Digital Commons Network^™

Financial Uncertainty From A Dual Shock At Global Level–Insights From Kuwait, Talal A.N.M.S. Alotaibi, Lucia Morales

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Global stock markets experienced a dual shock in 2020 due to the impact of the global health crisis, parallel to a simultaneous shock derived from the Saudi Arabia and Russia oil price war. The dual shock fueled oil market volatility with lasting effects as the global economy is immersed in an energy crisis combined with high inflationary pressures exacerbated by heightened energy costs. This research paper implemented GARCH and FIGARCH models on daily returns from 31 December 2015, to 9 December 2021, to examine volatility persistence and long memory processes. The world’s most prominent economies are represented by the G7, …

Automated Extraction Of Genes Associated With Antibiotic Resistance From The Biomedical Literature, Andre Brincat, Markus Hofmann

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The detection of bacterial antibiotic resistance phenotypes is important when carrying out clinical decisions for patient treatment. Conventional phenotypic testing involves culturing bacteria which requires a significant amount of time and work. Whole-genome sequencing is emerging as a fast alternative to resistance prediction, by considering the presence/absence of certain genes. A lot of research has focused on determining which bacterial genes cause antibiotic resistance and efforts are being made to consolidate these facts in knowledge bases (KBs). KBs are usually manually curated by domain experts to be of the highest quality. However, this limits the pace at which new facts …

On The Dimensionality And Utility Of Convolutional Autoencoder’S Latent Space Trained With Topology-Preserving Spectral Eeg Head-Maps, Arjun Vinayak Chikkankod, Luca Longo

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Electroencephalography (EEG) signals can be analyzed in the temporal, spatial, or frequency domains. Noise and artifacts during the data acquisition phase contaminate these signals adding difficulties in their analysis. Techniques such as Independent Component Analysis (ICA) require human intervention to remove noise and artifacts. Autoencoders have automatized artifact detection and removal by representing inputs in a lower dimensional latent space. However, little research is devoted to understanding the minimum dimension of such latent space that allows meaningful input reconstruction. Person-specific convolutional autoencoders are designed by manipulating the size of their latent space. A sliding window technique with overlapping is employed …

Free Energies For Nonlinear Materials With Memory, John Murrough Golden

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An exploration of representations of free energies and associated rates of dissipation for a broad class of nonlinear viscoelastic materials is presented in this work. Also included are expressions for the stress functions and work functions derivable from such free energies. For simplicity, only the scalar case is considered. Certain standard formulae are generalized to include higher power terms.

It is shown that the correct initial procedure in this context is to specify the rate of dissipation as a positive semi-definite functional and then to determine the free energy from this, rather than the other way around, which would be …

Mathematical Analysis Of The Van Der Waals Equation, Emil Prodanov

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The parametric cubic van der Waals polynomial $p V^3 - (R T + b p) V^2 + a V - a b$ is analysed mathematically and some new generic features (theoretically, for any substance) are revealed: the temperature range for applicability of the van der Waals equation, $T > a/(4Rb)$, and the isolation intervals, at any given temperature between $a/(4Rb)$ and the critical temperature $8a/(27Rb)$, of the three volumes on the isobar--isotherm: $3b/2 < V_A \le 3b$, $ 2b < V_B < 4b/(3 - \sqrt{5})$, and $3b < V_C < b + RT/p$. The unstable states of the van der Waals model have also been generically localized: they lie in an interval within the isolation interval of $V_B$. In the case of unique intersection point of an isotherm with an isobar, the isolation interval of this unique volume is also determined. A discussion on finding the volumes $V_{A, B, C}$, on the premise of Maxwell's hypothesis, is also presented.

When Teachers Misgender: The Free Speech Claims Of Public School Teachers, Caroline Mala Corbin

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No abstract provided.

Legal Fiction: Reading Lolita As A Sentencing Memorandum, Christina Frohock

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No abstract provided.

Election Law And Election Subversion, Lisa Marshall Manheim

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Scholars of American election law used to take the rule of law as a given. The legal system, while highly imperfect, appeared sturdy, steady, and functional. Recent election cycles—culminating in dramatic attempts at election subversion—have revealed this assumption beginning to break down. Without the rule of law as a dependable constant, the study of election law quickly expands. Legal experts now are simultaneously occupied with: first, the substance of election laws; second, the design of election institutions; and third, the threat of participants unlawfully undermining elections from within. This Essay identifies and contextualizes the rule-of-law pivot that is reflected in …

The Benefits Of Integrating Statutory Construction And Analysis In A First-Year Legal Writing Course, Lauren E. Sancken, Mireille Butler

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Teaching statutory analysis to first-year law school students not only reinforces important principles of legal analysis and writing (from gaining a better understanding of the hierarchy of legal authorities to continuing to practice IRAC/CRAC methods of organization), but it also prepares students better for the actual practice of law.

What Is Consumer Protection For?, Luke Herrine

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When law and economics barreled its way into consumer protection scholarship two score years ago, it brought with it the consumer sovereignty framework: an approach to analysis in which actual markets are compared to an ideal market in which consumers optimize exogenous welfare functions by choosing between optimally competitive sellers. Even after two decades of behavioralist critique and even with increasingly critical perspectives taking root since the Global Financial Crisis, this consumer sovereignty ideal continues to serve as both a descriptive and normative baseline for consumer protection scholarship.

This Article argues that it is time to reconsider the consumer sovereignty …

The Criminal Legal System Doesn't Care About Your Mental Illness: A Review Of The Other Dr. Gilmer: Two Men, A Murder, And An Unlikely Fight For Justice Review, Fredrick Vars

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No abstract provided.

The Output-Welfare Fallacy: A Modern Antitrust Paradox, John M. Newman

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A fallacy lies at the core of modern antitrust. The same scholars who successfully advanced a singular consumer-welfare goal simultaneously argued that output effects should be the exclusive criterion for analysis. This output-welfare framework entered mainstream discourse, was endorsed by enforcers and judges, and played a pivotal role in the Supreme Court's recent Ohio v. American Express opinion. Yet despite its centrality, outputism has largely escaped notice.
/="/">When exposed to systematic evaluation, the previously assumed link between output and welfare breaks down. A wide variety of conduct can push output and welfare in opposite directions. Moreover, purely outputist analysis …

Vermin Of Proof: Arguments For The Admissibility Of Animal Model Studies As Proof Of Causation In Toxic Tort Litigation, Kristen Ranges, Jessica Owley

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Toxic torts is a body of law that aims to compensate individuals for harms they suffer from exposure to hazardous substances. To successfully bring a toxic tort claim, a plaintiff must prove the main elements of a general tort cause of action: duty, breach, causation, and damages. Causation in a toxic tort case is particularly challenging to prove given the nature of toxic substances. To prove the toxicant in question caused the damages alleged, plaintiffs often present expert testimony based on scientific studies. Animal model studies, in particular, can help factfinders understand the health implications of the toxicants at issue. …

Textualism, Judicial Supremacy, And The Independent State Legislature Theory, Leah Litman, Katherine Shaw

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This piece offers an extended critique of one aspect of the so-called “independent state legislature” theory. That theory, in brief, holds that the federal Constitution gives state legislatures, and withholds from any other state entity, the power to regulate federal elections. Proponents ground their theory in two provisions of the federal Constitution: Article I’s Elections Clause, which provides that “[t]he Times, Places and Manner of holding Elections for Senators and Representatives, shall be prescribed in each State by the Legislature thereof,” and Article II’s Presidential Electors Clause, which provides that “[e]ach State shall appoint, in such Manner as the Legislature …

Ending The Discriminatory Pretrial Incarceration Of People With Disabilities: Liability Under The Americans With Disabilities Act And The Rehabilitation Act, Margo Schlanger, Elizabeth Jordan, Roxana Moussavian

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Our federal, state, and local governments lock up hundreds of thousands of people at a time—millions over the course of a year—to ensure their appearance at a pending criminal or immigration proceeding. This type of pretrial incarceration—a term we use to cover both pretrial criminal detention and immigration detention prior to finalization of a removal order—can be very harmful. It disrupts the work and family lives of those detained, harms their health, interferes with their defense, and imposes pressure on them to forego their trial rights and accede to the government’s charges in an effort to abbreviate time behind bars. …

Anticipatory Edits, Patrick Barry

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Good writing, I often tell my students, is “anticipating the edits of your boss.” I then clarify that the definition of “boss” in that statement is intentionally expansive. A supervisor at work can count. A teacher in school can count. So can a valued customer or client. he key is to start thinking about two things: 1) the actual people who are going to review your writing; and 2) the likely changes they’ll make to it. By implementing those changes yourself— before the document ever hits your boss’s desk or inbox—you can save them a lot of time and cognitive …

Limiting Access To Remedies: Select Criminal Law And Procedure Cases From The Supreme Court's 2021-22 Term, Eve Brensike Primus, Justin Hill

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Although the most memorable cases from the Supreme Court’s 2021-22 Term were on the civil side of its docket, the Court addressed significant cases on the criminal side involving the Confrontation Clause, capital punishment, double jeopardy, criminal jurisdiction in Indian Country, and important statutory interpretation principles, such as the mens rea presumption and the scope of the rule of lenity. Looking back, the Court’s decisions limiting individuals’ access to remedies for violations of their constitutional criminal procedure rights stand out. Shinn v. Ramirez and Shoop v. Twyford drastically limit the ability of persons incarcerated in state facilities to challenge the …

Regulating For Energy Justice, Alexandra B. Klass, Gabriel Chan

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In this Article, we explore and critique the foundational norms that shape federal and state energy regulation and suggest pathways for reform that can incorporate principles of “energy justice.” These energy justice principles—developed in academic scholarship and social movements—include the equitable distribution of costs and benefits of the energy system, equitable participation and representation in energy decision making, and restorative justice for structurally marginalized groups.

While new legislation, particularly at the state level, is critical to the effort to advance energy justice, our focus here is on regulators’ ability to implement reforms now using their existing authority to advance the …

The Everyday First Amendment, Leonard M. Niehoff, Thomas Sullivan

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On June 26 and June 27, 2019, some twenty contenders for the Democratic nomination for President of the United States participated in two evenings of political debate. The outsized group included Rep. Tulsi Gabbard of Hawaii, who was struggling to gain traction with voters. Shortly after the debate, while many viewers were conducting online searches to learn more about the candidates, Google temporarily suspended her campaign’s advertising account.

Google claimed that the interruption occurred because an automated system flagged unusual activity on the account. But Gabbard did not accept this explanation; she believed that Google deliberately had tried to undermine …

Not A Suicide Pact: Urgent Strategic Recommendations For Reducing Domestic Terrorism In The United States, Barbara L. Mcquade

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America’s Bill of Rights protects U.S. citizens’ rights to free speech, to bear arms, and to be free from unreasonable searches and seizures, among other things. But, as the Supreme Court has consistently held, no right is absolute. All rights must be balanced against other societal needs, including and especially public safety. As the threat of domestic terrorism metastasizes in the United States, Americans need to use the practical wisdom that Justice Robert L. Jackson advised in 1949 to ensure the survival of the republic.

In recognition of this growing threat, the Biden administration issued the nation’s first National Strategy …

First Impressions Of The International Tax Provisions Of Bbb: A Reasonable Compromise., Reuven S. Avi-Yonah

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U.S. critics of Pillar 2 of the Organisation for Economic Co-operation and Development (OECD)/Inclusive Framework (IF) Base Erosion and Profit Shifting (BEPS) 2.0 project have focused on the impact of the Undertaxed Profits Rule (UTPR) on tax credits such as the ones included in the Inflation Reduction Act (IRA) and the Creating Helpful Incentives to Produce Semiconductors and Science (CHIPS) Act. In fact, those credits are unlikely to be affected because they are refundable. But this raises a broader question of why the line between qualifying and non-qualifying credits should be drawn at refundability. This article addresses this question and …

Minimum Taxation In The United States In The Context Of Globe, Reuven S. Avi-Yonah, Mohanad Salaimi

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The introduction of the minimum tax in Pillar II of the OECD/G20/IF framework was generally seen as a response to the U.S. Tax Cuts and Jobs Act (TCJA) of 2017. The TCJA included both a minimum tax on outbound income (the Global Intangible Low-Taxed Income, or “GILTI”) and a minimum tax on inbound income (the Base Erosion Anti-Avoidance Tax, or “BEAT”). These were seen as the precursors to the IIR and the UTPR. Thus, unlike Pillar I which was perceived as a device to impose more tax on the U.S. digital giants, Pillar II was seen as more consistent with …

Not Just The Historians: Anne Orford’S Insights And The Suspicion Between International Law And Philosophy, Steven R. Ratner

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International Law and the Politics of History is nothing short of cri de coeur directed at international lawyers and historians, the two disciplinary co-conspirators in international law's so-called turn to history. Rather than embracing what appears to be a mutually beneficial model of interdisciplinary collaboration, Anne Orford instead sees international lawyers as evading their responsibilities as decisionmakers-and indeed makers of both the discipline and its underlying norms-and historians as self-satisfied purveyors of truths that they themselves know are contested and instrumental. As much as she blames historians for acting with blinders, her main audience is international lawyers (mostly the academic …

Disarmament, Demobilization, And Reintegration In Colombia: Lost Human Rights Opportunities For Ex-Combatants With Disabilities, Minerva Rivas Velarde, Janet E. Lord, Michael Ashley Stein, Thomas Shakespeare

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This article examines whether and how the circumstances of Colombian ex-combatants with disabilities were recognized in the disarmament, demobilization, and reintegration (DDR) processes in the period following the adoption of the 2016 peace agreement. Our results suggest severe procedural and substantive shortcomings during the drafting of the peace agreement and the implementation of the DDR processes that exacerbated the exclusion of ex-combatants with disabilities from available opportunities for their social, economic, and political reintegration. We conclude that a better understanding of the disabling impact of conflict and the exp

Willard Hurst, Technological Changes, And The Transformation Of American Public Law, William J. Novak

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As Sociobiologist E.O. Wilson once famously framed the “problem of humanity”: “We have paleolithic emotions; medieval institutions; and god-like technology.” America’s greatest philosopher John Dewey similarly placed this yawning gap between rapidly expanding technological change and slowly evolving human emotions and institutions at the heart of what he called The Public and Its Problems. Indeed, Dewey traced the origins of the modern American state as well as what he termed “the Great Society” to the new and modern technologies in production and commerce and steam and electricity that “resulted in a social revolution.” Without warning, Dewey argued, traditional local communities …

Terrified By Technology: How Systemic Bias Distorts U.S. Legal And Regulatory Responses To Emerging Technology, Steve Calandrillo, Nolan Kobuke Anderson

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Americans are becoming increasingly aware of the systemic biases we possess and how those biases preclude us from collectively living out the true meaning of our national creed. But to fully understand systemic bias we must acknowledge that it is pervasive and extends beyond the contexts of race, privilege, and economic status. Understanding all forms of systemic bias helps us to better understand ourselves and our shortcomings. At first glance, a human bias against emerging technology caused by systemic risk misperception might seem uninteresting or unimportant. But this Article demonstrates how the presence of systemic bias anywhere, even in an …

The Supreme Court’S Chief Justice Of Intellectual Property Law, Bob Gomulkiewicz

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Justice Clarence Thomas is one of the most recognizable members of the United States Supreme Court. Many people recall his stormy Senate confirmation hearing and notice his fiery dissenting opinions that call on the Court to reflect the original public meaning of the Constitution. Yet observers have missed one of Justice Thomas’s most significant contributions to the Court—his intellectual property law jurisprudence. Justice Thomas has authored more majority opinions in intellectual property cases than any other Justice in the Roberts Court era and now ranks as the most prolific author of patent law opinions in the history of the Supreme …

Designing Interdisciplinary, Early Intervention Dispute Resolution Tools To Decrease Evictions And Increase Housing Stability, Christine N. Cimini

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This Article provides a unique glimpse into the development of an early-intervention, pre-court, interdisciplinary dispute resolution project intended to decrease evictions and increase housing stability for recipients of subsidized housing in Seattle. With a grant from the Seattle Housing Authority (SHA), a coalition of non-profit organizations had the rare opportunity to design a dispute resolution system into existence. A dispute system design team was formed and began by examining the interconnected problems of housing instability, eviction, and houselessness. Despite thorough research on dispute system design and extensive meetings with stakeholders, the deign team encountered numerous challenges. This Article identifies the …

Bridges To A New Era Part 2: A Report On The Past, Present, And Potential Future Of Tribal Co-Management On Federal Lands In Alaska, Monte Mills, Martin Nie

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Nowhere else in the United States are tribal connections and reliance on federal public lands as deep and geographically broad-based as in what is now Alaska. The number of Tribes—229 federally recognized tribes—and the scope of the public land resource—nearly 223 million acres—are simply unparalleled. Across that massive landscape, federal public lands and the subsistence uses they provide remain, as they have been since time immemorial, “essential to Native physical, economic, traditional, and cultural existence.”^[1] Alas, the institutions, systems, and processes responsible for managing those lands, protecting those uses, and honoring those connections are failing Alaska Native Tribes.

The …

The Hidden Harms Of Privacy Penalties, Mary D. Fan

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How to frame privacy penalties to protect our personal information is an important question as demands for legislation and proposals proliferate. The predominant assumption in calls for a comprehensive consumer privacy regime is that regulation and penalties arm the consumer David against Goliath businesses. Missing in the focus on powerful companies is attention to the potential harms of expanding privacy penalties for small-fry individuals and entities, especially from disfavored or marginalized groups. This article is the first to illuminate the regressive risks of privacy penalties, showing how broad privacy penalties can become tools for harassment of small businesses and individuals …