aims to equip legal professionals with the knowledge and tools necessary to lead the charge …

False Start On Nil: Public And Private Law Should Treat College Athletes Like Any Other Student, Jodi Balsam

Faculty Scholarship

No abstract provided.

Enhancing Adult Learner Success In Higher Education Through Decision Tree Models: A Machine Learning Approach, Emily Barnes, James Hutson, Karriem Perry

Faculty Scholarship

This article explores the use of machine learning, specifically Classification and Regression Trees (CART), to address the unique challenges faced by adult learners in higher education. These learners confront socio-cultural, economic, and institutional hurdles, such as stereotypes, financial constraints, and systemic inefficiencies. The study utilizes decision tree models to evaluate their effectiveness in predicting graduation outcomes, which helps in formulating tailored educational strategies. The research analyzed a comprehensive dataset spanning the academic years 2013–2014 to 2021–2022, evaluating the predictive accuracy of CART models using precision, recall, and F1 score. Findings indicate that attendance, age, and Pell Grant eligibility are key …

Understanding 303 Creative Llc In A Polycentric Constitutional World, Meg Penrose

Faculty Scholarship

The evolution of rights following Obergefell is not over. Creative 303 LLC marked a new phase in the ongoing legal challenges over the rights and ceremonies attending same-sex marriage. This Essay addresses the anticipated limits of 303 Creative LLC.

The Essay proceeds in three parts. First, how does 303 Creative LLC impact government employees? What rights, if any, should government employees be able to raise in light of 303 Creative LLC? Second, what does 303 Creative LLC mean for private marketplace vendors engaging in expressive commerce? Vendors, particularly wedding vendors, often create unique items for weddings. Will the law focus …

Negotiating Police Reform, Cynthia Alkon

Faculty Scholarship

In the summer of 2020, after the murder of George Floyd, the national conversation around police reform intensified and was part of a conversation with students at Texas A&M University School of Law. Students wanted more discussion and teaching about police, police misconduct, police reform, and defunding the police. Following those discussions, I created a simulation on local level police reform that, as of this writing, I have used twice in my negotiation class. Simulations are helpful teaching tools in a variety of settings, including law schools. Simulations can be particularly useful to help students discuss difficult topics in different …

Expanding Time Covered For Medical Nutrition Therapy: A Need For Clear Reporting On The Intensity Of Nutrition Interventions, Rosa K. Hand

Faculty Scholarship

Medical Nutrition Therapy (MNT) is an evidence-based health care service that helps people improve their food and nutrition habits to positively influence health outcomes and quality of life, and is part of a suite of complementary interventions that can be implemented for effective disease prevention and management. However, the dose (ie, length and number of sessions) of MNT that is covered by health care payers in outpatient settings is highly variable and may not be adequate to achieve the desired clinical outcomes and cost savings. Interest in improving access to adequate doses of MNT provided by registered dietitian nutritionists (RDNs), …

The Price Of Consent, Zohra Ahmed

Faculty Scholarship

This Article demonstrates how hierarchies in the international economy and in international financial institutions have facilitated the U.S.-led Global War on Terror (GWOT). Using U.S.-Pakistan relations as a case study, it shows how the United States has deployed its powerful position at the International Monetary Fund (IMF) to claim Pakistan's consent for its military activities in the region. In the GWOT's first decade, beginning in 2001, the United States openly sought forcible regime change, as in Afghanistan and Iraq; in its second and (now) third decades, the United States has waged covert counterinsurgency campaigns allegedly against militant groups in Muslim-majority …

Do Public Accommodations Laws Compel “What Shall Be Orthodox”?: The Role Of Barnette In 303 Creative Llc V. Eleni, Linda C. Mcclain

Faculty Scholarship

This article addresses the U.S. Supreme Court's embrace, in 303 Creative LLC v. Elenis, of a First Amendment objection to state public accommodations laws that the Court avoided in Masterpiece Cakeshop v. Colorado Civil Rights Commission: such laws compel governmental orthodoxy. These objections invoke West Virginia Board of Education v. Barnette 's celebrated language: "If there is any fixed star in our constitutional constellation, it is that no official, high or petty, can prescribe what shall be orthodox in politics, nationalism, religion or other matters of opinion or force citizens to confess by word or act their faith …

The States' Hodgepodge Of Physician Licensure Regulations, Tara Sklar, Christopher Robertson

Faculty Scholarship

The end of the federal COVID-19 public health emergency (PHE) on May 11, 2023, marked a pivotal shift in the landscape of telehealth regulation in the US. Kwan, Jolin, and Shachar analyze the implications of this transition by exposing inconsistencies in access to care. We agree that we now face a “convoluted patchwork of permanent and temporary changes to telehealth law and policy.”

Changes In Lean Body Mass With Glucagon-Like Peptide-1-Based Therapies And Mitigation Strategies, Ian J. Neeland

Faculty Scholarship

Weight loss induced by glucagon-like peptide-1 receptor agonists (GLP-1RAs) and dual glucagon-like peptide-1 receptor (GLP-1R)/glucose-dependent insulinotropic polypeptide receptor agonists is coming closer to the magnitudes achieved with surgery. However, with greater weight loss there is concern about potential side effects on muscle quantity (mass), health and function. There is heterogeneity in the reported effects of GLP-1-based therapies on lean mass changes in clinical trials: in some studies, reductions in lean mass range between 40% and 60% as a proportion of total weight lost, while other studies show lean mass reductions of approximately 15% or less of total weight lost. There …

A Model Of Time-Dependent Macromolecular And Elemental Composition Of Phytoplankton, Anne Willem Omta

Faculty Scholarship

Phytoplankton Chl:C:N:P ratios are important from both an ecological and a biogeochemical perspective. We show that these elemental ratios can be represented by a phytoplankton physiological model of low complexity that includes major cellular macromolecular pools. In particular, our model resolves time-dependent intracellular pools of chlorophyll, proteins, nucleic acids, carbohydrates/lipids, and N and P storage. Batch culture data for two diatom and two prasinophyte species are used to constrain parameters that represent specific allocation traits and strategies. A key novelty is the simultaneous estimation of physiological parameters for two phytoplankton groups of such different sizes. The number of free parameters …

Uhd: Unary Processing For Lightweight And Dynamic Hyperdimensional Computing, Mehran Shoushtari Moghadam, M. Hassan Najafi

Faculty Scholarship

Hyperdimensional computing (HDC) is a novel computational paradigm that operates on long-dimensional vectors known as hypervectors. The hypervectors are constructed as long bit-streams and form the basic building blocks of HDC systems. In HDC, hypervectors are generated from scalar values without considering bit significance. HDC is efficient and robust for various data processing applications, especially computer vision tasks. To construct HDC models for vision applications, the current state-of-the-art practice utilizes two parameters for data encoding: pixel intensity and pixel position. However, the intensity and position information embedded in high-dimensional vectors are generally not generated dynamically in the HDC models. Consequently, …

Shea Position Statement On Pandemic Preparedness For Policymakers: Building A Strong And Resilient Healthcare Workforce, Robin L.P. Jump

Faculty Scholarship

Throughout the COVID-19 pandemic, many areas in the United States experienced healthcare personnel (HCP) shortages tied to a variety of factors. Infection prevention programs, in particular, faced increasing workload demands with little opportunity to delegate tasks to others without specific infectious diseases or infection control expertise. Shortages of clinicians providing inpatient care to critically ill patients during the early phase of the pandemic were multifactorial, largely attributed to increasing demands on hospitals to provide care to patients hospitalized with COVID-19 and furloughs.¹ HCP shortages and challenges during later surges, including the Omicron variant-associated surges, were largely attributed to HCP …

Navigating The Ethical Terrain Of Ai In Higher Education: Strategies For Mitigating Bias And Promoting Fairness, Emily Barnes, James Hutson

Faculty Scholarship

Artificial intelligence (AI) and machine learning (ML) are transforming higher education by enhancing personalized learning and academic support, yet they pose significant ethical challenges, particularly in terms of inherent biases. This review critically examines the integration of AI in higher education, underscoring the dual aspects of its potential to innovate educational paradigms and the essential need to address ethical implications to avoid perpetuating existing inequalities. The researchers employed a methodological approach that analyzed case studies and literature as primary data collection methods, focusing on strategies to mitigate biases through technical solutions, diverse datasets, and strict adherence to ethical guidelines. Their …

Adoption As Substitute For Abortion?, Malinda L. Seymore

Faculty Scholarship

In Dobbs v. Jackson Women’s Health, Justice Samuel Alito relied on adoption as part of the justification for holding that abortion is not constitutionally protected: “States have increasingly adopted ‘safe haven’ laws, which generally allow women to drop off babies anonymously; and that a woman who puts her newborn up for adoption today has little reason to fear that the baby will not find a suitable home.” Using adoption as an adequate substitute for abortion is a long-standing strategy for the antiabortion movement; but it is often embraced by pro-choice advocates as well. This position is supportable only if the …