Digital Commons Network^™

Global Cooling Watch 2025, Omar Abdelaziz, Ray Gluckman, Ian Hamilton, Radhika Khosla, Lily Riahi

Research Collection College of Integrative Studies

The second edition of UNEP’s Global Cooling Watch Report takes a deep dive into one of the decade’s most urgent challenges: surging heat, soaring cooling demand, and stark inequalities in access. Produced by the UNEP-led Cool Coalition, the report provides a comprehensive assessment of the rapidly growing global demand for cooling and the need for climate-friendly solutions to the issue. The 2025 report builds on the first Global Cooling Watch (2023), which established the Sustainable Cooling Pathway framework. The new edition deepens analysis of intensifying extreme heat and its effect on cooling demand, improved assessment of passive cooling, and coverage …

When Deep Learning Meets Information Retrieval-Based Bug Localization: A Survey, Feifei Niu, Chuanyi Li, Kui Liu, Xin Xia, David Lo

Research Collection School Of Computing and Information Systems

Bug localization is a crucial aspect of software maintenance, running through the entire software lifecycle. Information retrieval-based bug localization (IRBL) identifies buggy code based on bug reports, expediting the bug resolution process for developers. Recent years have witnessed significant achievements in IRBL, propelled by the widespread adoption of deep learning (DL). To provide a comprehensive overview of the current state of the art and delve into key issues, we conduct a survey encompassing 61 IRBL studies leveraging DL. We summarize best practices in each phase of the IRBL workflow, undertake a meta-analysis of prior studies, and suggest future research directions. …

Defects4c: Benchmarking Large Language Model Repair Capability With C/C++ Bugs, Jian Wang, Xiaofei Xie, Qiang Hu, Shangqing Liu, Jiongchi Yu, Jiaolong Kong, Yi Li

Research Collection School Of Computing and Information Systems

Automated Program Repair (APR) plays a critical role in enhancing the quality and reliability of software systems. While substantial progress has been made in Java-based APR, largely facilitated by benchmarks like Defects4J, there remains a significant gap in research on C/C++ program repair, despite the widespread use of C/C++ and the prevalence of associated vulnerabilities. This gap is primarily due to the lack of high-quality, open-source benchmarks tailored for C/C++. To address this issue, we introduce Defects4C, a comprehensive and executable benchmark specifically designed for C/C++ program repair. Our dataset is constructed from real-world C/C++ repositories and includes a large …

Textualism Wins?: The Supreme Court’S 2024 Labor & Employment Law Cases, Nicole B. Porter

Faculty Publications

The Supreme Court decided five primary labor and employment law cases in 2024—two discrimination cases, two arbitration cases, and one labor law case. This article also discusses a sixth case, Loper Bright Enterprises v. Raimondo, because it will undoubtedly affect labor and employment law despite the facts and underlying issue having nothing to do with the workplace.

I was initially underwhelmed with this year’s cases. None of them addresses any major substantive labor and employment law issue. However, upon further consideration, the cases are noteworthy for three reasons. First, three of them are pro-plaintiff with outcomes that benefit workers— …

The Multidoor Courthouse System In Commercial Maritime Disputes : Enhancing Access To Justice And Dispute Resolution Efficiency In Nigeria, Adetola Aderonke Oduwole

World Maritime University Dissertations

No abstract provided.

Skrmetti Beyond Scrutiny, Kate Redburn

Faculty Scholarship

In United States v. Skrmetti, the Supreme Court upheld Tennessee Senate Bill 1 (SB 1), a state law that prohibits transgender minors from accessing gender-affirming care. For the first time, the Court considered a fundamental question in civil rights law: How does the Fourteenth Amendment regard transgender people? The Court gave little guidance. It did not sort out principles for deciding when anti-transgender discrimination classifies by sex, nor whether transgender people are a suspect class. Instead, the Court held that “[i]n the medical context, the mere use of sex-based language does not sweep a statute within the reach of …

Trump’S Multi-Pronged Attack On Renewable Energy, Michael B. Gerrard

Faculty Scholarship

Federal policy on renewable energy took a 180-degree turn on the day of Donald Trump’s second inauguration. The Biden administration had rightly seen a massive expansion of clean energy, especially wind and solar and the associated storage and transmission, as key to moving away from fossil fuels and fighting climate change. But Mr. Trump denies that climate change is a serious problem and works to increase both the supply of and the demand for fossil fuels.

This article discusses the range of actions involved in the Trump administration’s attack on renewable energy.

Leaving Delaware? The Essential Role Of Specialized Corporate Courts, Zohar Goshen, Tomer S. Stein

Faculty Scholarship

Following the Delaware Court of Chancery’s invalidation of Elon Musk’s fifty-six- billion-dollar compensation package, Tesla moved its incorporation from Delaware to Texas. Shortly thereafter, Delaware’s legislature, seeking to protect Delaware’s dominant incorporation position, passed the most sweeping corporate law amendments in fifty years.

Both supporters of Musk and defenders of Delaware’s judiciary have accused each other of partisanship, but neither side has addressed the central question: What is the role of specialized corporate courts?

This Essay presents a novel theory of why such courts are necessary. Corporate disputes are distinct because they arise within ongoing relationships between shareholders and management, …

A New View Of Formal Equality And A Case For Predistribution, Alex Raskolnikov

Faculty Scholarship

A long-held egalitarian view is that formal equality — the absence of formal legal distinctions based on the material resources of individuals — is regressive. If legal rules are the same for the rich and the poor, the rich benefit and the poor suffer. This Essay argues that this view is mistaken. Far from being synonymous with laissez-faire, a commitment to formal equality provides a counterweight to the key neoliberal maxim that regulation of the market economy should focus on efficiency alone. Moreover, a new view of formal equality offered here reveals a key advantage of predistribution over redistribution: Explicit …

The Constitutional Fight Over The Nlra And The Nlrb: A 90 Year Reprise, Kate Andrias

Faculty Scholarship

This article traces renewed constitutional challenges to the National Labor Relations Act (NLRA) and the National Labor Relations Board (NLRB), placing them in historical and doctrinal context. Contemporary attacks — advanced by major corporations and the Trump Administration — revive the constitutional conflicts of the 1930s. Drawing on arguments rooted in the unitary executive theory, as well as Article III and the Seventh Amendment, the current challenges threaten not only the NLRB’s independence but the broader administrative state and the system of labor rights it sustains. At stake is more than institutional design: the dispute reflects a deeper contest over …

Removal: A Response To Professor Nelson, Philip A. Hamburger

Faculty Scholarship

In an essay published earlier this fall, Professor Caleb Nelson argues that, as a matter of originalism, the President does not have a constitutional power to remove executive officers. Professor Nelson is a renowned scholar, whose arguments could well influence the Supreme Court in two upcoming removal cases: Trump v. Slaughter and Trump v. Cook. It’s therefore important to evaluate whether his historical claim about removal is correct.

Exploring The Influence Of Self-Efficacy And Cultural Identity On Black Teacher Retention, Cicely Kelly Ward

Electronic Theses and Dissertations

This study addressed the persistent challenge of retaining Black educators in racially diverse U.S. secondary schools. The specific problem was a knowledge gap regarding how the lived experiences of Black teachers connect their self-efficacy and cultural identity to retention. The purpose of this study was to explore these dynamics to inform the development of more effective support strategies. This qualitative phenomenological study involved semistructured interviews with 10 Black secondary school teachers who had 3 or more years of experience in the Southeastern region of Texas. The researcher analyzed the interview data using a thematic analysis framework to identify patterns of …

Standardization And Routine In Criminal Law, Eric S. Fish

Vanderbilt Law Review

What does it mean to adopt a holistic approach to criminal justice? This symposium treats that question as a foundational inquiry into the theory, practice, and institutional architecture of criminal law. At a time of eroding public trust, a broad recognition that mass incarceration both reflects and entrenches structural inequality, growing pressure on legal actors to account for the human costs of their decisions, and anxiety about the rule of law, revisiting the normative commitments of criminal law feels like an urgent task.

Holistic criminal justice is not a single method or intervention. It is a reorientation-a conceptual framework and …

Theory Of Mind Across Cultures: Psychological Implications, Lewis Hancock, Simon Dein

Online Readings in Psychology and Culture

Theory of Mind (ToM) refers to a set of social and cognitive abilities that we use to infer and understand other people’s mental states. This paper begins by outlining ToM, its component skills, and what research methods have been used to measure it. It then summarises research on how culture and other social factors such as language, parenting, and socio-economic status can impact its development, in particular differences in age of mastery of various aspects of ToM. Mental disorders characterised by deficits in ToM – in particular ASD – are also discussed and used to elucidate its nature and development. …

Virtual Reality In Esl Teaching And Learning In A Hybrid Learning Environment In The United Arab Emirates, Basma Abdulla Abri

Dissertations

This study examines the impact of Virtual Reality (VR) on the oral proficiency of EFL learners in the UAE context, with exploring the instructors and students’ perspectives on using VR as a language learning tool. The study involved 44 Emirati higher education students enrolled in an English Communications Program divided into a control group using traditional methods, and an experimental group using VR tools for communicative activities. Data collection employed mixed-methods research through questionnaire surveys involving college students and interviews with EFL instructors over a ten-week period. According to the findings, the experimental group demonstrated higher oral proficiency than the …

Waiting For Godot: Thinking About Criminal Law After Mass Incarceration, Jonathan Simon Professor Of Law,

Vanderbilt Law Review

This brilliant set of close observations and careful analyses on some of the most cutting-edge issues arising in criminal law and reform of the criminal-justice system arrives at a time of great uncertainty as to the direction of change in criminal justice in the United States. After roughly a decade of reform and a significant surge in social movements criticizing the excesses of policing and punishment, the national conversation around crime has shifted back toward fear and a preference for "tough" law-and-order policies. Each one of these essays is packed with a great deal of insight and detail about very …

Criminal Punishment As A Human Right?, Saira Mohamed Professor Of Law,

Vanderbilt Law Review

In the last thirty years, criminal punishment has emerged as a primary tool in service of the protection of international human rights. The development of the field of international criminal law has transformed mass human rights violations into crimes, and the crowning achievement of the field has been the creation of the International Criminal Court. Human rights tribunals, meanwhile, also have embraced the institutions of the criminal law and, through doctrines such as the due diligence standard, have translated states' obligations under human rights instruments into duties to criminally prosecute and punish. Those who were present at the creation might …

Rehabilitation Of Reinforced Concrete Columns Pre-Damaged By Corrosion Using Advanced Composite Materials, Feras Farid Abu Obaida

Dissertations

Reinforced concrete (RC) columns exposed to aggressive environments are highly susceptible to corrosion-induced deterioration, resulting in significant reductions in load-carrying capacity. This research investigates the structural performance of RC circular short columns with varying levels of corrosion damage and evaluates the effectiveness of two composite-based repair techniques, namely carbon fabric-reinforced cementitious matrix (C-FRCM) and carbon fiber-reinforced polymer (C-FRP) composites, combined with concrete cover replacement. The study aims to establish these methods as practical solutions for rehabilitating corrosion-damaged columns under concentric and eccentric loading conditions. The experimental program included 30 RC column specimens tested in two phases. Phase I involved thirteen …

“Justice Of Our Own”: Defining Success At The Red Hook Community Justice Center, Hadar Dancig-Rosenberg, Peter Dixon

Vanderbilt Law Review

This study examines how success is defined at the Red Hook Community Justice Center in Brooklyn, NYC, through a participatory, community centered lens. Moving beyond standard metrics, it articulates a locally grounded vision of success centered on empowerment, support, systemic accountability, and community trust. Drawing on the Everyday Peace Indicators approach, we convened nine focus groups and two public voting sessions with neighborhood residents, justice professionals, youth, former defendants, and family members. Participants generated and ranked 72 indicators, which we thematically clustered into six key categories reflecting the diverse contexts in which participants perceived the Center's impact: (1) rehabilitation and …

Leaving Delaware? The Essential Role Of Specialized Corporate Courts, Zohar Goshen, Tomer S. Stein

Articles

Following the Delaware Court of Chancery's invalidation of Elon Musk's fifty-six-billion-dollar compensation package, Tesla moved its incorporation from Delaware to Texas. Shortly thereafter, Delaware's legislature, seeking to protect Delaware's dominant incorporation position, passed the most sweeping corporate law amendments in fifty years. 

Both supporters of Musk and defenders of Delaware's judiciary have accused each other of partisanship, but neither side has addressed the central question: What is the role of specialized corporate courts? 

This Essay presents a novel theory of why such courts are necessary. Corporate disputes are distinct because they arise within ongoing relationships between shareholders and management, governed …

Plastic Or Natural? The Impact Of Marine Debris On The Shell Preference Of A Terrestrial Hermit Crab, Robert Puschendorf, Pete Cotton, Mark Briffa

School of Biological and Marine Sciences

Plastic pollution is one of the main human-induced rapid environmental changes threatening marine organisms. Terrestrial hermit crabs, which inhabit coastal areas where litter accumulates, are increasingly documented using plastic debris as shells, and a recent study hypothesized that this shift may be an adaptive response. They suggested that ‘plastic shells’ may reduce transport costs, provide camouflage in a polluted environment, and may even be favoured by sexual selection. Our study is the first to quantify plastic shell use in a population, to examine shell preference and to test the hypothesis that plastic shells optimize the ratio of weight to volume. …

Model Fatigue: Debugging Hector Through Climate Computational Aesthetics, Helen Pritchard, Guillemette Legrand

School of Art, Design and Architecture

In this paper, we document three computational features of the climate model Hector by translating the modalities through which the model predicts climate futures in a game engine. We build upon the computational aesthetics of M. Beatrice Fazi and Matthew Fuller (2016) and suggest additional characteristics of computation to their proposed list. We argue that these computational aesthetics are essential to climate modelling. The three features are time series, couplings and cosmograms, which are based on our practical and theoretical inquiry into Hector’s computation and literacy. We develop a framework that employs two processual methods: translating the model’s operations into …

The Reasonable Officer And The Disabled Subject, Jamelia N. Morgan

Vanderbilt Law Review

Police violence against disabled people is a  fundamental problem of policing. Whether through so called wellness checks, quality of life policing, or coercive state civil commitment procedures, disabled people are often on the receiving end of intrusion, violence, and rights violations by law enforcement. Yet, so, too, is everyone else. That disabled people are similarly, and yet uniquely, vulnerable to intrusion, violence, and rights violations by law enforcement might seem like just another group to add to the list of groups harmed by policing and police violence. However, the focus on disability does not merely bring to the forefront problems …

A Fear About Holistic Justice, Farhang Heydari

Vanderbilt Law Review

It is a great irony of our criminal system that the enforcement of our criminal laws has long had aspects of lawlessness. Although criminal statutes define impermissible conduct by members of the public, they generally offer little guidance for state actors enforcing them.' Officers can choose which offenders to cite or arrest and which to let go. Prosecutors can choose which charges to pursue and what pleas to offer. Executives select whom to pardon and how to allocate enforcement resources. Some see the discretion vested in government actors as a virtue-- a safety valve in a system that punishes too …

Screening And Identification Of Antioxidant Peptides From Sea Cucumber Gonad Proteins And Their Activation Of Superoxide Dismutase, Zhiqin Zhang, Jingxuan Wang, Yongke Deng, Yugui Wang, Peipei Dou, Hongbing Fan, Xiangquan Zeng, Xinguang Fan, Lili Zhang, Haimei Liu, Qin Zhao

Animal and Food Sciences Faculty Publications

The gonad is one of the major byproducts of sea cucumber. Four novel antioxidant peptides (NPWGQ, PGHPF, VPYPR and ATGPQGPAGQRGPAGPTGPTGPAG) were isolated and identified from sea cucumber gonad proteins through enzymatic hydrolysis and antioxidant activity-guided fractionation, bioinformatics approaches and in silico screening. These peptides demonstrated great free radical (2,2-diphenyl-1-picrylhydrazyl (DPPH) and 2,2′-azinobis(3-ethylbenzothiazoline-6-sulfonic acid) (ABTS))-scavenging activity and notable superoxide dismutase (SOD)-activation capacity. Molecular docking and molecular dynamics simulation data suggested that these peptides could form strong binding with SOD through hydrogen bonding, electrostatic interactions, and hydrophobic interactions. Among these peptides, NPWGQ displayed the most potent antioxidant and SOD-activating effects. Through searching …

The Performance, Energy And Nutrient Utilization, And Bone Mineralization Of Broiler Chickens Fed Corn-Soybean Meal-Based Diets With Reduced Metabolizable Energy, Calcium, And Available Phosphorus Supplemented With Exogenous Enzymes, Megan M. Bauer, Tuoying Ao, Jacqueline P. Jacob, Michael J. Ford, Anthony J. Pescatore, Ronan F. Power, Sunday A. Adedokun

Animal and Food Sciences Faculty Publications

This study evaluated the performance and energy and nutrient utilization of broiler chickens fed corn-soybean meal-based diets supplemented with a naturally fermented enzyme complex containing xylanase and phytase. This was evaluated using 300 one-day-old male Cobb broiler chicks in a randomized complete block design with five dietary treatments replicated 10 times with 6 chicks per replicate. The treatments consisted of a positive control (PC) group containing commercially recommended energy and nutrient levels, a negative control (NC) group with reduced metabolizable energy, calcium, and available phosphorus, and three levels of exogenous enzyme supplementation to the NC diet at 150, 200, 250 …

Book Review: Joshua Hill Of Madison: Civil War Unionist & Georgia’S First Republican Senator, 1812-1891, Jeffrey W. Fisher

Georgia Library Quarterly

No abstract provided.

Plan-B Activist Defense: Defending Animal-Rights Activists In Courtrooms Hostile To Political Argumentation, Hadar Aviram

Vanderbilt Law Review

In recent years, several animal rights activists faced criminal charges for rescuing animals from factory farms. The standard legal approach in these cases has been relying on the necessity defense, which has a long history in cases of civil disobedience and ideologically driven crime. Animal law scholarship on this topic tends to focus on explaining why the defense applies to open rescue. However, as recent trials have demonstrated, actual courtrooms in rural counties tend to be hostile to the necessity defense, and judges can and do rely on Supreme Court precedent to keep it out of the courtroom.

This Article's …

Beyond Autonomy: Rethinking Deception In Sexual Assault Law, Marie Manikis

Vanderbilt Law Review

This Article focuses on recent developments in Britain in which courts have recognised gender deception as a sexual assault by using an autonomy based argument to define deception/fraud that vitiates consent in sexual offences. This Article argues against the defensibility of a framework that criminalizes deception on the basis of an ill defined autonomist based understanding as opposed to a more restrictive standard. It proposes that any adopted standard should incorporate social context and be reflexive of the ways that the state has contributed to these contexts, namely the social conditions under which the deceit takes place as well as …

Law Library Blog (November 2025): Legal Beagle's Blog Archive, Roger Williams University School Of Law

Law Library Newsletters/Blog

No abstract provided.