Digital Commons Network^™

Fool's Gold: The Stibnite Gold Project, Critical Minerals, And The Public Health Perils Of Antiquated Hardrock Mining Laws, Faith Quigley

Idaho Law Review

The proposed reopening of the Stibnite Gold Mine in Idaho has been heralded as a model for the future of modern hardrock mining. This project has received national interest in light of the growing domestic demand for critical minerals essential to climate-friendly energy technologies and national security. But beneath its green branding lies a deeper legal and public health crisis. Operating under the General Mining Law of 1872—a relic of frontier-era resource exploitation—the Stibnite Gold Project exemplifies how an outdated legal framework continues to enable environmental and human harm. While policymakers tout the domestic necessity of critical minerals, the Stibnite …

Facing The Accused: The Confrontation Clause And Protecting Child Victims Of Sexual Abuse, Raquel Pearson

Idaho Law Review

The Sixth Amendment’s Confrontation Clause provides individuals the right to confront witnesses testifying against them. For decades, Idaho case law has grappled with the delicate balance between protecting victims of sexual assault and upholding defendants’ rights to cross examine their accusers. This delicate balance is further exacerbated when sexual assault cases involve minors, particularly in deciding whether victim statements implicate the Confrontation Clause. The Idaho Supreme Court considers the totality of the circumstances when evaluating whether a defendant’s right to confront a witness has been violated, but the standard for when the Clause is triggered remains unclear.

This Note seeks …

From Stigma To Statute: A Historical And Legal Comparative Analysis Of Involuntary Commitment Laws In Idaho, Jessica Cambron

Idaho Law Review

A lesser-known area of law in Idaho concerns the involuntary civil commitment process, a process by which thousands of people per year are committed to hospitals around the state. These laws, specifically in Idaho, govern the criteria which must be met for a person to be placed on an involuntary hold, detained in a hospital setting awaiting proceedings, or potentially committed.

Understanding the evolution of mental illness and the role of involuntary commitment – including successes, failures, and challenges – is essential to navigating reform. This Comment provides a brief history of mental illness, including key cultural events and cases …

Preserving Rural School Districts From The Threat Of Vouchers And Charters, Preston C. Green Iii

Idaho Law Review

School vouchers and charter schools are primed to grow at a time when public school systems are experiencing a precipitous decline in enrollment. Unfortunately, for many rural school districts, this challenging environment may endanger their very existence, to the detriment of the students and the communities they serve. To guard against this potential harm, this article calls for state legislatures to designate certain classes of rural districts as “education preserves.” This article also explains how states can create education preserves in a manner that can withstand Free Exercise Clause challenges.

Engineered For Surveillance: Public Safety, Roadway Science, And The Fourth Amendment, Trayce Hockstad, Steven Jones

Idaho Law Review

No abstract provided.

Invisible In The Storm: Disasters And The Disability Divide, Helia Hull

Idaho Law Review

“Sometimes it takes a natural disaster to reveal a social disaster.”

Transport Of Quantum Walks In Electric Fields, Yousef Mohammad Yousef Salah

Thesis/ Dissertation Defenses

This thesis presents an analysis of transport in one-dimensional discrete-time quantum walks (DTQWs) on the Hilbert space . Quantum walks serve as fundamental models of coherent quantum transport and exhibit ballistic spreading driven by superposition and interference. The primary focus of this work is the review and derivation of sharp maximal velocity bounds for several classes of quantum walk step operators, including the shift-coin walk, the split-step walk, and models with constant as well as position-dependent coin operators. We establish general a priori bounds that remain valid beyond the translation-invariant regime. For homogeneous models, Fourier and spectral analysis yield explicit …

From Vision To Impact: Building A Sustainable Open-Access Peer Reviewed Medical Journal, Darshana T. Shah Phd

All Things Open

The Marshall Journal of Medicine (MJM) was created to strengthen scholarly exchange, clinical innovation, and health professions education in rural Appalachia while making that work openly accessible to readers worldwide. As West Virginia’s first fully open‑access, online, peer‑reviewed medical journal, MJM illustrates how a mission‑driven publishing effort can evolve from an initial idea into lasting scholarly infrastructure—and how publication activity can translate into measurable impact.

MJM’s development centered on three strategic pillars:

• a clearly articulated scope focused on clinically relevant and educationally innovative scholarship
• rigorous peer‑review and editorial practices that ensure credibility and quality
• operational partnerships—especially with academic …

Examining The Benefits Of A Standardized Protocol For Hyperglycemia Screening In Adult Oncology Patients: A Pilot Study, Alexa Dashko

Pacific Journal of Health

Many individuals receiving cancer directed therapy are at risk of developing hyperglycemia and new, or worsening of, diabetes due to location of their cancer, treatment regimen, and/or prolonged use of steroids. Research shows that uncontrolled hyperglycemia can have detrimental effects on individuals’ response to cancer therapy, treatment associated toxicities, quality of life and overall mortality. Despite extensive research identifying the need for routine monitoring and management of hyperglycemia in oncology patients, medical societies have yet to establish formal screening guidelines for practitioners. The aim of this pilot study was to examine the outcomes of establishing a protocol for screening and …

Humanizing Engineering For Preservice Elementary Teachers Through Sustainable Engineering Stories, Jeffrey D. Radloff, Madison M. Morris, Jacob Pleasants

Journal of Pre-College Engineering Education Research (J-PEER)

Meeting the goals of US K–12 science education reform requires that preservice elementary teachers (PSTs) understand engineering as a specialized discipline and a human endeavor that addresses real-world issues. Yet in their formal education, few PSTs receive opportunities to learn about the humanistic dimensions of engineering: engineers’ personal values and motivations, the sociocultural nature of engineering work, and the societal significance of engineering. Storytelling about engineering offers a practical way to give PSTs access to these ideas. This study examines the impacts of integrating storytelling about engineering in a science methods course for future elementary school teachers. Over a two-year …

New Directions In Gear Up Stem Camps: How Activity Design Shapes Socio-Emotional And Stem Outcomes, Lilly Rogers

ATU Scholars Symposium

This mixed-methods study examined the impact of GEAR UP week-long middle-school STEM summer camp on students’ socio-emotional learning (SEL) and STEM engagement. Using pre- and post-intervention surveys (N = 45), an exploratory factor analysis identified two underlying competency dimensions: Socio-Emotional Skills and STEM Engagement & Spatial Skills. A repeated-measures MANOVA revealed a significant overall time effect; however, growth occurred only in Socio-Emotional Skills, which increased with a large effect size, F(1,44) = 29.28, p < .001, partial η² = .400, while STEM Engagement showed no significant change, F(1,44) = 0.89, p = .350

To understand this divergence, we analyzed 371 reflective journal entries from 42 students using thematic analysis. Eleven themes emerged, revealing that SEL gains were driven by …

A Comprehensive Survey Of Agentic Ai: Design Principles, Security Risks, And Ethical Consideration, Md Shaba Sayeed

ATU Scholars Symposium

In the past several years, the world has managed to transition away from simple automation to independent AI systems. Agentic AI is an agent that can work independently, carrying out all essential plans and implementations without any kind of supervision from a human being. This review has tried to demonstrate the transformative impact that Agentic AI brings to contemporary models of intelligence by means of synthesis of perception, reasoning, and goal. We utilized the phrases Agentic AI, autonomous AI, multi agent systems as keywords in Google Scholar, ScienceDirect, arXiv, and other digital libraries. We have used these 38 main papers …

Dermal: A Multi-Input Deep Learning Model For Improving Access To Dermatological Screening, Aubreye Freeman

ATU Scholars Symposium

According to the World Health Organization's press release on December 12, 2024, global healthcare spending is dropping significantly, leaving a large percentage of the world without proper healthcare. In an attempt to alleviate this problem, with respect to the field of dermatology, we created a deep learning model, Dermatology Enhanced by Recognition and Machine Aided Learning (DERMAL), to assist in diagnosing skin conditions. DERMAL was trained on a portion of the Google and Stanford Medicine's SCIN dataset, which has more than 10,000 images of various skin conditions. The 9 most common skin conditions of the dataset were selected as the …

Computational Approaches To Laser Alignment And Phase Correction, Joseph E. Temple

ATU Scholars Symposium

The goal of our work is to automate the tedious and delicate process of optical alignment (rotating mirrors, shifting lenses by millimeters, and iterating endlessly) in the context of generating vortex beams from a Gaussian laser beam. We create vortex beams by illuminating a digital hologram displayed on a spatial light modulator (SLM). Two main issues arise: misalignment and phase imperfections in the input beam. If the beam does not pass directly through the center of the SLM, or if it deviates from an ideal Gaussian profile, the resulting vortex beam becomes distorted.

Last semester, we developed two methods to …

Creating A Floating Volumetric Display, Joy Skaggs, Hope Skinner

ATU Scholars Symposium

The public has long been interested in futuristic technology, especially ‘holograms’ and their possibilities, evidenced by pop culture icons such as Iron Man and the popularity of the Sci-Fi Genre. The popular term ‘hologram’ actually describes the phenomenon of a volumetric display, where light is directed to form 3D forms in the air. Attempts to create these volumetric displays began as early as 1988 with creators like Gregg Favelora and Alan Sullivan. As technology improved, so too did the ability to make the futuristic ‘hologram’ a reality.

Another common form of these interactive holograms is the floating display, which may …

Data Structures & Algorithms Prep Hub: A Technical Interview Preparation Tracker, Andrew J. Pinkerton

ATU Scholars Symposium

This project examined how consistent practice with data structures and algorithms (DSA) can improve problem solving skills and preparation for software engineering technical interviews. The goal was to strengthen foundational algorithmic knowledge while developing a structured practice routine that could continue beyond the semester. From week 3 through week 12, four LeetCode style problems were completed each week, focusing on core interview topics including string manipulation, arrays, linked lists, hash tables, sets, and dynamic programming. Each problem required implementing a solution, identifying edge cases, and evaluating time and space complexity to determine the most efficient approach. Through this process, common …

Investigating The Effect Of Kcl Stress In Raphanus Sativus, Mason P. Oelke

ATU Scholars Symposium

Presented by Stephanie Nelms at the Arkansas INBRE Conference on November 7-8, 2025.

Presented by Mason Oelke at Arkansas Tech Scholar's Symposium on April 9th, 2026.

Potassium is an essential macronutrient for plant growth and development, yet excessive potassium fertilization can induce salt stress with detrimental consequences for crop productivity and nutritional quality. Despite its agricultural relevance, potassium chloride induced stress remains significantly understudied compared to classical sodium-based salinity. This thesis investigates the physiological, biochemical, and molecular responses of Raphanus sativus to KCl stress using an integrated approach that combines germination assays, mineral profiling, and gene expression analysis.

Radish seeds …

Interacting Dark Energy Models And The Cosmic Coincidence Problem, Gunner W. Hodges

ATU Scholars Symposium

Cosmological models are a tool used to understand the mysterious nature of dark energy and dark matter by predicting how these dark sector components have shaped the expansion of the universe. The cosmic coincidence problem stems from the present day densities of dark energy and matter sharing very similar magnitudes when previously we expect a much larger difference in orders of magnitude. The current best-fit model, ΛCDM , assumes dark energy is non-interacting; however, assuming that dark energy instead does interact could serve to alleviate this cosmic tension. We define an interaction where we relate the density of dark energy …

Prediction Of Future Mushroom Fruiting Success And Dispersion Based On Models Of Changing Surface Air Temperature In Oaxaca, Mexico, Frida Martinez

ATU Scholars Symposium

Mushrooms serve various purposes, including medicinal, culinary, and cultural significance for indigenous groups, as well as recreational and ecosystem services. Oaxaca, Mexico, is a hotspot for mushroom biodiversity including the following varieties: Amanita muscaria, Schizophyllum commune and Coprinellus disseminates. The purpose of this study is to determine if a changing Mean Surface Air Temperature will have an influence on these mushrooms. We obtained, analyzed, and compared historical and future climate data from the World Bank Group Climate Change Knowledge Portal to identify if any of the mushroom species would be impacted. The study revealed a general trend of warming Mean …

Grassland Bird Community Responses To Fire Management, Mason H. Dillard

ATU Scholars Symposium

Vegetation structure plays a major role in determining avian community makeup. Controlled burn frequency changes vegetation structure and consequently the makeup of avian communities. To examine this relationship, I surveyed breeding birds in grasslands and savannahs of the Ozark Mountains, Arkansas River Valley, and Northwest Arkansas. I created models to outline the relationship between these three factors (avian community, fire management, and vegetation structure.) I also examined surrounding land cover and patch size as potential variables that may impact avian community structures.

I will outline the role fire management plays in determining the makeup of breeding bird communities in grasslands, …

Proactive Mental Health Assistance Via Agentic Llm Chatbots With Retrieval-Augmented Generation, Shaira Wajiha

ATU Scholars Symposium

Mental health challenges such as anxiety and depression are widespread, yet often remain unaddressed due to stigma, financial barriers, limited access to professionals, or personal reluctance. To address this gap, we present an accessible AI-powered chatbot that provides preliminary conversational support with empathetic, context-aware responses. The chatbot is trained and evaluated on two publicly available counseling conversation datasets from Huggingface, enabling it to learn and maintain therapeutic dialogue patterns. We compare three advanced LLMs, such as Llama3.1, Mistral 7b, and Qwen3, evaluating them on relevance, empathy, conciseness, and contextual understanding, and all models demonstrate high response quality. Incorporation of a …

Out Of Alignment: Grant Administrator And Principal Investigator Views On Internal Grant Success, Impact, And Roi, Stephanie Mccombs, Matt Karpov, Miasha T. O'Neal

Research Development Review: The NORDP Journal

This study aimed to define, evaluate, and standardize the concepts of success, impact, and return on investment (ROI) in the context of internal grant administration. Understanding these elements is crucial for institutions aiming to maximize the value derived from internal funding. This preliminary research study explored the varying definitions of success, impact, and ROI across institutions, recognizing disparities between Grant Administrator and investigator perspectives. Survey questions were designed to investigate these definitions and assess current practices. Participants included 117 Grant Administrators (GAs) and Principal Investigators (PIs) at various institutions, recruited through the NORDP network. The study utilized a mixed-methods approach, …

Examining Outcomes Of Client Education Interventions To Reduce Caffeine Intake In The College-Age Population, Mackenzie Leonard, Mikayla Evans

James Madison Undergraduate Research Journal (JMURJ)

This scoping review aimed to explore health interventions that address excessive caffeine consumption in college students aged 18–23 years. Excess caffeine intake is associated with a range of health concerns, including neurological, cardiovascular, and behavioral issues, highlighting the need for effective interventions to mitigate its impact on overall wellness. The literature exploring interventions aimed at modifying health behaviors among the college student population is notably limited. Furthermore, there has been a lack of studies replicating interventions aimed at reducing caffeine intake. These gaps suggested the need for further investigation and exploration of reports pertaining to health promotion. The results of …

Incorporating Local Expertise Into Environmental Research And Management, Jessica Black, Amy E. Scaroni, Stefanie L. Whitmire

Forestry and Natural Resources

This article is for researchers, government staff, land planners, and natural resource managers. In this paper, we will outline why incorporating local expertise works to scale down national or regional research to make it more useful for local communities. We will also provide examples of how a community’s knowledge about their local ecosystem, referred to as local ecological knowledge (LEK), can fill data gaps and contribute to improved land and wildlife management.

Developing Machine Learning Algorithms For Highly Imbalanced Neonatal Disorder Data, Ali Nawaz

Thesis/ Dissertation Defenses

Neonatal disorders such as low birth weight, very low birth weight, extremely low birth weight, preterm birth, and very preterm birth increase the likelihood of high neonatal morbidity or mortality and call for early identification. However, the rarity of occurrence of these conditions in the clinical datasets has resulted in a severe class imbalance, raising questions about the application of binary classification models to them. Therefore, this thesis proposes a sequential methodological framework for neonatal disorder detection under different assumptions related to the availability of labels. Initially, binary classification experiments are conducted to analyze the behaviour of commonly used classification …

Tavern Table: A Peer-To-Peer Online Platform For Collaborative Dungeons & Dragons Campaigns, Dustin Needham, Kristen Avery, Aidan Martin, Seth Poindexter

ATU Scholars Symposium

Designed to address the lack of free, accessible, and feature-complete online Dungeons & Dragons gameplay platforms, Tavern Table gives users the ability to create or participate in Dungeons & Dragons campaigns online via peer-to-peer multiplayer. This platform is targeted primarily for two sets of users: Dungeon Masters (the game masters), who will be creating and hosting campaigns for players to participate in, and the players participating in said campaigns. We chose the Unity Real-Time Development Platform to develop Tavern Table as it was a free and effective platform that supported 2D game development as well as peer-to-peer multiplayer. To create …

Simple D&D: A Web-Based Character Creation System For Dungeons & Dragons, Brennan M. Bondio, Dalton N. Tate, Landon F. Boyd

ATU Scholars Symposium

Dungeons & Dragons, published by Wizards of the Coast, is a widely played tabletop role-playing game that requires players to create detailed characters governed by structured rule systems. Character creation involves managing interdependent attributes, calculations, and constraints that can be difficult for new players and time-consuming even for experienced participants. These complexities create a barrier to entry and reduce efficiency during gameplay preparation.

This project addresses that challenge through the development of Simple D&D, a web-based character creation system designed to streamline and automate rule-driven character configuration. The system aims to reduce manual calculation errors and setup time while maintaining …

The Influence Of Fairytales On American Children’S Literature, Victoria Gómez

Research Days

Fairy tales have played a crucial role in children's literature, shaping cultural narratives and imparting moral lessons to young readers. This research examines how traditional European fairy tales, particularly those from the Brothers Grimm and Charles Perrault, have been adapted within American children's literature. This study explores the significant role of Disney in reshaping these narratives for mass audiences and analyzes how core fairy tale themes persist in contemporary children's books. Through literary analysis, this study investigates how European originals, such as Cinderella, Sleeping Beauty, and Beauty and the Beast, have evolved in American adaptations. Additionally, historical research will trace …

Automatic Labeling Of Real-World Pmu Data: A Weakly Supervised Learning Approach, Yunchuan Liu

Research Days

This paper presents a weakly supervised learning framework for real-world event identification in transmission networks using phasor measurement unit (PMU) data. The growing integration of renewable energy sources has introduced greater variability in grid conditions, intensifying the need for accurate event detection. Although high-resolution PMU measurements enable event identification to be formulated as a classification problem, traditional supervised learning approaches are hindered by the scarcity of labeled data, and acquiring large-scale, high-quality labeled PMU datasets remains prohibitively expensive. To overcome this challenge, we propose an automated PMU data-labeling method that combines domain knowledge with machine learning techniques through the use …

‘Ghost Franchises’ And Their Branding Challenges: Have They Eliminated Too Many ‘Touchpoints’?, Marko Grunhagen

Atlantic Marketing Association Proceedings

No abstract provided.