Digital Commons Network^™

Deep Search In K–12 Education: Opportunities, Risks, And Research-Literacy Imperatives For Ai-Enabled Classrooms, Steven Baule, Dillon Martinnez

Essays in Education

Generative artificial intelligence (AI) deep search tools, such as ChatGPT’s Deep Research, Google’s Gemini Deep Search, Perplexity Research, Claude’s extended search, and emerging academic engines like Elicit and Consensus, are reshaping the ways students and educators locate, evaluate, and synthesize information. These tools promise to democratize research and reduce barriers to high-quality sources, particularly in K–12 environments where time, instructional capacity, and access to resources vary widely. However, recent analyses reveal significant challenges: inaccuracies, opaque algorithms, hallucinated facts, and inconsistencies across platforms. Using classroom-relevant examples and controlled experiments, including ambiguous historical searches and complex educational policy queries, this article examines …

No Groundwater, No Fish: The Critical Role Of Groundwater In Supporting Non-Glacial, Salmon-Bearing Rivers In South-Central Alaska, Tyelyn Brigino, Kai Rains, Edgar Guerron-Orejuela, Jacob Argueta, Syverine Bentz, Coowe Walker, Mark Rains

School of Geosciences Faculty and Staff Publications

Groundwater discharge plays an important role in the hydrologic and ecologic functioning of rivers including sustaining streamflow and related habitat year-round. Simultaneously, groundwater supports the increasing demands of people as the global population continues to grow. Balancing the needs of users becomes increasingly important as climate change introduces greater uncertainty in water resources and fisheries, especially for economically important anadromous species that depend on freshwater resources. We investigated the seasonal and regional variability of groundwater contributions to six non-glacial mainstem salmon-bearing rivers in south-central Alaska. We hypothesized that groundwater contributes more than half of the annual streamflow, and nearly all …

Public Coastal Access At Risk: Integrating Social And Environmental Data To Assess Vulnerability To Sea Level Rise, Nathaniel Merrill, Nathan Vinhateiro, Emi Uchida, Jesse Reiblich, Elin Torell, Sarah Schechter, Leah Feldman, Claudia Weitman, Drew Powell

Graduate School of Oceanography Faculty Publications

Sea level rise poses significant risks to coastal infrastructure and recreational activities, limiting public coastal access. In this study, we evaluate the current use and measure the recreational value of coastal access areas in Bristol County, Rhode Island, while assessing the vulnerability of those areas to rising sea levels. By combining measurements of non-market economic value derived from cellular device location data with modeled future sea level projections, we quantify the economic value at risk under different inundation scenarios. We produce site-level results, which provide context and quantifiable measurements of social value that can guide prioritization of mitigation strategies to …

El Cine Alegórico Del Tardofranquismo: El Arte Frente Al Silencio Y El Olvido, Angela Rodriguez Mooney

The Coastal Review

En contraste con los años de la postguerra, se nota una tendencia no realista en el arte durante la etapa final de la dictadura de Franco e incluso durante la Transición. Cinematográficamente, la guerra civil española y la vida bajo un gobierno autoritario es frecuentemente representada indirectamente a través de las experiencias íntimas o el tono lírico e intimista de los conflictos personales y familiares.  Considerando el silenciamiento de las experiencias de la guerra impuesto durante el franquismo, investigamos en este ensayo el uso del lenguaje alegórico no realista presente en las obras Ana y los lobos, (1973), de …

Factors Influencing Tree Vigor And Structural Failure Along Powerline Corridors In Northern California: A Multi-Species Analysis, David Justin Dorval

Cal Poly Humboldt theses and projects

Tree failures (e.g., stem breakage, uprooting, or branch drop) can pose significant risks to public safety, particularly along powerline corridors for the risk of power outages and wildfire ignitions. In California, tree-related powerline failures have led to severe ecological and human costs in recent years. Despite extensive research on tree failure in urban environments and post-disturbance contexts, comparatively little empirical work has examined where powerlines intersect largely unmanaged stands. This study evaluates tree failure trends across multiple forest types in Northern California by examining how tree-level characteristics influence recent growth and failure occurrence in regionally dominant tree species. Specifically, the …

Do California Rangeland Healthy Soil Practices Offer Co-Benefits For Grassland Birds?, Ximena O. Gil

Cal Poly Humboldt theses and projects

Rangelands are important landscapes in California that support a robust cattle industry and serve as vital grassland habitat for birds. Climate change is projected to impact rangelands, leading to economic and ecological deterioration. In California, the Healthy Soils Program (HSP) incentivizes climate-smart solutions to increase working land resiliency. While the HSP targets soil and range health for livestock, it may also benefit birds. We surveyed rangeland operators to examine whether the implementation and duration of specific range management practices, such as range seeding, prescribed grazing, and silvopasture, are associated with bird community responses, using avian point count data from Point …

Succession And Alpine Plant Habitat Of A Recently Deglaciated Foreland In The Trinity Alps, California, Sebastian Evans

Cal Poly Humboldt theses and projects

The recent extinction of the Salmon Glacier in the Trinity Alps, California, provides a rare opportunity to examine post-glacial succession in a region of high endemism experiencing climatic stress. Using a chronosequence spanning ~150 years since deglaciation, I investigated (1) vegetation successional trajectories in the foreland, (2) whether the foreland functions as a climate refugium for alpine specialists, and (3) whether facilitative interactions between the dominant vascular plant (DVP) and bryophytes occur and persist through succession. I surveyed 100 plots across 11 transects within the foreland and 40 randomized plots in adjacent ecosystems. Successional patterns and refugial potential were analyzed …

Effects Of Coaching Interventions On Burnout And Mental Health Outcomes Among Collegiate Athletes: A Meta-Analysis, Natalie Mitchell

Cal Poly Humboldt theses and projects

This meta-analysis examined the effects of coaching interventions on burnout and mental health outcomes among collegiate athletes. Following PRISMA guidelines, literature published from 1980 onward was searched across SPORTDiscus, PsycINFO, PsycARTICLES, PubMed/MEDLINE, Web of Science, and ProQuest Theses & Dissertations. Studies were included if they assessed burnout, psychological well-being, or related mental health outcomes in collegiate athletes and investigated a coaching intervention. Twelve interventional studies met the inclusion criteria. Across studies, coaching interventions varied in structure, duration, sport context, and cultural setting, with most emphasizing intrapersonal strategies and emotional or mental health outcomes. Meta-analytic results indicated small, non-significant effects favoring …

Pretend Play Effects On Autistic Children's Theory Of Mind & Social Skills, Joelle Lok

Cal Poly Humboldt theses and projects

Autistic individuals often struggle with basic social skills due to deficits in Theory of Mind (ToM), perspective taking, reciprocity difficulties, etc. Early interventions that target these skills, specifically metarepresentation skills, could be essential to an individual’s social success and overall well-being. Further, pretend play shares an important relationship with ToM and social skills, due to their shared use of putting oneself in others’ shoes. Thus, a pretend play intervention could be beneficial in not only improving children’s overall play interactions, but also through a domino effect on their ToM and social skills. The directionality of the relationship between pretend play, …

Plurality Of Place: A Critical Walk Through The Ananda Meditation Retreat, Heidi L. Cram

Cal Poly Humboldt theses and projects

This autoethnographic research project is located in the fertile literary world of authors Gary Snyder and J. Donald Walters’s historic Bald Mountain land cooperative in Northern CA. This is the site of Walters’s Ananda Meditation Retreat, and Snyder's Ring of Bones Zendo. The project takes a creative embodied approach to analyzing and contributing to this location's literature of place through the genres of creative nonfiction and interpretive mapping. The cooperative's focus on Eastern and Indigenous spiritual practice seeded the countercultural bubble which surrounds these two institutions and generated a ripple of rich and varied literature of place. Through autoethnographic inquiry, …

Protecting (Restorative) Justice: An Analysis Of Confidentiality, Admissibility And Privilege Provisions In State Law, Thalia Gonzalez, Aidan Lorraine Tomlinson

Nebraska Law Review

Over the last thirty years, the use of restorative justice within and adjacent to state juvenile and criminal proceedings, including community contexts, has expanded significantly in the United States. As such, what once could be fairly characterized by scholars as a norm and practice at the legal margins has moved widely into the mainstream. As increased legal institutionalization occurred, so too has scholarly attention. Shifting away from foundational “first generation” theoretical and empirical legal studies of practices and programs, a second stream of interdisciplinary legal scholarship has emerged centralizing structural questions as to the legalization of restorative justice. In this …

Masthead & Table Of Contents, Vol. 105, No. 1

Nebraska Law Review

No abstract provided.

Restorative Reparatory Justice, Inga N. Laurent

Nebraska Law Review

As global calls for reparatory justice—aimed at addressing “historical” and ongoing harms stemming from genocide, dispossession, assimilation, and enslavement—grow, this Article explores critical challenges in designing transformative processes of reparation. While a host of transitional justice mechanisms, such as reparations, tribunals, and truth and reconciliation processes are at the forefront of these discussions, a critical examination of their limitations will provide the groundwork for their enhancement. Past applications of transitional justice mechanisms have frequently failed to address root causes of violence, which reinforces State power despite its failures to protect its citizens from that violence, causing secondary harm to survivors/victims.

Governors State University College Of Business Annual Report - 2025-2026, College Of Business

Annual Reports

A report of the accomplishments of College of Business faculty, staff, students, and alumni in the 2025-2026 academic year.

Expert Asymmetry: Evidence From Securities Litigation, Adam Callister, Andrew Granato, Belisa Pang

Faculty Publications

Modern litigation often involves two separate, extra-legal features: (1) contingency fee arrangements with the plaintiff-side attorney, and (2) a “battle of the experts” where the outcome of the case rests on conflicting expert witness testimony. We construct a model to illustrate that when these features occur simultaneously, in contexts where plaintiff-side attorneys bear the cost of hiring experts upfront, defendants will spend systematically more than plaintiffs on hiring expert witnesses. Our model is motivated by hand-collected data from a decade of securities class action litigation, where we show that experts polarize into almost entirely plaintiff-side versus defense-side experts, that defense-side …

Accessing Campus Mental Health Services In A Nigerian Southwestern University: Barriers To Academic Success, Caroline Dada

Electronic Theses and Dissertations

Mental health disorders are a significant health concern among higher education institutions in sub-Saharan Africa, including Nigeria. A substantial treatment gap exists in the Nigerian healthcare system, and this gap is further worsened by cultural and religious barriers, which reinforce stigma that discourages students from seeking professional help. This qualitative narrative inquiry explored the barriers students encountered when accessing mental health services at a university in Southwestern Nigeria, to increase service access. Qualitative semistructured interviews were conducted with seven professional mental health providers at a university counseling center between March and April 2025. Inductive thematic analysis was used to identify …

Generating Synthetic Ct From Mri Data, Foysal Ahmed

Theses and Dissertations

Magnetic resonance imaging (MRI) provides excellent soft tissue contrast without ionizing radiation, making it a strong alternative to computed tomography (CT) in medical imaging workflows. However, CT remains essential for applications requiring electron density information, such as radiation therapy treatment planning. This study investigated the feasibility of generating synthetic CT (sCT) images from MRI using a deep learning-based U-Net architecture. A two-dimensional U-Net was trained on paired MRI-CT data from the SynthRAD 2025 dataset, consisting of 120 T1-weighted (T1W) and 60 T2-weighted (T2W) axial cases, including deformed CT (dCT) aligned to MRI. Model testing used an independent dataset of 30 …

A Mixed Methods Study Of Secondary Educators' Perspectives Of Edmentum As A Credit Recovery Tool In Evergreen High School, Jaya Sudha Thumati

Doctor of Education Dissertations

This study quantitatively examined the impact of Edmentum Courseware as a credit recovery tool as measured by student course completion rates and course grades, and compared graduation rates before and after its implementation at Evergreen High School (pseudonym) located in a rural district in Upstate South Carolina. Additionally, the study also qualitatively explored the perspectives of secondary educators regarding the application of Edmentum Courseware as a tool for credit recovery and its effect on student success. Using the framework from three learning theories, which are Zone of Proximal Development (Vygotsky, 1962), Universal Design for Learning (Rose & Meyer, 2002), and …

0897: William A. “Red” Dawson Collection, 1915-2023, Marshall University Special Collections

Guides to Manuscript Collections

William Alfred “Red” Dawson, a native of Valdosta, Georgia, led his high school football team to a state championship and played for four years at Florida State University. Dawson briefly played professional football for the Boston Patriots in the AFL and the Orlando Panthers. He was serving as an assistant football coach at Marshall University when a fatal plane crash killed seventy-five players, coaches, staff, and prominent citizens of Huntington. Dawson was essential in restarting the Marshall University football program, serving as acting head coach and coached through the 1971 season. He then began working in the construction industry and …

Government Research Funding And The First Amendment, Lisa Larrimore Ouellette

Emory Law Journal

Federal science research funding has become a flashpoint in the second Trump Administration, with grant terminations and political reviews that look like textbook viewpoint discrimination. Yet beyond the apparent simplicity of these cases lies an array of doctrinal puzzles about how the Free Speech Clause applies to choices made in allocating public research dollars. From an innovation-policy perspective, direct funding’s advantage over market-set tools like patent law is government agenda setting—but agenda setting inevitably entails viewpoint choices that skew the scientific marketplace of ideas.

Public research funding warrants focused First Amendment attention for several reasons. First, it often presents the …

Deference Due? “Considers” And The Insurrection Act, Joshua Braver

Emory Law Journal

This Article offers a sustained statutory interpretation of the Insurrection Act, with a particular focus on judicial deference. The Insurrection Act is the principal statutory authority for deploying, under presidential command, the military on America’s streets to enforce federal law. The conventional wisdom and recent circuit court decisions about an analogous statute give “great deference” to the President’s determinations that the statute’s deployment triggers are satisfied.

This Article argues, however, that courts do not owe “great” deference when the President seeks to deploy the military domestically under three of the Insurrection Act’s four trigger provisions. The exception is Section 252’s …

Forever Chemicals, Short-Term Funds: Minnesota’S Costly Pfas Compromise, Lauren Marie Kramer

Emory Law Journal

Over the past twenty-five years, society has come to understand the dangers PFAS pose to human health and the widespread pollution of these chemicals in the environment. As the federal government has been slow to regulate these “forever chemicals,” states and municipalities have begun to take decisive action by suing manufacturers and polluters. Minnesota was one of the first states to litigate when it sued local giant, 3M, for extensive PFAS pollution in the company’s own backyard across the eastern suburbs of the Twin Cities. The groundbreaking settlement between the state and 3M for $850 million was seen as a …

Disarming The Discretionary Function Exception: Reform For Ftca Claims Against Federal Law Enforcement, Justin R. Harvey

Emory Law Journal

Federal law enforcement agencies often make mistakes but rarely pay for them. The Federal Tort Claims Act (FTCA) is the main avenue for plaintiffs to sue the federal government for tort damages when wrongfully harmed. However, distinct procedural requirements in the FTCA limit the federal government’s liability. Notably, the FTCA’s “discretionary function exception” blocks claims arising from protected exercises of discretion by government officials, even when courts find that federal agents abused their discretion. Federal courts have struggled to apply this exception across government activity, particularly in claims against federal law enforcement—where the exception has morphed into a broad presumption …

Unplanned Obsolescence: The Dismantling Of Inter Partes Review At The U.S. Patent And Trademark Office, And What To Do About It, Elizabeth R. Ward

Emory Law Journal

Inter Partes Review (IPR), one of a set of administrative mechanisms used to review the validity of a patent after it has been granted, was once considered a key tool for patent litigators as an alternative to district court litigation. Beginning in early 2025, the U.S. Patent and Trademark Office (USPTO) Director introduced a series of administrative rule changes involving “discretionary denial,” or the ability to deny institution of IPR proceedings. As a result, IPR has been rendered nearly unusable: the institution rate for an IPR petition has fallen from 68% in 2024 to 4% as of December 2025.

This …

Getting To Guidelines: Corralling Competing Needs At Cuny, Jahanara Alamgir, Yujin Lee, Rachael Nevins, Jojo Karlin, Andrew Mckinney

Publications and Research

This case study examines how the City University of New York (CUNY) developed guidelines for the use of generative artificial intelligence (genAI) in the creation of open educational resources (OER). CUNY is the nation’s largest urban public university, with 26 campuses distributed across New York City’s five boroughs. CUNY includes 7 community colleges, 11 senior colleges (3 of which are comprehensives), and 8 graduate, honors, and professional schools. Since the 2017-2018 academic year, CUNY’s OER Initiative has received $4 million a year of state funding to support the creation and use of OER across the university system. The OER Initiative …

Chickadees In The Environment: Place-Based Learning Plan For The Msum Regional Science Center, Evelyn Ames

OER Materials

This field trip lesson engages students in investigating how environmental conditions influence that traits of living organisms through the study of the black-capped Chickadee at the MSUM Regional Science Center. Students observe chickadees and their habitats, collect evidence about physical and behavioral traits, and construct scientific arguments connecting those traits to environmental factors such as Minnesota’s cold winters and seasonal food availability. Through authentic field-based experiences, students develop observation, critical thinking, and argumentation skills while exploring the natural phenomenon of how organisms survive and adapt to their environments.

“Bald Eagles”: Place-Based Learning Plan For The Msum Regional Science Center, Addison Tidwell

OER Materials

This lesson guides elementary students through a phenomenon walk at the MSUM Regional Science Center to explore bald eagles and their connection to the Buffalo River ecosystem. Students observe habitat features, record evidence, and explain why eagles rely on river environments. The experience supports Minnesota science benchmarks and includes Indigenous perspectives on the cultural importance of eagles and caring for local ecosystems. Through observation, discussion, and reflection, students build an understanding of how bald eagles depend on healthy habitats and how humans can help protect them.

Richmond Electronic Monitoring: The City Sees You While You're Sleeping, Fakira D. Johnson

Law Student Publications

The United States has increasingly recognized its reputation as a prison state, with widespread acknowledgment of its high incarceration rates. As of 2021, the United States imprisoned one out of every five prisoners in the world. Additionally, of its own population, the United States imprisoned one out of every one hundred people.

In response to this notoriety, worsening prison overcrowding, and the heightened risks posed by the COVID-19 pandemic, all fifty states, the District of Columbia, and the federal government increased their utilization of alternative measures to traditional incarceration. As both an addition and an alternative to traditional incarceration, criminal …

Seeing Anxiety: Ecological Video Ethnography And Simulation To Understand Anxiety And Decision-Making In Dental Care, Mona Nasser, Hannah Drayson, Sally Hanks, Nicholas Peres, Michael Punt

Peninsula Dental School

BACKGROUND: Dental anxiety is a widespread barrier to care, often contributing to appointment avoidance, treatment disruption, and emotional strain for both patients and clinicians. While extensively studied as a psychological trait, less attention has been paid to how anxiety manifests situationally and relationally, through non-verbal, affective, and spatial cues within clinical encounters. Moreover, in certain contexts, such affective signals can intersect with decision-making processes, shaping how patients interpret, engage with, or withdraw from clinical choices.

OBJECTIVE: To explore how anxiety manifests within the micro-choreography of dental encounters, develop a taxonomy of 'anxious tells', and assess the utility of ecological video …

Affirmatively Misled: The Commutation Instruction That Distorted Louisiana’S Death Penalty, G. Ben Cohen

Akron Law Faculty Publications

In 1997, Louisiana voters amended the state constitution to mandate that capital juries be instructed on the governor’s power to commute life and death sentences. This amendment, urged by the Louisiana District Attorneys Association, followed a Louisiana Supreme Court ruling that found an earlier clemency instruction violated the state constitution.     The instruction was fundamentally false. Louisiana governors, it turns out, lacked the unilateral authority to commute sentences; such actions require a favorable vote from the Parole Board. This reality became starkly clear in 2023, when the clemency petitions of fifty-six condemned prisoners—many sentenced by juries affirmatively given this instruction—were terminated …