Digital Commons Network^™

A Proposed Tort To Address The Negligent Enablement Of Cloud Data Breaches, Michael L. Rustad

American University Business Law Review

[INTRODUCTION] The term “cloud computing” means the remote storage of software applications, tools, and data accessed through the internet. Cloud customers enter into subscription agreements with providers who give 24/7, on-demand, as-needed access to software, storage, and networking services owned and managed by providers through a web browser. “Many businesses are transitioning to the cloud for data storage, remote work, and collaboration.” Cloud providers operate their software as a software-as-a-service (“SaaS”) model, under which customers pay a subscription fee to access the software. Netflix and Amazon Prime Video are examples of subscription services that deliver television programs and videos through …

Machine Learning Prediction Of Federal Appellate Court Outcomes: A Multi-Circuit Analysis With Administrative Law Implications, Nicky Nuertey Apenahier

Dissertations and Theses

Federal appellate courts are the final arbiters in many cases, yet systematic machine learning analysis across all twelve circuits remains largely absent from the computational law literature. With courts of appeals deciding tens of thousands of cases annually and the Supreme Court reviewing only a fraction, understanding what predicts reversal outcomes has both theoretical importance and practical consequences for litigants, attorneys, and judicial administrators. This study addresses that gap using eleven years of federal appellate decisions from the Federal Judicial Center’s Integrated Database. A systematic comparison of twenty-five machine learning models, spanning five algorithms and five class-imbalance correction strategies, identifies …

Generative Ai And The Purpose Of Legal Scholarship, Michael L. Smith

Faculty Articles

What does generative artificial intelligence mean for the future of legal scholarship? The topic has been the talk of the town around academic watercoolers. Some legal scholars have tried their hand at producing legal scholarship using generative Al. The accompanying commentary is varied, but advocates for the technology suggest that generative Al may become a common tool for legal scholars, leaving those who refuse to adapt at a severe disadvantage.

In this article, I contemplate a world in which legal scholars routinely use generative Al to produce academic writing. I argue that an instrumental view of legal scholarship's value-a view …

Michael Scott Is Not A Juror: The Limits Of Ai In Simulating Human Judgment, Sean Harrington, Hayley Stillwell

Faculty Articles

Can AI replace human jurors? More specifically, can large language models predict how jurors interpret evidence and reach decisions based on legally salient facts and demographic characteristics? As legal scholars and practitioners increasingly explore AI-generated jury simulations, this Article offers the first empirical test of whether models like GPT-4, Claude, and Gemini can faithfully replicate juror reasoning. The answer, for now, is no. Across a series of mock trial scenarios involving redacted confessions, GPT- 4, Claude, and Gemini repeatedly failed to replicate how real jurors interpret evidence or exercise judgment. Their errors were not random, but systematic. Hidden prompts, built-in …

Decluttering The Orbital Commons: A Proposal For The Regulation Of Privately Created Space Debris, Rose W. Cobey

Journal of Air Law and Commerce

Space is one of the only resources shared by every person in every country at all times. The problem of space debris is therefore one that affects everyone living on our planet. Scientists and politicians have warned about crowding, collisions, and murky liability for decades, and each of these issues will only worsen without intervention. Space debris has caused damage on Earth since the Space Race, and it now endangers people and property in orbit. We are at an ever-increasing risk of building a wall around our planet and locking ourselves inside. In the last ten years, a new wrinkle …

Fluid Agency In Ai Systems: A Case For Functional Equivalence In Copyright, Patent, And Tort, Anirban Mukherjee, Hannah H. Chang

Research Collection Lee Kong Chian School Of Business

Modern Artificial Intelligence (AI) systems exhibit fluid agency in multi-step workflows: lacking human-like consciousness or culpability, yet they display behavior that is (i) stochastic (probabilistic and path‑dependent), (ii) dynamic (co‑evolving with user interaction), and (iii) adaptive (able to reorient across contexts). These properties generate valuable outputs but collapse attribution, irreducibly entangling human and machine inputs. Doctrines that assume traceable provenance—authorship, inventorship, and liability—fracture under this unmappability, yielding ownership gaps and moral “crumple zones.”This Article argues that only functional equivalence stabilizes doctrine under unmappability: Where provenance is indeterminate, legal frameworks should treat human and AI contributions as equivalent for allocating rights …

The Effectiveness Of Training On The Use Of Project-Based Learning Methods In Developing The Teaching Skills Of Middle School Science Teachers, Essa Dakheel Alrehaly

University of Tabuk Journal for Humanities and Social Sciences

The current research aimed to measure the effectiveness of training on using project-based learning methods in developing teaching skills among intermediate science teachers. To verify the research hypotheses, a cognitive test and an observation card were used. The experimental treatment materials included the training program in light of project-based learning methods to develop teaching skills among intermediate science teachers. The current research used the experimental method with a quasi-experimental design based on a single-group design with a pre-post application to determine the effect of an independent variable on a dependent variable. The research sample consisted of an experimental group of …

Forget Me Not? Machine Unlearning’S Implications For Privacy Law, Jevan Hutson, Cedric Whitney, Jay T. Conrad

Articles

Generative AI systems are increasingly relied on and are already actively reshaping how we think about privacy and data protection law. Models ingest and process vast amounts of personal and sensitive data, challenging assurances of compliance with legal frameworks like the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) with increasing intensity. Machine unlearning is an emerging tool in practitioners’ attempts to address these challenges: the act of selectively removing or suppressing specific data, such as personal data that a data subject requests be deleted, from AI models as means of complying with legal obligations or …

Optimization Of The Cmc Algorithm, Christopher Joseph Moner

Graduate Theses, Dissertations, and Problem Reports (ETD)

Cartridge cases recovered from discharged firearms contain tool marks produced by the internal mechanisms of said firearm. Firearm and tool mark examiners com pare these marks to determine whether two cartridge cases originated from the same firearm. Traditional comparison methods have been criticized for their subjective nature and reliance on examiner interpretation rather than objective decision thresholds. The Congruent Matching Cells (CMC) algorithm was developed as a quantitative, objective method for tool mark comparison. CMC is a surface topography correlation algorithm that partitions a tool mark into small regions, or cells, and evaluates their similarity using the areal cross-correlation function …

Confession Contamination And Dna Exonerations, 1989-2025, Brandon L. Garrett

Faculty Scholarship

No abstract provided.

Ai Tips And Traps, Patrick Barry

Books

Based on a series of popular courses and workshops that Professor Patrick Barry has created for students, professionals, and anyone else interested in taking a skills-based approach to artificial intelligence, this book gives you a chance to engage with important AI concepts, experiment with exploratory AI exercises, and then ultimately develop your own customized list of AI traps to try as well as AI traps to avoid.

The Lawyer Of The Future: Ethics And Identity In The Age Of Ai, David Yosifon, Michael Santoro, Isaac Nikssarian

American University Law Review

The dawn of artificial intelligence (AI) poses a fundamental challenge to the legal profession’s practical function and social identity. We argue that this challenge should be met as an opportunity to reclaim the profession’s core ethical intentions. We approach the emergence of AI as an occasion to define and safeguard what is irreducibly human in legal work. We ground our approach in the ethical imperatives set out in the American Bar Association’s Model Rules of Professional Conduct, while extending them into an invigorated framework for the AI era.

We survey the uses and ethical challenges associated with cutting-edge deployment of …

Tyranny Of A Feather: Asymmetry In Civil Burdens Of Proof, Thomas O. Main

American University Law Review

Civil litigation suffers from a paradox that is at once self-evident, unfair, and overlooked: the trial process promises equality between plaintiffs and defendants under the preponderance-of-the-evidence standard, even as the pretrial process is skewed dramatically in defendants’ favor. At trial a plaintiff needs only “50% plus a feather” to tip the scales and prevail, reflecting a commitment to equal treatment of the parties. Pretrial, however, the playing field tilts steeply: plaintiffs alone must navigate a procedural gauntlet of motions that impose pleading and production burdens for which defendants face no equivalent. This entrenched asymmetry in pretrial practice has become so …

Large Language Scholarship, Alan Rozenshtein, Kevin Frazier

FIU Law Review

Generative AI isn’t just coming for the legal academy—the era of what we call “Large Language Scholarship” is already here. Law professors are using AI to write articles in weeks rather than months. Law reviews face an unprecedented deluge of AI-polished submissions. And the judges who increasingly lean on AI to help draft their own opinions will soon struggle to distinguish genuine insight from sophisticated imitation. Yet, existing scholarship offers only fragmented responses, trapped in misguided debates about plagiarism and disclosure while missing the full scope of the unfolding transformation.

This Article provides the first comprehensive analysis of how generative …

An Incidental Standard For Medical Ai, Nicholson W. Price Ii

Articles

Medical AI is poised to make a major difference in the provision of health. It brings major challenges, though: how can developers and implementers ensure that it will work safely and effectively—especially within the context of complex and highly variable health-care systems? Standards provide one key tool, potentially providing guidelines for everything from privacy to accuracy to how AI interacts with human clinicians. This Essay considers the last of these, describing a powerful quasi-standard from a surprising source: an FDA guidance document that tells developers when certain AI systems are not considered medical devices, and are therefore not regulated by …

Against Ai Half Measures, Woodrow Hartzog, Neil Richards, Ryan Durrie, Jordan Francis

Faculty Scholarship

So far, U.S. consumer protection policy for artificial intelligence (AI) accountability has largely consisted of industry-led approaches such as encouraging transparency, mitigating bias, promoting principles of ethics, and empowering people. These approaches are vital, but they are only half measures. To bring AI within the rule of law, lawmakers must start drawing substantive lines.

In this Article, we identify four AI regulatory approaches to consumer, data, and democratic harms as half measures. First, transparency does not produce accountability on its own. Second, while mitigating bias in AI systems is critical, even unbiased systems are a threat to the vulnerable. Third, …

Bloodstain Pattern Analysis And The Gatekeeping Role Of Canadian Courts, Sara Gordon

All Faculty Publications

Despite its long history of admission throughout North America, there appears to be no published Canadian case subjecting bloodstain pattern analysis to the special scrutiny Canadian law demands for novel or contested scientific evidence. Instead, courts have admitted the evidence based largely on the training and experience of forensic examiners, taking it for granted that the field is sufficiently reliable. However, the application of the White Burgess framework reveals that there are serious and severe concerns about the underlying scientific validity of the technique which should render it generally inadmissible. At Stage One of White Burgess, bloodstain pattern analysis fails …

Crypto Exchanges In Market Regulation, Yesha Yadav

Vanderbilt Law Review

The cryptocurrency market has proven notoriously challenging to regulate despite a decade during which it has gained in economic size, sophistication, and cultural impact. Even as repeated crises have left ordinary savers wiped out, regulation has shown itself to be woefully absent as a means of mitigating risks ex ante or helping cover the cost of damage ex post. This Article looks to break this deadlock by proposing a tried-and-tested solution: It argues that regulators should task crypto exchanges with providing oversight as self-regulatory organizations of the crypto market in which they play an anchoring role. It offers three supporting …

Legal Ethics Of Ai Snake Oil: Navigating The Hype, Harm, And Hope Of Legal Ai, Drew Simshaw

Scholarly Works

This paper argues that the legal ethics of AI extend far beyond competence and hallucinations. It shows how AI often functions as a mirror, exposing deeper ethical questions about institutional incentives, lawyer wellbeing, access to justice, and AI's broader social and environmental impacts.

Gravitational Property Theory, Monika U. Ehrman

Georgia Law Review

Isaac Newton and Albert Einstein defined and redefined the field of physics. Their theoretical work on gravity is still considered a monumental discovery of their respective times. Although born centuries apart, the theory of gravity each advanced is still essential. Newton’s theory is applied on Earth and throughout much of the solar system, while Einstein’s theory is used in special environments, such as near black holes. Neither theory is discarded, but instead used where appropriate. Likewise, gravitational property theory proposes that simple property theory—the ad coelum doctrine—is still appropriate for simple property, like stationary or vertical objects. And complex property …

Penggunaan Metode Socrates Dalam Mengembangkan Pendidikan Tinggi Hukum Di Indonesia, Syarifah Lisa Andriati, Inneke Kiki Rizki, Ain Najwa Binti Mohd Malian

Jurnal Hukum & Pembangunan

The ability to think critically and have the ability as a problem solver is needed in higher education Law in Indonesia. One of the methods used is the Socratic Method. Critical thinking is one of the aspects that law students must have to improve their ability as problem solvers. This research was conducted to contribute that the application of the Socratic method is effective to be applied in the learning process of higher education in Indonesia, as well as to provide evaluation and knowledge about the challenges and obstacles that will be faced in the process of applying the Socratic …

Role-Playing Game Studies: A Transmedia Approach Por José Pablo Zagal, Y Sebastian Deterding, (Editores). (2018). [Reseña], Cristo Leon, Edgar Meritano

Journal of Roleplaying Studies and STEAM

"Role-Playing Game Studies: A Transmedia Approach," editado por José P. Zagal y Sebastian Deterding (2018b), es una recopilación exhaustiva del estado actual de la investigación sobre los juegos de rol a través de diversas disciplinas, culturas y medios. El libro traza la historia de los juegos de rol desde sus precursores en los juegos de guerra (wargames) hasta los juegos de mesa (Tabletop), el juego de rol en vivo (live-action role-play), y los juegos de rol contemporáneos de computadora y en línea. Cada capítulo ofrece perspectivas y hallazgos de disciplinas clave como …

Umwelt, Sujetos Transindividuales E Intencionalidad Compartida: Cuerpo, Significación Y Socialidad En La Construcción Del Conocimiento, Juan C. González Vidal

Journal of Roleplaying Studies and STEAM

En este trabajo abordamos, desde el punto de vista semiótico, el vínculo indisoluble que existe entre el cuerpo humano, la significación y la socialidad. Partimos del postulado de que el cuerpo es, desde el nacimiento, una entidad sintiente; luego, una vez adquirida la capacidad de generar procesos semiósicos primarios, empieza a ordenar y a clasificar los estímulos exteriores, hecho en el que se asienta el fundamento de su orientación básica en el entorno. Conforme aumentan sus competencias semiósicas, se incrementan sus capacidades perceptivas y cognitivas que, al ser afirmadas, lo llevan a alcanzar finalmente los más altos grados de socialidad. …

Editorial: Jugar, Narrar, Habitar Mundos: Cuerpos Y Ficciones En La Cultura Contemporánea, Romano Ponce Díaz

Journal of Roleplaying Studies and STEAM

En este número del Journal of Roleplaying Studies and STEAM (Vol. 4, núm. 2, Noviembre 2025- abril 2026) buscamos situarnos en ese cruce. En los artículos de investigación que aquí se exponen, se observa cómo los sistemas de juego, los universos narrativos, los performance, la mirada artística y las operaciones cognitivas intervienen en la configuración del concepto de sujeto, paisaje y comunidad. Estos artículos no son meras descripciones de objetos culturales; aquí se enuncian procedimientos metodológicos, contigencias operativas y aplicaciones eminentemente prácticas a campos de conocimientos transdisciplinarios.

Journal Of Roleplaying Studies And Steam (Jrpssteam) Vol. 4 [2025], Número 2 (Issue 2), Cristo Leon, Romano Ponce-Díaz Phd, Ivan Avila Gonzalez Phd, James Lipuma Dr., Bruce G. Bukiet, Ricardo Victoria-Uribe, Nazario Robles-Bastida, Chris Birmingham, Ximena Diaz Santillan, Edgar Francisco Vázquez Martínez He, Jorge Prieto Terrones, Juan Carlos C. González Vidal S, Edgar Meritano, Laura Magela Garcés Ramírez

Journal of Roleplaying Studies and STEAM

En una sesión de juego por medio del registro lingüístico se organiza la escena, se orienta la manera de nombrar las tareas, se distribuyen los roles actanciales, se establecen la expectativas; por lo tanto, se establece una puesta en escena. De tal forma, las prácticas lúdicas y ficcionales se configuran a partir de nuestra mirada del mundo e irremediablemente también reconfiguran esa misma mirada. El ser y el estar en un espacio es la especificidad mediática fundamental de los juegos de rol; dicho de otra manera, en los sistemas de juego de rol dentro de sus universos narrativos, en su …

Liability Rules In Medical Artificial Intelligence, Alfio Guido Grasso

Journal of Civil Law Studies

No abstract provided.

The Inconvenience Doctrine, Alexi Pfeffer-Gillett

BYU Law Review

In a nation of stark inequalities, the Roberts Court is often portrayed as siding with the wealthy and powerful. Many scholars argue that the Court has abandoned legal principles altogether and instead simply chooses winners and losers based on the conservative majority’s political agenda. Meanwhile, scholarly examinations of the legal reasoning underlying the Court’s most impactful decisions are largely confined to specific subject areas. Such compartmentalized analyses, though, overlook broader patterns in the Court’s rulings that transcend substantive legal boundaries.

This Article bridges the gap in these parallel conversations by connecting the Roberts Court’s reasoning across many legal fields with …

Standing In The Dark, Sharon Brett

BYU Law Review

Demonstrating standing for injunctive relief in § 1983 police misconduct cases is undisputedly difficult for civil rights plaintiffs. Under City of Los Angeles v. Lyons, plaintiffs seeking injunctions must present more than evidence of past misconduct; they must show a significant ongoing risk that they will experience the same misconduct again. Scholarly attention to Lyons has focused primarily on doctrinal errors in the Court’s legal analysis, and for good reason. But the case raises another important yet overlooked question: Can civil rights plaintiffs realistically demonstrate risk of future harm given (a) the limited data kept by law enforcement about their …

Enabling Unpredictability And The Perils Of Judicial Science And Math In Ohio V. Epa, Neil Taylor, Bradford Mank

University of Cincinnati Law Review

No abstract provided.

Understanding Florida's Hb 1105: What Parents Need To Know About The End Of Special Education Certificates Of Completion, Noelle Mercer, Valerie Sheehe, Joshua Wilkenson

Gator Team Child Juvenile Law Clinic

The goal of this white paper is to explain the implications of HB 1105 for students with disabilities and their families. It outlines the background of Florida’s previous graduation framework, describes the new diploma options now available, and explores both the potential benefits and challenges of this transition. Finally, it provides practical guidance for parents, including steps to take within Individualized Education Plan (IEP) meetings, questions to ask school administrators, and community resources that can assist families navigating this change.