Digital Commons Network^™

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 …

International Society Of Sports Nutrition Position Stand: Ketogenic Diets, Alex Leaf, Jeffrey A. Rothschild, Tim M. Sharpe, Stacy T. Sims, Chad J. Macias, Geoff G. Futch, Michael D. Roberts, Jeffrey R. Stout, Michael J. Ormsbee, Alan A. Aragon, Bill I. Campbell, Shawn M. Arent, Dominic P. D'Agostino, Michelle T. Barrack, Chad Kerksick, Richard B. Kreider, Douglas S. Kalman, Jose Antonio

Faculty Scholarship

Position statement

The International Society of Sports Nutrition (ISSN) provides an objective and critical review of the use of a ketogenic diet in healthy exercising adults, with a focus on exercise performance and body composition. However, this review does not address the use of exogenous ketone supplements. The following points summarize the position of the ISSN:

1. A ketogenic diet induces a state of nutritional ketosis, which is generally defined as serum ketone levels above 0.5 mM. While many factors can impact what amount of daily carbohydrate intake will result in these levels, a broad guideline is a daily dietary …

Strategic Integration Of Ai In Higher Education And Industry: The Ai8-Point Model, Emily Barnes, James Hutson

Faculty Scholarship

The AI8-Point Model, derived from extensive experience in technology, AI, and higher education administration, addresses the critical need for cost-effective, high-impact strategies tailored to higher education. Despite the transformative potential of AI in enhancing student engagement, optimizing processes, and improving educational outcomes, institutions often struggle with practical implementation. The AI8-Point Model fills this gap by offering strategies that balance cost and impact. Visualized as a circle divided into four quadrants, the model encompasses phases of student engagement and institutional interaction: pre-enrollment beyond institutional control, pre-enrollment within institutional control, post-enrollment within institutional control, and post-enrollment beyond institutional control. Each quadrant contains …

A Mouse Model Of The Protease-Activated Receptor 4 Pro310leu Variant Has Reduced Platelet Reactivity, Xu Han, Elizabeth A. Knauss, Maria De La Fuente, Ronald A. Conlon, David F. Lepage, Weihong Jiang, Marvin T. Nieman

Faculty Scholarship

Background: Protease-activated receptor 4 (PAR4) mediates thrombin signaling on platelets and other cells. Our recent structural studies demonstrated that a single nucleotide polymorphism in extracellular loop 3 and PAR4-P310L (rs2227376) leads to a hyporeactive receptor. Objectives: The goal of this study was to determine how the hyporeactive PAR4 variant in extracellular loop 3 impacts platelet function in vivo using a novel knock-in mouse model (PAR4-322L). Methods: A point mutation was introduced into the PAR4 gene F2rl3 via CRISPR/Cas9 to create PAR4-P322L, the mouse homolog to human PAR4-P310L. Platelet response to PAR4 activation peptide (AYPGKF), thrombin, ADP, and convulxin was monitored …

Present Case Studies Highlighting Practical Implications Of Architectural Design Choices, Emily Barnes, James Hutson

Faculty Scholarship

The interpretability of deep neural networks (DNNs) has become a crucial focus within artificial intelligence and machine learning, particularly as these models are increasingly used in high-stakes applications such as healthcare, finance, and autonomous driving. This article explores the impact of architectural design choices on the interpretability of DNNs, emphasizing the importance of transparency, trust, and accountability in AI systems. By presenting case studies and experimental results, the article highlights how different architectural elements—such as layer types, network depth, connectivity patterns, and attention mechanisms—affect model interpretability and performance. The discussion is structured into three main sections: real-world applications, architectural trade-offs, …

Repeated Stimulation Of Feeding Mechanoafferents In Aplysia Generates Responses Consistent With The Release Of Food, Hillel J. Chiel

Faculty Scholarship

How does repeated stimulation of mechanoafferents affect feeding motor neurons? Monosynaptic connections from a mechanoafferent population in the Aplysia buccal ganglia to five motor followers with different functions were examined during repeated stimulus trains. The mechanoafferents produced both fast and slow synaptic outputs, which could be excitatory or inhibitory. In contrast, other Aplysia mechanoafferents produce only fast excitation on their followers. In addition, patterns of synaptic connections were different to the different motor followers. Some followers received both fast excitation and fast inhibition, whereas others received exclusively fast excitation. All followers showed strong decreases in fast postsynaptic potential (PSP) amplitude …

Multiple Changes In Connectivity Between Buccal Ganglia Mechanoafferents And Motor Neurons With Different Functions After Learning That Food Is Inedible In Aplysia, Hillel J. Chiel, Jeffery Gill

Faculty Scholarship

Changes caused by learning that a food is inedible in Aplysia were examined for fast and slow synaptic connections from the buccal ganglia S1 cluster of mechanoafferents to five followers, in response to repeated stimulus trains. Learning affected only fast connections. For these, unique patterns of change were present in each follower, indicating that learning differentially affects the different branches of the mechanoafferents to their followers. In some followers, there were increases in either excitatory or inhibitory connections, and in others, there were decreases. Changes in connectivity resulted from changes in the amplitude of excitation or inhibition, or as a …

School Nutrition Stakeholders Find Utility In Mealsim: An Agent-Based Model, Melissa Pflugh Prescott

Faculty Scholarship

Objective: To obtain feedback from school nutrition stakeholders on an agent-based model simulating school lunch to inform model refinement and future applications. Design: Qualitative study using online discussion groups. Setting: School nutrition professional stakeholders across the US. Participants: Twenty-eight school nutrition stakeholders. Phenomenon of Interest: Perceptions and applicability of MealSim for school nutrition stakeholders to help reduce food waste. Analysis: Deductive approach followed by inductive analysis of discussion group transcripts. Results: Stakeholders appreciated the customizability of the cafeteria characteristics and suggested adding additional characteristics to best represent the school meal system, such as factors relating to school staff supervision of …

The Sources And Consequences Of Disputes Over Contractual Meaning, Randy D. Gordon

Faculty Scholarship

With some frequency, parties agree to the particular words used in a contract they sign, only to later disagree as to the meaning of those words and their legal effect. That is, they each assent to something, but that “something” is something different for each of them. In this Article, I first categorize and trace the sources of recurring points of disagreement as a matter of language and linguistics. Then, I look at the consequences of a dispute that leads a fact finder to conclude that the parties genuinely did not agree to the same thing, which is to say …

Immigration Enforcement Creep In Immigrant & Employee Rights, Angela D. Morrison

Faculty Scholarship

As the only agency charged with enforcing the Immigration Reform and Control Act’s antidiscrimination provisions, the Immigrant and Employee Rights (“IER”) section of the Department of Justice’s Civil Rights Division plays an important role in protecting worker rights. Yet over the past decade, IER has moved from worker protection to immigration enforcement: a phenomenon this Article terms “immigration enforcement creep.”

This observation is based on ten years of data collected from IER’s settlement agreements, complaints filed, and telephone interventions. The data show that rather than protect noncitizen workers from unlawful discrimination, IER has moved its focus to enforcing immigration laws …

The Making Of Presidential Administration, Ashraf Ahmed, Lev Menand, Noah Rosenblum

Faculty Scholarship

Today, the idea that the President possesses at least some constitutional authority to direct administrative action is accepted by the courts, Congress, and the legal academy. But it was not always so. For most of American history — indeed until relatively recently — Presidents derived their authority over the administrative state largely from statute. Any role for the White House in agency rulemaking or adjudication had to be legally specified. Scholars mostly agree about when this change occurred. But the dominant shared narrative — exemplified by then-Professor Elena Kagan’s seminal article Presidential Administration — is Whig history. It offers a …

Sect And Superstition: The Protestant Framework Of American Codification, Kellen R. Funk

Faculty Scholarship

Elite lawyers who debated codification in the nineteenth-century United States treated codification as inseparable from a liberal Protestant textualism that had taken hold in the early national era. Legislators declared codification to be the necessary final step of the Protestant Reformation and frequently characterized common law lawyers as beholden to ‘superstition’ and ‘priestcraft’. Their opponents denounced the codifiers’ idea that texts alone could adequately convey common meanings and delighted to point out the endlessly fracturing glosses on supposedly ‘clear’ texts that divided the positivists into an ever-increasing number of sects.

Many works have addressed the relationship between populism and positivism …

Gateway And Non-Gateway Issues In The Enforcement Of Agreements To Arbitrate, George A. Bermann

Faculty Scholarship

Far greater attention is given in literature on international arbitration to limitations on the enforceability of arbitral awards than on the enforceability of agreements to arbitrate. This chapter seeks to redress the balance. While rulings on the enforceability of an award is incontrovertibly within the jurisdiction of the court asked to enforce the award, authority to determine the enforceability of an arbitration agreement is allocated between courts and arbitral tribunals themselves. The chapter seeks to determine which defenses to enforcement of arbitration agreements may be lodged before a court ("gateway issues") and which are necessarily reserved to the tribunal ("non-gateway …

Perspectives On The Constitution Of The War On Drugs: A Collection Of Posts From The Balkinization Blog, Douglas A. Berman, Rachel Barkow, Louis Michael Seidman, Kimani Paul-Emile, Jennifer D. Oliva, Shaun Ossei-Owusu, Katherine Shaw, Paul Butler, David E. Pozen

Faculty Scholarship

This collection of essays provides extended commentary from multiple law professors on David Pozen’s 2024 book, The Constitution of the War on Drugs. Pozen’s book provides a rich and astute perspective on a wide array of dynamic legal, political, and social stories at the intersection of constitutional jurisprudence and drug policy. The work is the first book in Oxford University Press’s Inalienable Rights series to be fully open access. Yale Law Professor Jack Balkin, recognizing the book engaged many historical and cutting-edge issues in the fields of constitutional law, criminal law and health law, invited professors in these fields …

On The Ftc’S Authority To Promulgate Trade Regulation Rules, Lev Menand, Tim Wu

Faculty Scholarship

On April 23, 2024, the FTC finalized a trade regulation rule prohibiting employers from enforcing non-compete agreements against workers. In response, business groups sued and Daniel Crane, a law professor at the University of Michigan, published a piece in Notice and Comment that reported on the views of 17 anonymous online volunteers regarding the fate of the rule in the courts. All but one of the volunteers, drawn from law professor listservs, predicted the law would be struck down, either based on the “Major Questions Doctrine” (MQD) or for lack of authority to promulgate substantive rules governing unfair methods of …

Rays Of Hope For The Administrative State, Peter L. Strauss

Faculty Scholarship

The assault on Chevron has not yet been resolved, but it is next to impossible to believe that the sensible Justices of the Court will go any further than to reaffirm that deciding questions of the scope of agency authority is exclusively for judicial resolution (though perhaps with Skidmore-like attention to the views of the agency, so much more familiar with its statutes as a whole). This was the position clearly taken by the Court in 1940, in United States v. American Trucking Ass’ns., and to go beyond it into decision, rather than review, of agency judgments would …

Critical Race Theory Bans And The Changing Canon: Cultural Appropriation In Narrative, Susan Ayres

Faculty Scholarship

Thirty-five states have enacted critical race theory bans at the level of elementary and secondary public education, and seven states have extended these to the university level. One way to resist these attempts to repress a healthy democracy by whitewashing history is through a pedagogy of antiracism, including literary works. The question of what that would look like involves questions of cultural appropriation, which occurs when one takes from another culture, such as a writer creating a narrative about a character outside of the writer’s cultural identity. This Article considers the story of Ota Benga, brought from the Congo to …

D-Hacking, Emily Black, Talia B. Gillis, Zara Hall

Faculty Scholarship

Recent regulatory efforts, including Executive Order 14110 and the AI Bill of Rights, have focused on mitigating discrimination in AI systems through novel and traditional application of anti-discrimination laws. While these initiatives rightly emphasize fairness testing and mitigation, we argue that they pay insufficient attention to robust bias measurement and mitigation — and that without doing so, the frameworks cannot effectively achieve the goal of reducing discrimination in deployed AI models. This oversight is particularly concerning given the instability and brittleness of current algorithmic bias mitigation and fairness optimization methods, as highlighted by growing evidence in the algorithmic fairness literature. …

Is John Stuart Mill's On Liberty Obsolete?, Vincent A. Blasi

Faculty Scholarship

In On Liberty, published in 1859, John Stuart Mill argues for the “absolute” protection of the “liberty of thought and discussion.” Ever the empiricist, he maintains that such uncompromised freedom, not for all communication or self-expression but for the subset of those activities that qualifies as thought and discussion, would generate the best overall consequences for societies such as Great Britain and the United States. The advent of digital technology has altered how thought and discussion is generated, distributed, and received in ways that might problematize some of the empirical assumptions upon which Mill's argument in On Liberty is …

Opening Dialogue, Lee C. Bollinger, Geoffrey R. Stone

Faculty Scholarship

To set the stage for the excellent essays that make up this volume on the future of free speech, let’s begin where we often do when thinking together about the First Amendment: with some basic facts and fundamental observations about the constitutional command that “Congress shall make no law ... abridging the freedom of speech, or of the press.”

Of course, in the United States, “free speech” is not only part of the constitutional Bill of Rights; it is also a cultural and social norm by which we choose to live. Several of the essays in this volume therefore take …

Transforming The Welfare State, One Case At A Time: How Utrecht Makes Customized Social Care Work, Charles F. Sabel, Jonathan Zeitlin, Jan-Kees Helderman

Faculty Scholarship

Advanced welfare states are under pressure to customize services, promptly enough to prevent a cascade of harms. With these goals, the Netherlands in 2015 decentralized social care services to municipalities, and within municipalities to neighborhood teams in continuing contact with clients. The overall results have been disappointing. But the experience of Utrecht, the Netherlands’ fourth-largest city, has been strikingly different. By using hard-to-resolve cases to signal conflicts in rules, obstructive jurisdictional boundaries, and the shortcomings of private service providers, Utrecht is learning to customize and speed delivery of social care through incremental steps. This article explains how Utrecht’s success addresses …

Putting The Lawyer First: Framing Well-Being In Law As An Ethical Dilemma, Aric Short

Faculty Scholarship

A disturbingly high percentage of our students continue to be unwell. In the most recent and comprehensive survey of law student well-being in 2021, almost 70% of law students responded that, in the past twelve months, they believed they needed to seek help for emotional or mental health problems. Embedded screening tools in the survey suggested that 34% of respondents were clinically depressed and 54% suffered from clinical anxiety. 44% of respondents reported being drunk in the past thirty days, 33% had engaged in binge drinking in the preceding two weeks, and 38% had smoked marijuana in the past twelve …

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 …

The Subfederal In Immigration Polarization, Huyen Pham, Pham Hoang Van

Faculty Scholarship

The framing of subfederal immigration regulation as a red- blue divide is conventional wisdom. As more states, cities, and counties have engaged in the regulation of immigrants within their jurisdictions, it is not particularly surprising to see deep-red states like Texas enacting laws that restrict the rights of immigrants in their jurisdictions (e.g., requiring police within the state to honor detainers issued by United States Immigration and Customs Enforcement (ICE)) or deep-blue states like California enacting laws that protect immigrants’ rights (e.g., issuing driver’s licenses without requiring proof of lawful immigration status).

Rather than only reflecting national polarization on immigration …

Breaking Down Siloes And Building Up Students: The Transformational Possibilities Of Professional Identity Formation, Lindsey P. Gustafson, Aric K. Short, Robin Thorner

Faculty Scholarship

Under the ABA’s sequenced approach to implementation of Standard 303(b)(3), schools should now have developed plans for providing opportunities for professional identity formation and should be implementing them. These plans must provide students with an “intentional exploration of the values, guiding principles, and well-being practices considered foundational to successful legal practice.” In addition, these plans should provide for frequent opportunities for development, “during each year of law school and in a variety of courses and co-curricular and professional development activities.”

Because Standard 303(b)(3) is necessarily tied to the unique character, existing
structures, and available resources of a law school, each …

Interview With David Webber: Reflections On The Past, Present, And Future Of Labor's Capital, Alvin Velazquez, David H. Webber

Faculty Scholarship

ALVIN VELAZQUEZ: Good afternoon! My name is Alvin Velazquez. I am an Associate General Counsel at the Service Employees International Union (SEIU), where for the last fifteen years I have given advice on bankruptcy, corporate law matters, and tech matters. I’m also an adjunct professor at Georgetown Law School where I have taught employment law and am teaching a seminar called Systemic Racism, Colonialism, and Bankrupt Governments.1 Before arriving at SEIU I worked as a litigation associate at several large law firms. I also admit, rather sheepishly, that I am one of the few graduates of Cornell in the labor …

A Data Integration Framework Of Additive Manufacturing Based On Fair Principles, Kristen J. Hernandez, Erika I. Barcelos, Jayvic C. Jimenez, Arafath Nihar, Pawan K. Tripathi, Roger H. French, Laura S. Bruckman

Faculty Scholarship

Abstract: Laser-powder bed fusion (L-PBF) is a popular additive manufacturing (AM) process with rich data sets coming from both in situ and ex situ sources. Data derived from multiple measurement modalities in an AM process capture unique features but often have different encoding methods; the challenge of data registration is not directly intuitive. In this work, we address the challenge of data registration between multiple modalities. Large data spaces must be organized in a machine-compatible method to maximize scientific output. FAIR (findable, accessible, interoperable, and reusable) principles are required to overcome challenges associated with data at various scales. FAIRified data …

Avidity Maturation Of Humoral Response Following Primary And Booster Doses Of Bnt162b2 Mrna Vaccine Among Nursing Home Residents And Healthcare Workers, Oladayo A. Oyebanji, Nicholas Sundheimer, Vaishnavi Ragavapuram, Brigid M. Wilson, Jürgen Bosch, Christopher L. King, David H. Canaday

Faculty Scholarship

Infections, despite vaccination, can be clinically consequential for frail nursing home residents (NHR). Poor vaccine-induced antibody quality may add risk for such subsequent infections and more severe disease. We assessed antibody binding avidity, as a surrogate for antibody quality, among NHR and healthcare workers (HCW). We longitudinally sampled 112 NHR and 52 HCWs who received the BNT162b2 mRNA vaccine after each dose up to the Wuhan-BA.4/5-based Omicron bivalent boosters. We quantified anti-spike, anti-receptor binding domain (RBD), and avidity levels to the ancestral Wuhan, Delta, and Omicron BA.1 & 4/5 strains. The primary vaccination series produced substantial anti-spike and RBD levels …

Review Of Treatment Of Hepatitis C Among Persons Who Are Housing Insecure And Use Substances, Kate Kelley

Faculty Scholarship

With the advent of direct-acting antiviral agents (DAA), reduction of hepatitis C infection (HCV) has become a public health priority. The World Health Organization’s goal of global elimination of HCV by 2030 has brought to light the challenges in treating certain populations. This review examines the burden of HCV infection on unhoused individuals and people who use substances in the United States in the last five years, and presents best practices in patient care and treatment.

Exploring 2d X-Ray Diffraction Phase Fraction Analysis With Convolutional Neural Networks: Insights From Kinematic-Diffraction Simulations, Weiqi Yue, Mohommad Redad Mehdi, Pawan K. Tripathi, Matthew A. Willard, Frank Ernst, Roger H. French

Faculty Scholarship

Deep-learning models are effective for analyzing the complex information in 2D X-ray diffraction (XRD) patterns. Accurately collecting parameters of the material sample is crucial during model training, significantly impacting model performance. In this study, we employ a kinematic-diffraction simulator to generate simulated 2D XRD patterns for Ti–6Al–4V alloy, allowing precise control of sample parameters. These simulated patterns are used to train convolutional neural networks, predicting β-phase volume fractions. The training data set consists exclusively of 2D XRD patterns with pure α- or pure β-phase, while the testing set incorporates patterns with intermediate phase volume fraction. In particular, we investigate how …