Digital Commons Network^™

Foreword, Mark D. Janis, Jennifer D. Oliva, Alivia D. Benedict

Indiana Law Journal

In this issue we are delighted to present papers from the symposium “Law and Technology at the Crossroads: A Centennial Summit,” held in Bloomington in November 2024. The symposium originated from the collaborative efforts of the Indiana University Maurer School of Law’s law and technology faculty and the Indiana Law Journal’s editorial board, notably 2023–2024 Editor-in-Chief John Vastag and 2024–2025 Executive Articles & Symposium Editor Paige Wynkoop. The Maurer School of Law’s Center for Intellectual Property Research provided funding, as did Indiana University through its Research Conference Grant Program. Indiana University’s Ostrom Workshop and the Luddy School of Informatics, Computing, …

Multiplicity As An Ai Governance Principle, Michal Shur-Ofry

Indiana Law Journal

As AI becomes increasingly embedded in our daily lives, this Article explores one of its critical, yet overlooked, societal implications: the propensity of large language models (LLMs) to generate mainstream, standardized content, potentially narrowing their users’ worldviews.

Taking a close look at the technological underpinnings of LLMs, the analysis suggests that—due to the combination of human judgments, training datasets, and inherent features of the underlying technological paradigm—LLMs’ outputs are likely to be geared toward the popular and to project to their users concentrated, mainstream worldviews, sidelining a broader spectrum of perspectives. This Article explores the asymmetrical power relations between LLMs …

Unpacking Open Source Bio, Jorge L. Contreras

Indiana Law Journal

For at least a quarter of a century, life science researchers around the world have undertaken initiatives loosely based on principles, goals, and institutional structures derived from the open source software (OSS) movement—approaches that I term “open source bio.” Yet open source bio lacks a clear definition and set of guiding principles. Given public calls for greater openness in life science research, it is useful to understand how open source bio projects have fared over the past quarter century: how they were structured, what they hoped to achieve, and, as social and policy experiments, whether or not they were successful. …

On Software Bugs And Legal Bugs: Product Liability In The Age Of Code, Asaf Lubin

Indiana Law Journal

Despite software’s ubiquity in modern life, its classification within product liability law remains unsettled. Is software a product, a service, a good, a component, a medium, a force, or something else altogether? Under the Restatement (Third) of Torts, a product is defined as a “tangible personal property distributed commercially for use or consumption.” But has this definition been embraced by states? And how has it been applied in the courts, since its adoption some twenty-six years ago?

Through a fifty-state survey and the canvassing of all relevant case law, this Essay reveals widespread doctrinal inconsistencies within the common law. Some …

Defragging Ownership: How Corporations Sliced, Diced, And Sold The Bundle, Joao Marinotti

Indiana Law Journal

Personal property ownership is in a precarious state, facing structural, economic, and legal assaults. As a result, the autonomy, security, and privacy that ownership once protected have been displaced by a tenuous reliance on opaque contractual arrangements and corporate goodwill. Owners no longer enjoy the unfettered right to access, use, and control their personal property. Through a range of seemingly unrelated business practices, companies have leveraged their growing power to disaggregate the property bundle into compartmentalized rights and privileges, which can then be individually licensed, leased, restricted, or even revoked. Purchases no longer mark the end of buyer-seller relationships; instead, …

Efficient Blending Of Large Language Models, Sandeep Chatterjee

Master’s Dissertations

Due to the limited capabilities of single Large Language Models (LLMs), multiple LLMs can be employed in tandem for better reliability of answers. Blending refers to combining the strengths of various LLMs to make use of their complementary capabilities for generating high-quality responses. It is a non-trivial problem, and the task becomes even more difficult when aiming for minimal latency and supervising the blending components. The standard framework, LLM- Blender, approaches this in three stages: response generation, candidate selection via ranking, and response fusion through summarization. However, this pipeline faces two critical limita- tions—high latency due to repeated ranking steps, …

Word Level Attack For Text Ranking, Tanmay Karmakar

Master’s Dissertations

Neural Ranking Models (NRMs) have become state-of-the-art in information retrieval, demonstrating remarkable effectiveness across various search and ranking tasks. However, their increasing deployment in real-world systems raises critical concerns about their robustness and susceptibility to adversarial attacks. This project investigates the fragility of modern NRMs by proposing and evaluating a document perturbation method based on targeted, single-word perturbation. Our approach strategically identifies an influential word depending on the query to be substituted or added in the document. We have done experiments on benchmark datasets to assess the impact of these minimal perturbations on ranking performance. Our findings reveal that even …

Antimicrobial Activity In Auxin-Induced Formation Of In Vitro Culture- Derived Aloe Vera Roots, Eufrocinio Marfori, Bernadette Rapiz

The Philippine Agricultural Scientist

Aloe vera is a perennial, succulent plant which has been used in folk medicine for wound-healing, as its roots have been reported to exhibit remarkable antimicrobial properties. However, collecting the roots is detrimental to plant growth and development. Hence, an alternative system of producing A. vera roots must be developed. Tissue culture is a potential tool to obtain A. vera root biomass, which can serve as raw materials for the large-scale production of antimicrobial compounds. In this study, individual shoots taken from the multiple shoot culture of A. vera were induced to form roots in MS medium supplemented with 1 …

Eeri 2024: Seattle Solstice, Elizabeth P. Splees

Architectural Engineering

This senior project documents the design, analysis, construction, and testing of Seattle Solstice, Cal Poly San Luis Obispo’s entry to the 2024 EERI Seismic Design Competition. Developed through ARCE 453, the interdisciplinary effort involved architectural, structural, and geotechnical coordination in response to a fictional client brief set in downtown Seattle. The team designed a five-foot-tall balsa wood tower with a shifting vertical massing, integrating sustainability features and public use spaces while addressing seismic challenges such as center of mass vs. rigidity alignment, overturning risk, and off-grid load paths. The structure was modeled using ETABS and evaluated using both numerical …

Prepare Lora Physical Layer For Testing In Low Earth Orbit On A Cubesat, Sammy Brunton

Electrical Engineering

This project is a collaboration with OWL Integrations, a company that specializes in adaptable, low-cost communication systems. OWL has developed a board specifically designed for space applications called the Space Quacker Advanced Development (SQuAD), which is an adaptation of their existing board called the Quaker Advanced Development (QUAD).

This project focuses on testing the existing SQuAD board design to make sure that it is flight-ready for deployment on Cal Poly CubeSat’s satellite, SAL-E. To achieve this, the project must ensure compatibility with Low Earth Orbit (LEO) conditions by testing the integrated high-power long-range (LoRa) receiver and enhanced hardware to meet …

2024 – 2025 Cal Poly Wind Power Ac-Dc Rectification Subsystem For Collegiate Wind Competition 2025, Ryan Rayos, Annabella Piercey, Alex Liu

Electrical Engineering

This project focuses on the design and development of a bidirectional AC-DC rectification subsystem for a wind energy conversion system (WECS), tailored for the 2025 Collegiate Wind Competition. The subsystem is defined by its core inputs and outputs where it receives AC power from the wind turbine generator and delivers stable DC power to auxiliary electronics and variable loads. Conversely, the system can also accept DC power, such as from wall power, and output AC power to drive the permanent magnet synchronous machine (PMSM) as a motor, overcoming cogging torque and initiating turbine blade rotation. This bidirectional functionality is enabled …

Expeditionary Ocean Power Generator, Ethan Gossard, Julian Steele, Alex Gray, Hunter Herring-Alderete

Electrical Engineering

Point Absorber Wave Energy Converters are currently being explored as a new form of energy harvesting. The Naval Facilities' Expeditionary Ocean Warfare Center (NAVFAC EXWC) has commissioned an interdisciplinary project for students at California Polytechnic State University, San Luis Obispo, to design a prototype Expeditionary Ocean Power Generator (ExOPG) for charging batteries in the ocean.

The Mechanical Engineering team is responsible for assembling the prototype chassis, which converts the vertical bobbing motion of a buoy into kinetic rotational energy that can be used to rotate a generator shaft. They are additionally tasked with isolating the electrical components from the harsh …

Utilizing Maxillofacial Injury Severity Score (Mfiss) In Postmortem Head Gunshot Imaging For Surgical Planning And Preventative Treatment Assessment, Kamryn Johnston

PCOM Biomedical Studies Student Scholarship

Gunshot injuries to the head present a complex challenge in both clinical and forensic contexts. This study uses the Maxillofacial Injury Severity Score (MFISS) – a system used by surgeons to assess traumatic head injuries on a 0 – 4 scale– to evaluate postmortem imaging. By applying the MFISS to postmortem cases, this research aims to reverse engineer trauma manifestation to explain initial ballistic injury in head gunshot (GSWH) victims to be translated into current clinical practice, particularly reconstructive surgery and preventative care. This study hypothesizes that applying the MFISS to postmortem head gunshot imaging will provide valuable data for …

Targeting Nmdar Signaling In Retinopathy Of Prematurity: A Novel Antibody-Based Strategy, Sanjana Chekuri

PCOM Biomedical Studies Student Scholarship

Retinopathy of Prematurity (ROP) is a leading cause of vision loss in premature infants, caused by high-oxygen therapy exposure postnatally for lung development. During this period, vascular endothelial growth factor (VEGF) expression is suppressed, inhibiting normal blood vessel growth. When premature infants transition back to a normal-oxygen environment, the metabolic demands of the retina exceed oxygen availability, inducing a state of relative hypoxia. This hypoxia triggers the upregulation of hypoxia-inducible factor 1-alpha (HIF-1α), which in turn drives the overexpression of VEGF and erythropoietin (EPO), leading to pathological neovascularization. N-Methyl-D-Aspartate Receptor (NMDAR) is a highly expressed excitatory receptor in the brain …

All-American Crime: Reflections On Welcome The Wretched By César Cuauhtémoc García Hernández, Kit Johnson

University of Arkansas at Little Rock Law Review

In his 2024 book, Welcome the Wretched, Professor César Cuauhtémoc García Hernández questions why it is that non-citizens who have committed crimes are slated for removal from this country. After all, he notes, “Migrants don’t bring crime here. It’s already here. It always has been and always will be.”

We may not readily admit it, but crime in the United States is truly All-American. Section I of this Essay tries to shed light on the widespread nature of criminality in the United States by recounting my own crimes and those of family and friends, with the goal of pushing the …

Aurela App Mockup – Discreet Drug Detection Wearable, Piper Ferch

Graphic Communication

Aurela is a discreet drug detection technology jewelry brand, and the wearable will connect to the app to tell users if their drink is safe when they test it with the jewelry. Drug-facilitated sexual assault is a deep rooted societal issue, and Aurela works to empower customer’s control of their safety. The brand was created by my beach volleyball teammate Addie Bounds, and my project aims to show how the app would provide fast, accessible information to users, in an easy-to-read and streamlined format. It will include a map feature, that displays ratings of local businesses, likely bars, given by …

New Tsg Processes: Improving Workflow Efficiency Through Desktop Ux/Ui Design, Evelyn Guzman Ramos

Graphic Communication

This senior project is focused on improving the equipment handling processes for the Technical Service Group (TSG) in the Electrical Engineering Department at Cal Poly through the design and development of a user-friendly desktop application. The goal is to create an intuitive and efficient interface tailored to the needs of student staff and faculty, reducing the time and complexity associated with current manual and outdated systems. The design will prioritize usability, accessibility, and task efficiency, key pillars in User Experience (UX) and User Interface (UI) design for desktop environments (Nielsen & Budiu, 2012). This user-centered approach emphasizes desktop-specific interaction patterns …

Abuse Of Power In The Workplace: The New Gender Discrimination Claims, June Carbone, Nancy Levit, Naomi Cahn

University of the Pacific Law Review

No abstract provided.

Exploring Persistence And Retention At Jmu, Paul E. Mabrey Iii

Student Success Analytics

Student Success Stories presentation Exploring Persistence and Retention at JMU.

Moving Slow And Fixing Things, Scott Shackelford, Janine Hiller, Christos Makridis, Iain Nash, Kathryn Kisska-Schulze, Hannibal Travis

Indiana Law Journal

Silicon Valley, and the U.S. tech sector more broadly, have changed the world in part by embracing a “move fast and break things” mentality popularized by Mark Zuckerberg. While it is true that the tech sector has attempted to break with such a reactive and flippant response to security concerns, including at Microsoft itself through its Security Development Lifecycle, cyberattacks continue at an alarming rate. As a result, there are growing calls from regulators around the world to change the risk equation. An example is the 2023 U.S. National Cybersecurity Strategy, which argues that “[w]e must hold the stewards of …

Dark Patterns As Disloyal Design, Johanna Gunawan, Woodrow Hartzog, Neil Richards, David Choffnes, Christo Wilson

Indiana Law Journal

Lawmakers have started to regulate “dark patterns,” understood to be design practices meant to influence technology users’ decisions through manipulative or deceptive means. Most agree that dark patterns are undesirable, but open questions remain as to which design choices should be subjected to scrutiny, much less the best way to regulate them.

In this Article, we propose adapting the concept of dark patterns to better fit legal frameworks. Critics allege that the legal conceptualizations of dark patterns are overbroad, impractical, and counterproductive. We argue that law and policy conceptualizations of dark patterns suffer from three deficiencies: First, dark patterns lack …

The Mirage Of Artificial Intelligence Terms Of Use Restrictions, Peter Henderson, Mark A. Lemley

Indiana Law Journal

Artificial intelligence (AI) model creators commonly attach restrictive terms of use to both their models and their outputs. These terms typically prohibit activities ranging from creating competing AI models to spreading disinformation. Often taken at face value, these terms are positioned by companies as key enforceable tools for preventing misuse, particularly in policy dialogs. The California AI Transparency Act even codifies this approach, mandating certain responsible use terms to accompany models.

But are these terms truly meaningful, or merely a mirage? There are myriad examples where these broad terms are regularly and repeatedly violated. Yet except for some account suspensions …

The Overstated Cost Of Ai Fairness In Criminal Justice, Ignacio Cofone, Warut Khern-Am-Nuai

Indiana Law Journal

The dominant critique of algorithmic fairness in AI decision-making, particularly in criminal justice, is that increasing fairness reduces the accuracy of predictions, thereby imposing a cost on society. This Article challenges that assumption by empirically analyzing the COMPAS algorithm, a widely used and widely discussed risk assessment tool in the U.S. criminal justice system.

This Article makes two contributions. First, it demonstrates that widely used AI models do more than replicate existing biases—they exacerbate them. Using causal inference methods, we show that racial bias is not only present in the COMPAS dataset but also worsened by AI models such as …

Using Industry-Level Characteristics To Assess The Degree To Which Interventions Engage An Employee Population, Haley C. Trust, Brett Amazon, Anthony Puline, Evan Sassenberger, Kristin Horan

The Kennesaw Journal of Undergraduate Research

Participation is an essential component in workplace health and safety programs or interventions. While those who conduct interventions often report participation rates among the overall organization, it could be useful to compare participants to industry statistics, given that health and safety risks can diverge widely among industries. Research students from Kennesaw State University analyzed a sample of published papers that focus on occupational health psychology interventions. This narrative review analyzed existing studies to look for similarities or dissimilarities between a sample of intervention participants and employees of their industry as a whole. The students considered demographic, socioeconomic, job-related, and health-related …

Nebline, June/July 2025

NEBLINE Newsletter Archive from Nebraska Extension in Lancaster County

4-H embryology will crack 50 years of chicks hatching in local classrooms, Vicki Jedlicka

Simple ways to eat more fruits and veggies every day, Alyssa Havlovic

Recipe of the month: Crunchy veggie wraps

Annual flowers for sunny locations, Mary Jane Frogge

Garden guide: Things to do this month, Mary Jane Frogge

2025 Gro Big Red

It’s time for private well maintenance, Becky Schuerman

Monitoring pastures for improving management and productivity, John Nelson

Why play is your child's most important work, Hayley Jackson Perez

Keep an eye out for some common caterpillars, Kait Chapman

Lancaster County Super Fair

Upcoming babysitting trainings …

Integrating Universal Generative Ai Platforms In Educational Labs To Foster Critical Thinking And Digital Literacy, Vasiliy S. Znamenskiy, Joel Hernandez, Rafael Niyazov

Publications and Research

This study investigates the educational potential of generative artificial intelligence (GenAI) platforms based on large language models (LLMs), such as ChatGPT, Claude, and Gemini, as tools for studentcentred learning. Recognizing the current limitations of GenAI, particularly its propensity for generating inaccurate or misleading information—the paper proposes a novel instructional strategy: an interdisciplinary laboratory designed to foster critical evaluation of GenAI-generated outputs. In this pedagogical model, students engage with GenAI systems by posing questions or solving problems drawn from topics they have already studied and understand. Equipped with correct answers, students are positioned to assess the accuracy and relevance of AI-generated …

Evaluating Student Driver Knowledge And Behaviors Through A University Driver Education Safety Refresher Program, Jason Jackman, Audrey Everett, Kayleigh Murray, Leomar White

CUTR Internal Grant Research Program

This pilot program utilized an online survey to identify driver behaviors among students, faculty, and staff on the University of South Florida (USF) Tampa campus. Adopting a social marketing approach, the program focused on identifying and addressing driver safety issues and behaviors. The research aimed to develop recommendations for creating a safer driving environment at USF by updating driver safety information for students and raising awareness about safety across all campus transportation modes.

As part of this initiative, the USF Student Government (SG) partnered with the Center for Urban Transportation Research (CUTR) to pilot a new student transportation officer position …

Quantifying Harmful Trunk Postures: Inertial Sensor Analysis Of Trunk Angle To Support Low Back Pain Prevention, Elsa E. Bates

Master's Theses

Low back pain is a highly prevalent condition worldwide, impacting up to 80% of individuals at least once in their lifetime. A critical gap in current prevention strategies is the lack of tools to accurately measure trunk posture and movement in real-world environments. Accurate identification of biomechanical risk requires information about movement intensity, duration, and frequency, yet traditional assessment methods rely on self-reporting or visual observation, which are time-consuming and prone to error. To address this gap, a wearable monitoring method, consisting of two Inertial Measurement Units, was designed to quantify risk exposure to the spine by measuring angular position …

Facilitating Culturally Affirming Experiences For Pacific Islander Stem Students Through An Apprentice Model For Undergraduate Research, Tobias Irish, Joseph Genz, Monique Storie

Pacific Studies

No abstract provided.

Letter To The Philippine Economic Team "At A Crossroads: Progress Or More Of The Same (Mots)?", Jesus Felipe, Mariel Monica Sauler, Gerardo L. Largoza, Susan Kurdli, Alellie Sobrevinas, Christopher James Cabuay

Angelo King Institute for Economic and Business Studies (AKI)

No abstract provided.