Digital Commons Network^™

Discovering Child Sexual Abuse Material Creators’ Behaviors And Preferences On The Dark Web, Vuong Ngo, Rahul Gajula, Christina Thorpe, Susan Mckeever

Articles

Background: Producing, distributing or discussing child sexual abuse materials (CSAM) is often committed through the dark web in order to remain hidden from search engines and regular users. Additionally, on the dark web, the CSAM creators employ various techniques to avoid detection and conceal their activities. The large volume of CSAM on the dark web presents a global social problem and poses a significant challenge for helplines, hotlines and law enforcement agencies.

Objective: Identifying CSAM discussions on the dark web and uncovering associated metadata insights into characteristics, behaviours and motivation of CSAM creators.

Participants and Setting: We have conducted an …

Toward Inclusive Online Environments: Counterfactual-Inspired Xai For Detecting And Interpreting Hateful And Offensive Tweets, Muhammad Deedahwar Mazhar Qureshi, Muhammad Atif Qureshi, Wael Rashwan

Articles

The prevalence of hate speech and offensive language on social media platforms such as Twitter has significant consequences, ranging from psychological harm to the polarization of societies. Consequently, social media companies have implemented content moderation measures to curb harmful or discriminatory language. However, a lack of consistency and transparency hinders their ability to achieve desired outcomes. This article evaluates various ML models, including an ensemble, Explainable Boosting Machine (EBM), and Linear Support Vector Classifier (SVC), on a public dataset of 24,792 tweets by T. Davidson, categorizing tweets into three classes: hate, offensive, and neither. The top-performing model achieves a weighted …

Watchdogs Of The Economy: The Development Of Irish Economics Profession’S Independent Voice, Joseph K. Fitzgerald, Brendan O'Rourke

Articles

Histories of the development of professions show a profession’s relationship with the state as key to its authority. Yet professions, to gain technocratic authority, also strive to depoliticise their discourses to gain technocratic authority. This dilemmatic tension is particularly true for the economics profession. The historical development of the Irish economics provides an interesting case, where a complicated relationship with the state ultimately strengthened the profession within a society. An initial formalisation trajectory of Irish economics was thrown off course by the formation of an independent Irish state in the 1920s. This marked a period of isolation for the profession …

Effect Of ‘Peatland-Use’ Type On Culturable Microbial Groups In Irish Peatlands In The Midlands, Gouri Atapattu, Samuel Obeng Apori, Tara Battersby, Michelle Giltrap, Furong Tian

Articles

Soil microbial ecology in the Irish wetlands is still poorly understood, although it is crucial in introducing effective rewetting schemes to restore and conserve the Irish peatlands. As an initiative, peatlands with distinct land-use types (cutaway, raised semi-degraded, unimproved grassland and grassland) were collected from farms in the midlands to analyse various microbial populations. Peat was homogenized and serially diluted to culture on a range of specific and non-specific culture media. Culture isolation and microbial enumeration were performed. Gram staining and other microscopic observations of morphologically distinct microorganisms were performed, followed by isolation procedures. The numbers of total viable bacteria …

The Biological Responses Of Vitamin K2: A Comprehensive Review, Quanxiang Yan, Tao Zhang, Christine O'Connor, James W. Barlow, John Walsh, Gaia Scalabrino, Feng Xu, Helan Sheridan

Articles

Vitamin K1 (VitK1) and Vitamin K2 (VitK2), two important naturally occurring micronutrients in the VitK family, found, respectively, in green leafy plants and algae (VitK1) and animal and fermented foods (VitK2). The present review explores the multiple biological functions of VitK2 from recently published in vitro and in vivo studies, including promotion of osteogenesis, prevention of calcification, relief of menopausal symptoms, enhancement of mitochondrial energy release, hepato-and neuro-protective effects, and possible use in treatment of coronavirus disease. The mechanisms of action associated with these biological effects are also explored. Overall, the findings presented here suggest that VitK, especially VitK2, is …

The Public Voice Of The Defender,, Russell M. Gold, Kay L. Levine

Articles

For decades, police and prosecutors have controlled the public narrative about criminal law. The news landscape features salacious stories of violent crimes while ignoring the more mundane but far more prevalent minor cases that clog the court dockets. Defenders, faced with overwhelming caseloads and fear that speaking out may harm their clients, have largely ceded the opportunity to offer a counternarrative based on what they see every day. Defenders tell each other about the overuse of pretrial detention, intensive pressure to plead guilty, overzealous prosecutors, cycles of violence, and rampant constitutional violations-all of which inflict severe harm on defendants and …

Subnetwork Ensembling And Data Augmentation: Effects On Calibration, A. Çağrı Demir, Simon Caton, Pierpaolo Dondio

Articles

Deep Learning models based on convolutional neural networks are known to be uncalibrated, that is, they are either overconfident or underconfident in their predictions. Safety-critical applications of neural networks, however, require models to be well-calibrated, and there are various methods in the literature to increase model performance and calibration. Subnetwork ensembling is based on the over-parametrization of modern neural networks by fitting several subnetworks into a single network to take advantage of ensembling them without additional computational costs. Data augmentation methods have also been shown to enhance model performance in terms of accuracy and calibration. However, ensembling and data augmentation …

Constructing The ‘Public Interest’: (De)Legitimizing The Acquisition Of Aer Lingus By Iag, Joseph K. Fitzgerald

Articles

This article assesses how the ‘Public Interest’ was used to (de)legitimize the acquisition of a national airline. It does this by adopting a case study approach that analyses the acquisition of Aer Lingus by International Consolidated Airlines Group (IAG). This acquisition is part of a broader trend of international consolidation that the aviation industry has experienced in recent years. The article also critiques whether the ‘Public Interest’ was constructed on valid grounds. Its analysis found that the public interest was constructed as the continuance of routes between Irish airports and London Heathrow as a means for Ireland to maintain international …

Entrepreneurial Competencies In Action: Online Fundraising Initiatives By University Students, Thomas M. Cooney, Martina Brophy

Articles

It has been argued that entrepreneurship educators are inclined to let students learn in a safe controlled environment, with no pressure except to pass the module. Students working in groups of three were given 12 weeks (Target 1) to develop a fundraising initiative, work with various stakeholders, and execute their online fundraising initiative to meet a target goal of €2000 (Target 2) per group. Employing approaches such as Effectuation, Lean Start-Up and the Business Model Canvas, a self-directed learning approach ensured students were able to take ownership of their learning journey with the lecturer acting as coach or facilitator. The …

Title Theft, Stewart E. Sterk

Articles

Real property owners across the country have been targeted by scammers who prepare deeds purporting to convey title to property the scammers do not own. Sometimes, the true owners are entirely unaware of these bogus transfers. In other instances, the scammers use misrepresentation to induce unsophisticated owners to sign documents they do not understand. Property doctrine protects owners against forgery and fraud—the primary vehicles scammers use in their efforts to transfer title. Owners enjoy protection not only against the scammers themselves, but generally against unsuspecting purchasers to whom the scammers transfer purported title. Recovery of title, however, involves costs and …

Remote Justice & Domestic Violence: Process Pluralism Lessons From The Pandemic, Andrea K. Schneider, Heather Hlavka, Sameena Mulla, Erin Schubert, Aleksandra J. Snowden, Jennica Webster

Articles

Domestic violence procedures, like so many court processes around the world, were forced to go online and remote during the pandemic. The impact was dramatic-there were fewer restraining order petitions filed in the first place and an even lower amount granted. In short, domestic violence survivors, among the most vulnerable in our court system, were even more challenged in the last two years. Like many court systems, Milwaukee will never go back to being fully in-person for all procedures in conjunction with domestic violence. The evolving hybrid choices could provide additional access to justice, or these processes could create additional …

The Private Attorney General In A Time Of Hyper-Polarized Politics, Myriam E. Gilles

Articles

With the enactment of the Federal Trade Commission Act (“FTC Act”) in 1914 and the Wheeler–Lea Act in 1938, Congress sought to establish a brawny federal consumer protection regime to guard against the myriad unfair and deceptive practices that threatened harm to American consumers. But courts in this era interpreted these statutes to confer exclusive enforcement authority in the Federal Trade Commission (“FTC”), declining to infer a private right of action. For many decades, the resulting enforcement gap in consumer protection law was filled largely by state Unfair and Deceptive Practices Acts (“UDAPs”), which sanction litigation by both public and …

Mapping And Mobilizing Legal Criticalities: Making The Move From Diaspora To Collective Or Legal Scholars Making A Difference As Culture Warriors, Francisco Valdes

Articles

No abstract provided.

The Credibility Effect: Defamation Law And Audiences, Yonathan A. Arbel

Articles

What should be the legal response to false statements? In the context of defamation law, courts try to set a standard that balances the interests of speakers and their potential targets. This article empirically demonstrates an unappreciated effect of such decisions on third parties: a credibility effect. Using a series of lab experiments, I find that defamation law makes individuals more trusting of reports from various media. This credibility effect is desirable when the report is true but can lead to unintended consequences in the case of misinformation. In particular, the credibility effect is shown to cast a stigma on …

Opening A Federal Reserve Account, Julie Andersen Hill

Articles

To open bank accounts, new customers provide personal information and make a deposit. Within a few minutes (or perhaps a few days), new customers get access to payment services. For many years, the process financial institutions used to open accounts at FederalReserve Banks was similar. Eligible banks filled out a one-page form and within a week received an account allowing them access to the FederalReserve's payment systems. Recently, however, Federal Reserve Banks have spent years considering account requests from novel banks.

This Article examines the Federal Reserve's process for evaluating requests for accounts. Using interviews, court documents, and other sources, …

Common Law Constitutionalism And The Protean First Amendment, Ronald Jr. Krotoszynski

Articles

No abstract provided.

Time To Heal: Trauma's Impact On Rape & Sexual Assault Statutes Of Limitations, Fredrick E. Vars, Jillian Miller Purdue

Articles

Short statutes of limitations for sex crimes ask the impossible of many vic- tims: report the crime before they have recovered from the trauma. Perpetra- tors go free as a direct result of the injury they caused. Nearly a third of victims of rape and sexual assaulthave PTSD during their lifetimes. PTSD is associated with three symptoms pertinent to reporting a crime: avoidance cop- ing (avoidingdistressing thoughts, feelings, or reminders of the attack), disso- ciative amnesia (forgetting important or all aspects of the attack), and depression. These symptoms all affect a victim's psychological ability to report a crime before a …

At The Nexus Of Antitrust & Consumer Protection, Luke Herrine

Articles

This Essay uses Section 5 of the Federal Trade Commission Act to examine the theoretical and practical relationship between antitrust and consumer protection law. It argues that, since roughly 1980, there has been a hegemonic "neoliberal"framework, one that has in recent years been challenged by an emerging "moral economy" framework. The neoliberal framework conceptualizes antitrust as preventing firms from conspiring to throttle output, with a focus primarily on consumers' interests in low prices, and consumer protection as making consumers informed, rational, and able to switch between competitors with relatively low cost. The moral economy framework conceptualizes both areas of law …

Blockchain Games And A Disruptive Corporate Business Model, Xuan-Thao Nguyen

Articles

This Article is the first to identify and theorize on a new disruptive corporate business model unfolding in the gaming industry that is larger than both the movie and music sectors combined. Corporations in blockchain gaming reject the old paradigm of amassing profits by turning the public into spenders for and consumers of corporate products. The new corporate business model transforms members of the public into producers and true owners of new corporate property while earning income and garnering governance voting rights. Through a case study of Axie Infinity, a blockchain game launched in 2021, this Article explores how the …

Editing, Vehicles In The Park, And The Virtue Of Clarity, Patrick Barry

Articles

What is the optimal amount of advocacy?

My law students and I face that question all the time. We face it when we’re drafting motions. We face it when we’re proposing changes to contracts. We even face it when putting together key emails, text messages, and social-media posts.

In all these situations and many more, we don’t want to oversell our arguments and ideas — but we don’t want to undersell them either. Instead, we hope to hit that perfect sweet spot known as “persuasion.”

We don’t always succeed, but one thing that has significantly increased our effectiveness is the …

Hierarchy, Race & Gender In Legal Scholarly Networks, Nicholson W. Price, Keerthana Nunna, Jonathan Tietz

Articles

A potent myth of legal academic scholarship is that it is mostly meritocratic and mostly solitary. Reality is more complicated. In this Article, we plumb the networks of knowledge co-production in legal academia by analyzing the star footnotes that appear at the beginning of most law review articles. Acknowledgments paint a rich picture of both the currency of scholarly credit and the relationships among scholars. Building on others’ prior work characterizing the potent impact of hierarchy, race, and gender in legal academia more generally, we examine the patterns of scholarly networks and probe the effects of those factors. The landscape …

Unprecedented Precedent And Original Originalism: How The Supreme Court’S Decision In Dobbs Threatens Privacy And Free Speech Rights, Leonard Niehoff

Articles

The U.S. Supreme Court’s decision in Dobbs v. Jackson Women’s Health Organization has drawn considerable attention because of its reversal of Roe v. Wade and its rejection of a woman’s constitutional right to terminate her pregnancy. The Dobbs majority, and some of the concurring opinions, emphasized that the ruling was a narrow one. Nevertheless, there are reasons to think the influence of Dobbs may extend far beyond the specific constitutional issue the case addresses.

This article explains why Dobbs could have significant and unanticipated implications for the law of privacy and the law of free expression. I argue that two …

How The Blockchain Undermined Digital Ownership, Aaron Perzanowski

Articles

The shift from a market built around the sale of tangible goods to one premised on the licensing of digital content and services has done significant and lasting damage to the notion of individual ownership. The emergence of blockchain technology, while certainly not necessary to reverse these trends, promised an opportunity to attract investment and demonstrate consumer demand for marketplaces that recognize meaningful digital ownership. Simultaneously, it offered an avenue for alleviating worries about hypothetical widespread reproduction and unchecked distribution of copyrighted works. Instead, many of the most visible blockchain projects in recent years—the proliferation of new cryptocurrencies and the …

The Failed Federalism Of Affordable Housing: Why States Don't Use Housing Vouchers, Noah Kazis

Articles

This Article uncovers a critical disjuncture in our system of providing affordable rental housing. At the federal level, the oldest, fiercest debate in low-income housing policy is between project-based and tenant-based subsidies: should the government help build new affordable housing projects or help renters afford homes on the private market? But at the state and local levels, it is as if this debate never took place. The federal government (following most experts) employs both strategies, embracing tenant-based assistance as more cost-effective and offering tenants greater choice and mobility. But this Article shows that state and local housing voucher programs are …

Cryptic Patent Reform Through The Inflation Reduction Act., Arti K. Rai, Rachel E. Sachs, Price W. Nicholson

Articles

If a statute substantially changes the way patents work in an industry where patents are central, but says almost nothing about patents, is it patent reform? We argue the answer is yes — and it’s not a hypothetical question. The Inflation Reduction Act (“IRA”) does not address patents, but its drug pricing provisions are likely to prompt major changes in how patents work in the pharmaceutical industry. For many years scholars have decried industry’s ever-evolving strategies that use combinations of patents to block competition for as long as possible, widely known as “evergreening,” but legislators have not been receptive to …

The Great Regulatory Dodge, Helen Nissenbaum, Katherine Strandburg, Salome Viljoen

Articles

U.S. privacy law is in a renewed moment of regulatory possibility, with both Congress and the states considering sweeping consumer privacy laws. These new proposals to enact “omnibus” privacy protections could be couched as an antidote to the current U.S. privacy regime: a patchwork of sectoral privacy laws stitched atop the background of FTC consumer contract enforcement. However, this Essay maintains that a one-size-fits-all approach cannot successfully capture both privacy’s value and its variability. Yet, it is clearly the case that the present- day sectoral regime in the United States suffers from significant shortcomings. These shortcomings allow behaviors that seem …

The Value Of Understandable Consumer Insurance Contracts, Kyle Logue, Daniel Schwarcz, Brenda Cude

Articles

Insurance consumers, the intermediaries who serve them, and the regulators who protect them all would benefit from understandable consumer insurance contracts. This article outlines the benefits of understandable insurance contracts, identifies the regulatory tools that are or can be used to ensure such comprehensibility, and reviews the existing literature about how well consumers comprehend their insurance policies within the context of personal lines insurance in the U.S. The article concludes by proposing an empirical research strategy to study consumers’ understanding of the terms of homeowners insurance policies and, even when they have not read their policies, their expectations about coverage.

How Has Entrepreneurship Opportunity Formation Amongst Immigrants Been Influenced By The Covid-19 Pandemic?, Osa-Godwin Osaghae, Thomas M. Cooney

Articles

The purpose of this paper is to investigate how entrepreneurship opportunity formation amongst immigrants has been influenced by the COVID-19 pandemic, given that environmental changes and irregularity can contribute to entrepreneurship opportunity formation in the immigrant set-up.

Surface-Modified Silver Nanoparticles And Their Encapsulation In Liposomes Can Treat Mcf-7 Breast Cancer Cells, Ellenor Moors, Vinayak Sharma, Furong Tian, Bilal Javed

Articles

Silver nanoparticles (AgNPs) have emerged as a promising tool for cancer treatment due to their unique physicochemical and biological properties. However, their clinical applications are limited by their potential cytotoxicity caused due to oxidation stress and non-specific cellular uptake pathways. To overcome these barriers, surface modifications of AgNPs have been proposed as an effective strategy to enhance their biocompatibility and specificity toward cancer cells. In this study, AgNPs were synthesised using the chemical reduction method and subsequently conjugated with various capping agents such as Polyvinylpyrrolidone (PVP) and Bovine Serum Albumin (BSA). Further, this study involves the synthesis of liposomes by …

Trademarks And Censorship In The Time Of Covid-19, Xuan-Thao Nguyen

Articles

During the devastating year of 2020, China quickly conquered the novel coronavirus and roared back economically while the United States faced staggering deaths and economic losses. But underneath the divergent experience of the two countries is an untold story of trademark and censorship in the time of COVID-19. This Article observes that while the United States Supreme Court has lifted the ban on trademark registrations for unconstitutional viewpoint discrimination, opening the door for offensive COVID-19 trademark applications, China has transformed trademark law into the law for censorship as Chinese authorities press forward to achieve twin victories over the coronavirus and …