Digital Commons Network^™

Inclusive Counterfactual Generation: Leveraging Llms In Identifying Online Hate, M. Atif Qureshi, Arjumand Younus, Simon Caton

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Counterfactually augmented data has recently been proposed as a successful solution for socially situated NLP tasks such as hate speech detection. The chief component within the existing counterfactual data augmentation pipeline, however, involves manually flipping labels and making minimal content edits to training data. In a hate speech context, these forms of editing have been shown to still retain offensive hate speech content. Inspired by the recent success of large language models (LLMs), especially the development of ChatGPT, which have demonstrated improved language comprehension abilities, we propose an inclusivity-oriented approach to automatically generate counterfactually augmented data using LLMs. We show …

Administrative Enslavement, Adam Davidson

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No abstract provided.

What Do Oral Contraceptive Pills Have To Do With Human Rights Abuses In Sport?, Michele Krech, Katrina Karkazis

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No abstract provided.

The Role (And Limits) Of Developmental Neuroscience In Determining Adolescents’ Autonomy Rights: The Case For Reproductive And Voting Rights, Emily Buss, Julie Maslowsky, Laura Wray-Lake

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No abstract provided.

Competition And Congestion In Trademark Law, Jonathan Masur, Christopher Buccafusco, Mark Mckenna

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No abstract provided.

On The Genealogy Of Intimate Digital Harm, Aziz Huq

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No abstract provided.

The Shadow Of The Law Of The Police, Adam Davidson

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No abstract provided.

Social Care Managers' Perspectives On Statutory Registration Of Social Care Workers In Ireland, Audrey Moore, Kevin Lalor

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The focus of this paper is social care managers' views on the impact of the statutory registration of social care workers in Ireland. The findings suggest that registration is welcomed by social care managers who believe that it will impact positively on societal recognition of social care workers as professionals and that it will improve accountability within the sector. However, the findings also suggest that there is confusion regarding information about registration and issues remain in the sector regarding multiplicity of titles, roles, and duties of social care workers. We conclude that the opening of the register is only a …

Can Community Festivals Make Urban Places More Hospitable?, Bernadette Quinn

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Cultivating places and spaces to encourage sociality and foster sociocultural inclusion is a very pertinent societal challenge. Community festivals are often marshalled in the interest of making cities more hospitable for the increasing numbers of migrants, refugees, remote workers and tourists internationally on the move. This study investigates if and how community festivals are constructing hospitality through their practices. The findings are drawn from a qualitative study of two community festivals in Dublin's North East Inner City, an ethnically diverse area characterized by social disadvantage. They suggest that community festivals can make places more hospitable. However, the approaches taken to …

Social Sustainability In Event Management: A Critical Commentary, Judith Mair, Emma Wood, Bernadette Quinn

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This critical commentary focuses on the development of research in Event Management on social sustainability in the context of events. Findings suggest that while there has been a plethora of articles published in the journal that touch on elements of what we understand to relate to social sustainability (e.g., resident impacts; sense of community, place, belonging, etc.) there are very few that have explicitly situated their work in the sustainability field. This means that it is somewhat difficult to pull together the various threads of disparate studies to comment on the evolution of research on events and social sustainability as …

“There’S A Lifestyle, An Appreciation, A Beauty”: An Interpretative Phenomenological Analysis Of Masters Rowers, Jason Rich, Pamela Beach, Heidi K. Byrne

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Masters rowing has seen a measurable increase in participation, with masters rowers engaged in the sport for competition, health, and recreation reasons. Unlike other masters sports, masters rowing has a unique high level of synchronous, cooperative, and interdependent elements. To better understand the benefits and challenges of participation in competitive masters rowing, the purpose of this study was to explore the lived experiences of competitive masters rowers. Twelve competitive masters rowers were recruited and interviewed. Utilizing an interpretative phenomenological analysis approach to guide data collection, analysis, and interpretation, the analysis revealed four major themes: navigating community relationships, finding a reason …

Populist Politics And International Business Policy: Problems, Practices, And Prescriptions For Mnes, Paul Vaaler, Christopher Hartwell, Barclay James, Thomas Lindner, Jakob Müllner

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In this editorial introduction to the Special Issue on populism, we discuss different approaches to defining populism in ways relevant to multinational enterprise (MNE) strategy and organization. In addition, we demonstrate how populist host-country government policies often target MNEs in ways that give rise to distinctly new forms of discriminatory treatment. This theoretical background sets the stage for the papers of this Special Issue, explaining the origins of these populist host-country government policies and the impact of such policies on FDI and international trade. We conclude with various suggestions for advancing IB policy research on populism, including building a better …

"With Great Power Comes Great Responsibility": Improving Your Feedback And Hallmarks Of Effective Feedback, Randall Ryder

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Effective feedback can change a law student’s trajectory in law school and beyond. The feedback-centric nature of experiential learning courses allows law students to both develop their skills and personal lawyering style. However, many experiential instructors are from a different generation, with different expectations and communication styles than today’s law students. This article highlights hallmarks of effective feedback for the modern law school classroom. As the field of law continues to evolve, law schools will need to as well.

This article discusses four key hallmarks: (1) provide feedback in multiple formats,(2) help each student develop their personal style, (3) explain …

Platform Unions, Charlotte Garden

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How should we regulate social media platforms to prevent harmful treatment of users? Regulators, advocates, and scholars have grappled with this problem for years. Many proposed solutions, ranging from improving privacy disclosures, to promoting competition between platforms, to requiring platforms to pay users for their data, are at best incomplete.

This Article begins from the premise that platform problems are collective problems and proposes a collective solution: empowering users to organize platform unions. Much like labor unions give employees a say in in their working conditions even when they lack individual bargaining power, platform unions would facilitate collective bargaining over …

Conducting Research With Highly Portable Mri In Community Settings: A Practical Guide To Navigating Ethical Issues And Elsi Checklist, Francis X. Shen, Susan Wolf, Frances Lawrenz, Donnella S. Comeau, Barbara J. Evans, Damien Fair, Martha J. Farah, Michael Garwood, S. Duke Han, July Illes, Jonathan D. Jackson, Eran Klein, Matthew S. Rosen, Efraín Torres, Paul Tuite, J. Thomas Vaughan

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Highly portable and accessible MRI technology will allow researchers to conduct field-based MRI research in community settings. Previous guidance for researchers working with fixed MRI does not address the novel ethical, legal, and societal issues (ELSI) of portable MRI (pMRI). Our interdisciplinary Working Group (WG) previously identified 15 core ELSI challenges associated with pMRI research and recommended solutions. In this article, we distill those detailed recommendations into a Portable MRI Research ELSI Checklist that offers practical operational guidance for researchers contemplating using this technology.

Expert Stakeholder Perspectives On Emerging Technology For Neuroimaging Research With Highly Portable Mri: The Need For Guidance On Ethical, Legal, And Societal Issues, Molly K. Madzelan, Frances Lawrenz, Susan Wolf, Francis X. Shen

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Portable MRI (pMRI) technology, which promises to transform brain imaging research by facilitating scanning in new geographic areas and the participation of new, diverse populations, raises many ethical, legal, and societal issues (ELSI). To understand this emerging pMRI ELSI landscape, we surveyed expert stakeholder views on ELSI challenges and solutions associated with pMRI research.

Ethical, Legal, And Policy Challenges In Field-Based Neuroimaging Research Using Emerging Portable Mri Technologies: Guidance For Investigators And For Oversight, Francis X. Shen, Susan M. Wolf, Francez Lawrenz, Donnella S. Comeau, Kafui Dzirasa, Barbara J. Evans, Damien Fair, Martha J. Farah, S. Duke Han, Judy Illes, Jonathan D. Jackson, Eran Klein, Karen S. Rommelfanger, Matthew S. Rosen, Efraín Torres, Paul Tuite, J. Thomas Vaughan, Michael Garwood

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Researchers are rapidly developing and deploying highly portable MRI technology to conduct field-based research. The new technology will widen access to include new investigators in remote and unconventional settings and will facilitate greater inclusion of rural, economically disadvantaged, and historically underrepresented populations. To address the ethical, legal, and societal issues raised by highly accessible and portable MRI, an interdisciplinary Working Group (WG) engaged in a multi-year structured process of analysis and consensus building, informed by empirical research on the perspectives of experts and the general public. This article presents the WG’s consensus recommendations. These recommendations address technology quality control, design …

Returning Individual Research Results From Digital Phenotyping In Psychiatry, Francis X. Shen, Matthew L. Baum, Nicole Martinez-Martin, Adam S. Miner, Melissa Abraham, Catherine A. Brownstein, Nathan Cortez, Barbara J. Evans, Laura T. Germine, David C. Grady, Ingrid A. Holm, Elisa A. Hurley, Sara Kimble, Gabriel Lazaro-Munoz, Kimberlyn Leary, Mason Marks, Patrick J. Monette, Jukka-Pekka Onnela, P. Pearl O'Rourke, Scott L. Rauch, Carmel Shachar, Srijan Sen, Ipsit Vahia, Jason L. Vassy, Justin T. Baker, Barbara E. Bierer, Benjamin C. Silverman

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Psychiatry is rapidly adopting digital phenotyping and artificial intelligence/machine learning tools to study mental illness based on tracking participants’ locations, online activity, phone and text message usage, heart rate, sleep, physical activity, and more. Existing ethical frame-works for return of individual research results (IRRs) are inadequate to guide researchers for when, if, and how to return this unprecedented number of potentially sensitive results about each participant’s real-world behavior. To address this gap, we convened an interdisciplinary expert working group, supported by a National Institute of Mental Health grant. Building on established guidelines and the emerging norm of returning results in …

Race, Racial Bias, And Imputed Liability Murder, Perry Moriearty, Kat Albrecht, Caitlin Glass

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Even within the sordid annals of American crime and punishment, the doctrines of felony murder and accomplice liability murder stand out. Because they allow states to impose their harshest punishments on defendants who never intended, anticipated, or even caused death, legal scholars have long questioned their legitimacy. What surprisingly few scholars have addressed, however, is who bears the brunt.

This Article is one of the first to explore the racialized impact of the two most controversial and ubiquitous forms of what we call “imputed liability murder.” An analysis of ten years of murder prosecutions in the state of Minnesota reveals …

The Right To Fail, Alexander Boni-Saenz

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In 2013, the Department of Justice entered into a consent decree with the state of New York concerning the lives of 4,000 people with mental illness who had been segregated into group homes in the state. These group homes were overcrowded and dangerous, and New York agreed to move all but the most severely mentally ill people into supportive housing, if they desired it. This outcome was seen as vindicating the dignity of risk, a foundational value of disability rights scholarship and politics. This principle holds that it is normatively desirable for individuals to be able to make their own …

Stakeholder Engagement, Brett H. Mcdonnell

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No abstract provided.

Why Mass Incarceration Is Uniquely American, Michael Tonry

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Mass incarceration, among Western countries a uniquely American phenomenon, resulted from a transformation of American criminal justice systems. Indeterminate sentencing systems in which legislatures established maximum sentences, prosecutors processed cases, judges decided who went to prison, and parole boards decided how long people stayed there were replaced by determinate systems in which legislatures prescribed minimum sentences, prosecutors made the key charging and sentencing decisions, judges processed cases and sentenced minor crimes, and parole boards lost much of their authority. Parole boards and judges become largely irrelevant whenever prosecutors file charges subject to mandatory sentence, three-strikes, truth-in-sentencing, and life without parole …

Redefining Public Benefits, Naomi Cahn, June R. Carbone

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This Article considers the interaction between marriage, households, and public welfare-type benefits. In light of constant cultural and media attention to “the two-parent privilege,” the article argues that the very purpose of public benefits in the modern era is up for redefinition. The information age, much like the industrial revolution before it, has remade the preconditions for entry into the middle class and contributed to new middle-class family strategies geared to the changing labor market realities. This new era, which has increased income instability and employment insecurity, has increased economic inequality and eroded what were once secure pathways into middle-class …

Supporting Educators To Stimulate Engineering Students' Lifelong Learning Competencies & Personal Development Process, Lynn Van Den Broeck, Rani Dujardin, Sofie Craps, Una Beagon, Aimee Byrne, Caitriona Depaor, Johanna Naukkarinen

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This paper explores the possibilities to develop students' lifelong learning (LLL) competencies via supporting their personal development process (PDP) in engineering education. Despite the recognized importance of LLL, its embedment in learning outcomes remains limited. A survey revealed that both engineering students and educators value LLL competencies, but perceive them to be taught and evaluated only to a limited extent. This paper introduces a PDP model to support educators in fostering students' LLL competencies. The model, developed through literature review and educators' input, includes (1) a matrix with various interventions, such as e-portfolios, reflective writing, and student-centred teaching, categorised by …

Historical Analogy And The Role Morality Of Reason-Giving, Darrell Miller

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The Supreme Court has turned ever more to analogical reasoning from history and tradition to decide significant matters of public policy. Nowhere is this phenomenon more evident than in the Court’s 2022 decision in New York State Rifle and Pistol Association v. Bruen.

The Court’s crafting of a Second Amendment test that turns almost entirely on the strength of analogies—and on a topic of such intense public salience—has thrust analogical reasoning to the forefront of judicial and academic debate. While many have questioned the workability of Bruen’s focus on historical analogs, this Essay is less concerned about the pragmatics of …

The Trouble With Classifications, Aziz Huq

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The Supreme Court relies increasingly on anticlassification rules to implement the Constitution’s various commands of evenhanded state treatment. These rules direct attention to whether an instance of a forbidden classification is present on the face of a challenged law. They contain two necessary steps. First, a court defines a general category of impermissible terms. Second, a court ascertains whether an instance of the category is found in enacted text—so triggering the familiar strict scrutiny analysis. So defined, anticlassification rules now dominate equal protection, free speech, “dormant” Commerce Clause, and even free exercise jurisprudence. The Roberts Court celebrates these doctrinal tests …

Technology, Tradition, And “The Terror Of The People”, Darrell Miller, Alexandra Filindra, Noah Kaplan

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In New York State Rifle & Pistol Ass’n v. Bruen, the Supreme Court man- dated a text, history, tradition, and analogy–only approach to Second Amendment cases.

No longer can policymakers rely on empirical data alone to carry their litigation burden. Now such data must conform to a still-emerging “historical tradition of fire- arm regulation” to meet constitutional muster. Some despair that reams of data, careful experiments, and rigorous statistical analyses no longer have any relevance to the gun debate.

But those that claim that Bruen signals the end of empirically grounded policy solutions badly misread the opinion. Empirical studies can …

Imputing Unreported Hate Crimes Using Google Search Data, Aziz Huq, Dhammika Dharmapala

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U.S. law requires the Attorney General to collect data on hate crime victimization from states and municipalities, but states and localities are under no obligation to cooperate by gathering or sharing information. Data production hence varies considerably across jurisdictions. This paper addresses the ensuing “missing data” problem by imputing unreported hate crimes using Google search rates for a racial epithet. It uses two alternative benchmarks for which jurisdictions more effectively collect hate crime data: all states that were not part of the erstwhile Confederacy, and those states with statutory provisions relating to hate crime reporting. We regress rates of racially-motivated …

Foreword To Jels Special Issue, Adam Chilton, Dhammika Dharmapala, William Hubbard

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No abstract provided.

Free Speech On The Internet: The Crisis Of Epistemic Authority, Brian Leiter

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No abstract provided.