Digital Commons Network^™

Systematic Review Of The Institutionalization Of Service Learning In Higher Education, Wilmer Hernan Cruz Gutierrez

ASEAN Journal of Community Engagement

An increasing number of universities are integrating service-learning (SL) to fulfill their social mission. However, sustainable institutionalization of SL remains a persistent challenge. This study identifies and analyzes the factors, actors, and strategies that drive and inhibit SL institutionalization in higher education. Using the PRISMA 2020 guidelines, a systematic literature review analyzed 52 documents from seven academic databases (including WoS, Scopus, and ERIC). The findings were grouped into three sections: cultural (integration into institutional values/missions), process (articulation within teaching, research, and outreach), and structural dimensions (dedicated support entities). The results obtained reveal a reciprocal relationship where cultural alignment enables processual …

The Indonesian Conjunction Dan ‘And’ And Its Chinese Correspondences: A Corpus-Based Approach To Syntactic And Register Variation, Hatmi Idris

International Review of Humanities Studies

This study examines how the Indonesian conjunction dan ‘and’ is rendered in Chinese across syntactic units using a corpus-based contrastive approach. Focusing on children’s books, classic novels, and online news, it analyzes coordination at word, phrase, and clause level from a syntactic and register perspective. Findings show that dan ‘and’ does not correspond to a single Chinese form. At the word and phrase level, nominal coordination employs hé (和) ‘and’, yǔ (与) ‘and’, and yǐjí (以及) ‘as well as’ , with formal news discourse favoring yǔ (与) ‘and’ and yǐjí (以及) ‘as well as’. In verbal coordination, bìng (并) ‘furthermore’ …

Class Struggle And The Socialist Economic Calculation Debate, Tiago Camarinha Lopes

Emancipations: A Journal of Critical Social Analysis

The socialist economic calculation debate is often portrayed as a sharp and straightforward conflict between two opposing sides. While this characterization is valid given the ideological clash between defenders of capitalism and proponents of socialism, this paper offers a more nuanced perspective on the interaction between the main schools of economic thought involved in the debate, the Marxist and the Austrian. Drawing on the humanist approach of critical pedagogy developed by Brazilian philosopher Paulo Freire (1921–1997), the paper argues that the debate over socialist economic calculation is not only a clear expression of class struggle within economics. It also involves …

Stop Blaming My Users: Illumination Of The Technocentric Mythos Bias, Ervin H. Frenzel, Richard Lightcap

Journal of Cybersecurity Education, Research and Practice

 Abstract -This conceptual essay addresses the need for systemic and systematic transdisciplinary analytical techniques within cybersecurity and technical security. This conceptual essay is contingent upon recognition that cybersecurity is not simply technical in nature, it does not need an adversary, and more importantly it is based upon systems engineering and systems thinking.  The essay contributes a socio-technical attribution chain and field-specific ontology/taxonomy which distinguish user-triggered events from root causes, latent conditions, technical debt, validation failures, governance failures, and attribution bias before assigning responsibility to end users. It systematically defines an ontology inclusive of developer technical debt, organizational debt arising from …

Artificial Intelligence Mechanisms In The Limit Of Crimes And Law Enforcement, Saad Mefleh Alsuwaileh

Journal of Police and Legal Sciences

This study explores the potential of employing technological mechanisms and modern innovations brought about by the Fourth Industrial Revolution, particularly advancements in the field of information technology, in the domains of criminal investigation, crime prevention, and law enforcement. It aims to analyze the impact of these technologies on crime control efforts and the promotion of justice.

The significance of the study lies in highlighting the power of technology in processing and analyzing massive volumes of data with greater speed and accuracy, thereby enhancing the efficiency of criminal investigations and the ability to predict and prevent crimes. The core research question …

"Distributed Voice" During Deliberations: What Real Juries Tell Us, Mary R. Rose, Shari S. Diamond

DePaul Law Review

Juries are supposed to represent the views of their community,

but securing representative bodies will not meet fair cross-section

aims if deliberations fail to actually produce contributions from a

wide variety of voices. This Essay develops the concept of

“distributed voice,” or the ability of a jury to spread out talk across

more jurors. Analyses examine what factors predict a jury’s

likelihood of producing more egalitarian distributions of speaking

turns and of words spoken. Data from actual deliberations of fifty

civil juries demonstrate that talk patterns on juries are more widely

distributed when there is a greater diversity of views …

Reflections On Danny Kahneman's Influence On Legal Scholarship, Jennifer K. Robbennolt

DePaul Law Review

No abstract provided.

The Open Science Movement And Its Implications For Expert Testimony, Robert J. Maccoun

DePaul Law Review

No abstract provided.

What The Law Can--And Cannot--Do About Bias In The Mind, Neil A. Lewis Jr.

DePaul Law Review

No abstract provided.

The Algorithmic Collusion Problem: A Judicial Framework For Analyzing Algorithms Under § 1 Of The Sherman Act, Rix Ryskamp

Washington Journal of Law, Technology & Arts

Courts are increasingly seeing Sherman Act Section 1 claims that involve AI and other software algorithms at the center of alleged conspiracies to unreasonably restrain trade—often called algorithmic collusion claims. Adjudicating these claims can involve complex analyses of how algorithms interact with alleged conspiracies. However, most of the Section 1 case law stems from traditional agreements and can be hard to apply to algorithmic collusion scenarios. This Article provides a framework that judges and other adjudicators might use to analyze the role of an algorithm in an alleged conspiracy without becoming bogged down in technical details early in the case. …

From Automation To Adjudication: Evaluating The Role Of Artificial Intelligence In Dispute Settlement, Karem Sayed Aboelazm, Muayad Ahmad Obeidat, Raghda Raafat, Nada Zuhair Alfil, Fady Tawakol

All Works

This paper explores the evolving transition from automation to adjudication by examining the role of artificial intelligence (AI) in dispute settlement processes. It assesses how AI can enhance procedural efficiency, support judicial reasoning, and improve access to justice. Adopting a qualitative and interpretive approach, the study analyzes academic scholarship, policy frameworks, and comparative international practices to understand the integration of AI within judicial and quasi-judicial settings (Abedi et al., 2025). The findings suggest that while AI significantly improves administrative processes and provides valuable decision-support tools, it also raises critical concerns regarding algorithmic bias, lack of transparency, and the risk of …

A Significant Moment In The Colorado River Water Supply Crisis, Jack Schmidt, Anne Castle, John Fleck, Eric Kuhn, Kathryn Sorensen, Katherine Tara

The Traveling Wilburys of the Colorado River

On Sunday, July 12, the surface of Lake Powell was 3524.32 feet above sea level, and the surface of Lake Mead was at 1042.77 ft.7 These elevations equated to 5,505,869 and 7,169,640 acre feet (af), respectively, of live storage in the two reservoirs. The combined total live storage of these reservoirs was 12,675,509 af. The last time the combined total live storage in Lake Powell and Lake Mead was this small was May 23, 1957, during construction of Glen Canyon Dam when the entire amount of 12,668,000 af was stored in Lake Mead.

Presentation Note Of The Manual "Elements Of Mathematics And Statistics For Economists", Fouzi Mourji

Revue Marocaine de Droit, d'Economie et de Gestion (Moroccan Journal of Law, Economics and Management)

This paper presents a two-volume textbook on mathematics and statistics for economics students. The authors, Fouzi Mourji and Najib Mikou, emphasize that the introduction of quantitative methods in economics is a recent but irreversible phenomenon, noting that major theoretical advances in economics have often followed mathematical breakthroughs. The manual is designed to complement lectures and tutorials, helping students master basic concepts in economics curricula and understand their practical applications for economic decision-making. The presentation highlights the importance of mathematical tools for understanding economic mechanisms and rationalizing decision-making processes, while acknowledging the manual's imperfections.

Signal And Substance: Why Methodological Sophistication Fails To Guarantee Inference, Aamir Rashid, Rizwana Rasheed

Publications and Research

Despite increasing analytical sophistication, empirical research in organization studies continues to suffer from fragile inference, uneven theoretical accumulation, and contested credibility. This paper seeks to explain why these problems persist by shifting attention from authors’ methodological choices to the evaluative dynamics of peer review. Adopting a conceptual and theory-analytic approach, the paper theorizes peer review as an inferential gatekeeping system. Drawing on research design, theory evaluation, and philosophy-of-science literatures, this study develops an analytical framework to examine how evaluative routines shape what constitutes empirical rigor during the review process. The analysis identifies five recurring reviewer blind spots: inferential scope inflation, …

Public Administration 2.0: How Artificial Intelligence And Digitalization Are Reinventing Public Services, Raja Temnati

Revue Marocaine de Droit, d'Economie et de Gestion (Moroccan Journal of Law, Economics and Management)

The rapid advancement of digital technologies and Artificial Intelligence (AI) is profoundly transforming public administrations, offering unprecedented opportunities to enhance the management, efficiency, and transparency of public services. AI enables the automation of administrative processes, the personalization of public services, and improved access to government resources for citizens. However, this digital transformation also presents significant challenges, particularly in terms of data security, infrastructure management, and digital inclusion. This article draws on case studies conducted in Niger, Quebec, Morocco, France, and Algeria, revealing contrasting outcomes. In some contexts, digitalization has improved access to public services, reduced administrative processing times, and strengthened …

When Brand Image Stabilizes Uncertainty: Towards Digital And Inclusive Strategies Based On Artificial Intelligence, Rhita Serir, Raja Temnati

Revue Marocaine de Droit, d'Economie et de Gestion (Moroccan Journal of Law, Economics and Management)

In a context of profound transformation, contemporary marketing is evolving rapidly under the combined influence of digital transformation, artificial intelligence and Generation Z, whose behaviours are redefining consumption and communication norms. At the same time, the COVID-19 pandemic, global recession and market instability have increased the complexity and uncertainty faced by businesses. Strategic decision-making is becoming increasingly complex as technological tools multiply and consumer expectations diversify. Brand managers must therefore maintain coherence, relevance and credibility in unstable environments. Digital marketing emerges as a key strategic lever: integrating digital tools and artificial intelligence into communication and positioning strategies can improve audience …

Insurgent Until Proven Innocent: Land, Power, And The Right To Defend Rights, Kelsey Jost-Creegan

Michigan Journal of International Law

As the climate crisis intensifies, advocates worldwide have stood up to defend their communities, territories, and environment. In response, they have faced violent retaliation. This repression persists despite evolving international, regional, and national-level legal frameworks around the “right to defend rights” and the “right to protection.” This article begins by providing a comprehensive overview of this evolving legal landscape. Against this backdrop, the article examines the tactics and architectures of violence used to repress land and environmental defenders through the lens of counterinsurgency theory.

The article proposes a typology of counterinsurgent violence including: surveillance; stigmatization; criminalization; arbitrary detention; infiltration; cooptation; …

Litigating The Youth Mental Health Crisis: Mechanisms To Regulate Addictive Social Media Design, Talia Elliott

Washington and Lee Law Review

While social media offers real benefits to users, such as providing access to information and facilitating the free exchange of ideas, excessive social media use is associated with increases in anxiety, depression, and other serious mental-health harms. Social media platforms are designed to maximize profit by capturing user attention, resulting in interfaces that are dangerously addictive and prone to exposing users to harmful content. Currently, social media users alone bear the burden of navigating the dangers of social media. This is untenable. Young users, whose less developed brains leave them more vulnerable to addictive design features, find self-regulation especially challenging. …

There Is No Free Benchmark: An Institutional View Of Legal Ai Benchmarking, Neel Guha, Andy K. Zhang, Christine Tsang, Christopher D. Manning, Julian Nyarko, Daniel E. Ho

Faculty Scholarship

Despite substantial excitement around the use of AI in law, little information exists on the performance and associated risks of the domain’s widely marketed tools. Recent work, for instance, has demonstrated the significant potential for “hallucinations” — wherein models make up facts, law, and precedent — leading Chief Justice Roberts to spotlight this risk in his annual report on the judiciary. We argue that there is a need for public AI benchmarking in law. First, relative to other AI application domains, the legal AI ecosystem lacks legibility — there is little information about the design and performance of many commercial …

Operational Agency: A Permeable Legal Fiction For Tracing Culpability In Ai Systems, Anirban Mukherjee, Hannah H. Chang

Research Collection Lee Kong Chian School Of Business

Modern artificial intelligence (AI) systems act with a high degree of independence yet lack legal personhood—a paradox that fractures doctrines grounded in human-centric notions of mens rea and actus reus. This Article introduces Operational Agency (OA)—a permeable legal fiction structured as an ex post evidentiary framework—and Operational Agency Graph (OAG)—a tool for mapping causal interactions among human actors, organizations, and AI systems. OA evaluates an AI’s observable operational characteristics: its goal-directedness (as a proxy for intent), predictive processing (as a proxy for foresight), and safety architecture (as a proxy for standard of care). OAG operationalizes that analysis by embedding these …

Co-Matching: Towards Human–Model Collaborative Legal Case Matching, Chen Huang, Xinwei Yang, Yang Deng, Wenqiang Lei, Jiancheng Lv, Tat-Seng Chua

Research Collection School Of Computing and Information Systems

Recent efforts have aimed to improve AI models in legal case matching by integrating legal domain knowledge. However, successful legal case matching requires the tacit knowledge of legal practitioners, which is difficult to verbalize and encode into models. This emphasizes the crucial role of involving legal practitioners in high-stakes legal case matching. To address this, we propose a collaborative matching framework called Co-Matching, which encourages both the model and the legal practitioner to participate in the matching process, integrating tacit knowledge. Unlike existing methods that rely solely on the model, Co-Matching allows both the legal practitioner and the model to …

Reports Of Legal Writing’S Death Are Greatly Exaggerated: Why Generative Ai Will Not Kill The Craft, Jayne T. Woods

Journal of Dispute Resolution

In preparing for this essay, I typed the phrase “legal writing is” into Google to see how common searches finished the thought. The only completed thought to appear was “legal writing is hard.” Amen. Legal writing is an amalgamation of logical reasoning, cognitive psychology, classical rhetoric, legal terminology, legal citation, and proper grammar and style, all of which must result in a product accessible to readers of all education levels. When generative AI arrived, producing cogent, plausible legal prose in seconds, it led many to believe that writing, generally, and legal writing, specifically, had reached the end of days.

Teachers’ Awareness Of Family Engagement In Multilingual Education, Sedighe Zamani Roodsari

Journal of Multicultural Affairs

This study investigated public school teachers’ awareness of family engagement as a linguistic and cultural resource for multilingual students. Multilinguals are typically described as individuals who can communicate in more than one language, with English not being their native language, and their linguistic choices are influenced by societal norms and systems (Šifrar Kalan et al., 2024; Wei, 2008). Preparing pre-service teachers to enhance opportunities for multilingual students remains a critical need in teacher education programs, as they strive to move beyond monolingual ideologies in their teaching practices (Cárdenas Curiel et al., 2024; Kim & Choi, 2020; Williams & Ewing, 2019). …

The Soil Crisis In Modern Food Systems: Rethinking Agricultural Land Use, Antonia Moure Richard

Journal of Food Law & Policy

Feeding a larger world while preserving the resource that makes agriculture possible—soil—poses a governance problem. By 2050, food systems must support 9.8 billion people even as prevailing practices continue to degrade soils that are non-renewable on human timescales. Technological fixes (e.g., vertical farming, hydroponics) may complement production, but they cannot substitute for soil at scale. The question that follows is simple: are current uses of soil compatible with the future needs of food systems? This article argues that without a shift in governance, short-run productivity gains are achieved by drawing down the soil asset, thereby undermining long-run food security and …

Algorithmic Tax Ownership Young Ran (Christine) Kim &, Young Ran (Christine) Kim, Dmitry Erokhin

BYU Law Review

Tax ownership is a crucial concept for determining tax liabilities, compliance, and enforcement. However, neither the courts nor the IRS has provided clear guidance on how to analyze it. Since the Supreme Court first outlined a twenty-six-factor test for determining tax ownership in Frank Lyon Co. v. United States in 1978, this multifactor test has remained largely unchanged, and there has been no further guidance from the courts or the IRS to this day. Even tests with shorter lists of factors only add to the confusion regarding compliance and enforcement, as there is no clarity on which factors are most …

The Colorado River Water Supply Crisis In A Few Graphs: Part 1, Jack Schmidt, Anne Castle, Eric Kuhn, Kathryn Sorensen, Katherine Tara

The Traveling Wilburys of the Colorado River

In 2026 and for only the third time in the 21st century, there was no accumulation, and no recovery, of total Basin live storage6 during the snowmelt season. Nor was there any accumulation or recovery of total live storage in Lake Powell and Lake Mead during the 2026 snowmelt season. Total Basin live storage (hereafter, total Basin storage) is all the water available in the Colorado River Basin’s reservoir “savings account” and stored in reservoirs within the watershed.7 On June 1, total Basin storage was 22.94 million acre feet (maf), only 1.62 maf above the previous minimum of March 20238 …

Rebuilding The Foundation: A Discussion On Affirmative Action And Its Role In Improving Our Education System, Jacinda Thermidor

Journal of Civil Rights and Economic Development

(Excerpt)

For a long time, affirmative action policies have been fixated on race and gender. Justifiably so, since both define historically marginalized groups that still need explicit federal protections to ensure that people in these groups move through economic and educational spaces effectively and safely. Legislators have attempted to meet this need for protection by explicitly naming race and gender as protected classes in anti-discrimination laws. However, legislators have overlooked a factor that not only is the underlying issue behind inequities in education but can help achieve the goals that Supreme Court Justices and legislators had in mind—this factor is …

Digital Bodily Autonomy: Consent Issues, Labor Displacement, And Legal Understandings Of Ai Generated Deepfake Pornography, Mariah Barrett

Undergraduate Theses, Capstones, and Recitals

In the United States, nonconsensual pornographic deepfakes are becoming an increasingly prevalent problem as AI deepfake creation software improves and becomes widely available. Despite this, patchwork legislation across the country is inconsistent and conflicting regarding this issue. In this paper, I explore the background of pornography and obscenity laws and demonstrate how these frameworks are not properly constructed to apply to the digital sphere. Then, I address major themes within deepfake literature such as consent issues, bodily autonomy, labor displacement, and verifiable identity as a commodity through the case study of OnlyFans. I explore current and proposed legislation within the …

The Standard Deviation, R. Canevet

Revue Marocaine de Droit, d'Economie et de Gestion (Moroccan Journal of Law, Economics and Management)

This article provides a didactic explanation of the standard deviation and its statistical foundations. It clarifies the relationship between variance and dispersion, illustrates the interpretation of the standard deviation, and discusses its usefulness for teaching and applying quantitative methods.

Scaffolding Minimum Age Thresholds, Eve Rips

Tulsa Law Review

No abstract provided.