Digital Commons Network^™

Fixed Dune Grassland Mapping, Ronica Reyes, Madison Mayenschein, Jared Cruz

Environmental Science & Management Senior Capstones

Our  study applies Geographic Information Systems (GIS) and field-based data collection to map and assess a degraded fixed dune grassland parcel in Humboldt County, CA. Our project supports restoration planning led by Friends of the Dunes by identifying site features, habitat composition, and disturbance patterns at the site. Using GPS surveys, aerial imagery, and ArcGIS Pro, we mapped infrastructure, cement footprints, debris piles, vegetation types, and habitat boundaries. We mapped infrastructure such as concrete foundations and debris, which contribute to ongoing ecological degradation and the presence of invasive species. In addition, our spatial analysis highlights variability in disturbance. From this …

Healing Our Life Source: Riparian Eco-Cultural Restoration In Blue Lake Rancheria At School Creek, A Tributary Of Baduwa't In Northern California, Rae Mcgrath, Lily Moore, Keneti Jesus Pinones, Colin Rogers, Aberdeen Spade

Environmental Science & Management Senior Capstones

School Creek, a tributary in the Baduwa’t (mad river) Watershed, is a riparian corridor that is key habitat for Coho Salmon. This project is under the management of the Blue Lake Rancheria, located on the ancestral home of the Wiyot people, and was conducted by cal poly humboldt students. The restoration of School Creek is an ongoing project aimed at repairing the health of the riparian corridor, improving the creek’s channel structure, and creating a diverse community of culturally significant plant species. Previous restoration efforts have established plantings to further develop the riparian habitat and are surveyed within this report. …

Removal And Monitoring Of Ammophila Arenaria In A Previously Restored Foredune Site In Humboldt Coastal Nature Center, Lucas Benjamin Griffin, Haylee Lynn Kimball, Maya Contreras, Ava Christenson

Environmental Science & Management Senior Capstones

Coastal dunes are important ecosystems that provide vital habitat for rare and endangered species as well as vital ecosystem services. However, since the late nineteenth century, coastal dune ecosystems have been invaded and altered by Ammophila arenaria, which is a beach grass species native to Europe. The dunes within the Humboldt Coastal Nature Center are one such example of this. This property is currently managed by the non-profit organization Friends of the Dunes, which has been working to restore the dunes' ecology and topography. Our project focuses on the monitoring and maintenance of a 2021 restoration project within a 17,794 …

Vegetation Management Plan And Wildlife Enhancement Project For The Woodley Island Wildlife Area, Sophie Belle Shapero, Brandon Carl Bauch, Moises Ortiz, Angelina Espinoza

Environmental Science & Management Senior Capstones

The Woodley Island Vegetation Management Plan and Wildlife Enhancement Project was created by Cal Poly Humboldt students in partnership with the Humboldt Bay Harbor Recreation and Conservation District as a capstone senior project. This project provides a basic management plan for invasive species and offers suggestions for how to enhance the wildlife areas on the island. The goals of the project are to provide maps of the habitat types within the wildlife reserves, map areas of concern to be targeted for invasive species removal, and provide guidelines for how to increase habitat diversity, wildlife forage, and decrease invasive species presence. …

Woody Ryno Farms Native Prairie Plant Restoration & Invasive Management Conservation Management Report, Jezebel Kenny, Rowan Haeger, Ian Mendonca, Annika Weihl

Environmental Science & Management Senior Capstones

Coastal prairies are biodiverse and sensitive landscapes that support a variety of grassland species in mediterranean climates. Hedgerows may act as a natural barrier for coastal prairies or agricultural regions, aiding in natural protection and support for biodiversity. Humboldt County, California, hosts a number of agricultural regions, including Woody Ryno Farms, a small-scale agricultural operation, on the edge of Dows Prairie near the coast of Mckinleyville. This project aims to continue restoration activity being conducted on the site, helping to increase native biodiversity and agricultural productivity. Project objectives include conducting a plant assessment, applying treatments to individual plants where necessary, …

Gamification: The Viability Of Using Genai To Create Games To Teach Legal Concepts, Nicole Belbin

Faculty Scholarship

This Essay examines whether generative artificial intelligence (GenAI) can lower the technical, time, and cost barriers that have limited the use of game-based learning (GBL) in legal education. It first considers the science of learning, focusing on spaced practice, retrieval practice, and concrete examples, and explains how GBL can incorporate these strategies. It then evaluates four general-purpose GenAI tools—Perplexity, Gemini, ChatGPT, and Claude—by testing their ability to state legal rules accurately and create games that teach personal jurisdiction.

The results demonstrate both GenAI’s promise and its limitations. Although all four tools incorporated core concepts of general jurisdiction, each omitted at …

Cold Comfort: Japan’S “Comfort Women” Litigation Under Transnational Law, Timothy Webster

Faculty Scholarship

Transnational human rights litigation has emerged as a powerful tool to remediate state and corporate abuses. Courts, however, rarely evince the same enthusiasm for these lawsuits as practitioners, scholars, and activists. For the past thirty-five years, “comfort women,” or survivors of wartime sexual exploitation, have used transnational litigation to seek redress from the Japanese government. Yet they have lost nearly all their cases. This Article uses ten “comfort women” lawsuits from Japan to test the limits of transnational human rights litigation. While judges rarely found for the comfort women, their verdicts nonetheless advanced the redress issue by showing the illegality …

Perioperative Predictors Of Hemodynamic Instability After Carotid Revascularization, Lutfi Barghuthi, Rebekah Bjorklund, Mya Phelps, Shrina Patel, Lakecia Beasley, Bayli Zink, Alyssa Bedell, Gaurav Singh, Sarah Stokke, Jacob Dunn, Lily Sadri, Carly Wadle, Alisha Thedford, Rebecca Swindall, Alan Cook, Hishaam Ismael, Mark Robbins

School of Medicine Faculty Publications and Presentations

Objective

Postoperative hemodynamic instability after carotid revascularization can lead to adverse outcomes such as intensive care unit admission and prolonged hospitalization, leading to an increase in resource utilization. This study aimed to compare hemodynamic instability between transcarotid artery revascularization (TCAR) and carotid endarterectomy (CEA).

Methods

A retrospective cohort study was conducted at a single institution on treatment for carotid artery stenosis between 2021 and 2024. Clinical outcomes after TCAR and CEA were compared. The primary outcome was hemodynamic instability; secondary outcomes of interest included any >30-day complication or death.

Results

In total, 566 patients were included, 71.2% undergoing TCAR (n …

Hydrodynamic Tipping Points In The Mississippi Sound In Response To Bonnet Carré Spillway Openings, Mustafa Kemal Cambazoglu, Brandy N. Armstrong, Mohsena Lopa, Marc Diard, Jerry D. Wiggert

Faculty Publications

This project examines the current operational strategy of the Bonnet Carré Spillway (BCS), a Mississippi River flood-control structure located about 21 miles northwest of New Orleans, Louisiana, and managed by the U.S. Army Corps of Engineers. The BCS is part of the larger Mississippi River and Tributaries Project, a network of levees and control structures designed to minimize flooding from the American plains to southern Louisiana. The spillway is opened when river discharge at New Orleans is forecasted to exceed 1,250,000 cubic feet per second, diverting significant volumes of Mississippi River water into Lake Pontchartrain which subsequently flows into Mississippi …

Ecological Tipping Points In The Mississippi Sound In Response To Modeled Bonnet Carré Spillway Openings, Kim De Mutsert, Aaron Ridall, Scott Milroy

Faculty Publications

This project examines ecological effects of the current operational strategy of the Bonnet Carré Spillway (BCS), a Mississippi River flood-control structure located about 21 miles northwest of New Orleans, Louisiana, and managed by the U.S. Army Corps of Engineers. The BCS is part of the larger Mississippi River and Tributaries Project, a network of levees and control structures designed to minimize flooding from the American plains to southern Louisiana. The spillway is opened when river discharge at New Orleans is forecasted to exceed 1,250,000 cubic feet per second, diverting significant volumes of Mississippi River water into the Mississippi Sound. The …

A Comprehensive Survey On Facial Expression Generation: From Gans To Llm-Guided Multimodal Models, Murad Hasan, Rabab Abdelfattah, Kareem Abdelfatah, Mostafa Fouda, Ahmed Sherif

Faculty Publications

Facial expression generation (FEG) has emerged as a vital area in human–computer interaction, virtual avatars, and affective computing, aiming to synthesize natural and expressive facial behaviors across diverse interaction contexts. This survey presents a comprehensive analysis of recent advances in FEG, organized into six key paradigms: speech-driven expression generation, facial reaction generation, face video generation, facial animation, avatar-based generation, and text-driven expression generation. We review a wide range of model architectures, including VQ-VAEs, Generative Adversarial Networks (GANs), 3D Morphable Models (3DMMs), Transformers, and diffusion-based approaches, and compare their performance using commonly adopted evaluation metrics such as Fréchet Distance (FD), Peak …

Ecocide And The International Criminal Court: Reassessing The African Union-Icc Impasse, Ikechukwu Ugwu

Case Western Reserve Journal of International Law

The refusal of the African Union (AU) and its leaders to cooperate with the International Criminal Court (ICC) led to the negotiation of the Protocol on Amendments to the Protocol on the Statute of the African Court of Justice and Human Rights 2014 (the Malabo Protocol). The Protocol incorporates the core crimes of the Rome Statute and, in addition, expands on the meaning of international crime by defining crimes related to the environment, among others. Although the Malabo Protocol is innovative in its provisions, it lacks the potential to prevent ecocide in Africa or to serve as a model for …

Prescribed Fire Liability And Administration In Western States: An Empiricalanalysis And Call For Reform, Stephen R. Miller, Anastasia Telesetsky

Utah Law Review

Wildfires have grown exponentially over the last few years due to fuel loads, range- and timber-management policies, and climate change. The cost of fire suppression is also growing in both rural and urban areas. For instance, the 2016 Pioneer Fire in rural Idaho cost around $100 million to fight, while the 2025 urban conflagrations in Los Angeles, California destroyed over 16,000 structures despite an astonishing array of suppression resources deployed. Something new, and something big, in terms of law and policy interventions, is needed to stem the intensity of wildfires. Increasingly, governments, private citizens, and even corporate interests like insurance …

The Idea Of Air, Jonathan Skinner-Thompson

Utah Law Review

How we view air, especially clean air, has meaningful normative and practical implications. Today, it is commonly recognized as an exhaustible natural resource. But air was not always thought of as something to be conserved, developed, and used. This Article is the first to explore and interrogate that view. The shift to seeing air as a resource started in the first part of the twentieth century. Previously, air was characterized by its limitless supply of oxygen: a pure public good. Over time, the quality of that good changed, and a precious resource emerged. That resource—especially its chemical and physical characteristics—inspired …

The Dinosaur Age Is Over: The Case For Congressionally Reforming The Generalmining Law Of 1872, Andie Madsen

Utah Law Review

Bold legislative action is essential to modernize an outdated regulatory framework that no longer serves the public interest. By reforming the General Mining Law of 1872, the United States can advance towards a more sustainable and equitable future, leveraging its mineral resources to benefit all citizens and support the global transition to renewable energy. The urgency of this moment demands decisive action, as the implications for our environment and society are profound. Although Congress has not yet proven its capabilities in overcoming division and moving past legislative gridlock, it must rise to the occasion.

Maine Law Magazine - Issue No. 100, University Of Maine School Of Law

Maine Law Magazine

Features

• Maine Law’s Privacy Program Continues to Innovate
  How Maine Law’s privacy and innovation programs are preparing students for emerging legal challenges.

• New Business & Law Clinic
  Strengthening Maine’s economy one startup at a time.

• Global Experiential Learning
  From the Arctic Circle to U.N. climate negotiations, students engage with environmental law where it happens.

• Rural Access to Justice
  The Rural Practice Clinic’s impact on Maine’s growing justice gap.

• Law & Conservation Efforts
  How Maine Law alumni steward change and safeguard the future through environmental advocacy.

• Supporting Maine’s Vulnerable
  The Refugee & Human Rights Clinic expands access to justice across Maine. …

From Pañales To Partnership: An Ethnographic Investigation Of Knowledge, Gender, And Power Within A Family Literacy Program, Sara Mohler

West Chester University Graduate Theses, Dissertations, and Final Projects

Within research on family literacy programming (Lynch & Prins, 2021), few studies bring together assets-based perspectives on knowledge and power alongside critical feminist lenses. This qualitative case study (Dyson & Genishi, 2005; Yin, 2018) informed by ethnography (Alonso Bejarano et al., 2019; Desmond, 2014; Günel & Watanabe, 2024) aimed to understand the culture of one family literacy program serving primarily Mexican-American families, named here the Treehouse Preschool, giving particular attention to the intersecting elements of knowledge, gender, and power as they are enacted across the roles and relationships of families and personnel participating in in the program. Data for this …

Transforming Lives For Eternity: 2025-2026 Year End Summary, Southern Adventist University

Strategic Plans

Transforming Lives for Eternity 2025-2026 Year End Summary.

Catwalk Xt Enables Sensitive Detection Of Locomotor Deficits After C2 Hemisection And Integrates Readily Into Ongoing Experimental Workflows In Adult Female Rats, Aaron L. Silverstein, Christopher M. Calulot, Christopher J. Mclouth, John C. Gensel, Warren J. Alilain

Biostatistics Faculty Publications

Over half of all spinal cord injuries (SCIs) in the United States occur at the cervical level and often cause both life-threatening breathing dysfunction and profound locomotor deficits. Although the C2 hemisection (C2Hx) model is vital for study of breathing dysfunction after experimental SCI, post-C2Hx locomotor deficits have only been assessed by metrics such as the Martínez Scale and ladder tests, which require time-intensive scoring by human observers. However, the CatWalk XT Gait Analysis system (Noldus Information Technology) delivers automated, quantitative assessment of interlimb coordination, gait cycle, and paw function, providing robust locomotor data in a time-efficient and practical manner. …

Integration Of Community-Engaged Research Technology And Methods To Guide Tobacco Regulatory Science In Rural Communities, Melissa H. Abadi, Stephen R. Shamblen, Mary Kay Rayens, Kirsten T. Thompson, Amy Wildman, Kathy Rademacher, William Wieczorek, Raphael Nishimura, Shyanika W. Rose, Mikhail N. Koffarnus, Seth Himelhoch, Ellen J. Hahn

Biostatistics Faculty Publications

Objective – This study aims to build a rural Appalachian cohort to examine how US Food and Drug Administration (FDA) Center for Tobacco Products (CTP) regulatory policies influence tobacco and nicotine product use across levels of rurality. Methods – The AppalTRUST (Appalachian Tobacco Regulatory Science Team) Cohort integrates four inter-connected Community-engaged Research + Technology (CEnRT) elements to support recruitment and retention: (1) building trust and cultural relevance; (2) addressing barriers to participation in research; (3) focusing on ethics and confidentiality; and (4) fostering ongoing and consistent collaboration between the scientific and field teams. The study uses a dual sampling design …

Rethinking Team Science Metrics Through Collaborative Guideposts, Kristen J. Mcquerry, Kelsey Karnik, Megan E. Hall, Caitline Phan, Yana Feygin, Emily Slade

Biostatistics Faculty Publications

Introduction – The increasing reliance on interdisciplinary and transdisciplinary teams has reshaped how science is conducted, yet evaluating the success of such teams remains a persistent challenge. Traditional metrics, such as publication counts, impact factors, and citation indices, fail to capture the full scope of team contributions, particularly in contexts where success may be defined by community engagement, mentorship, or long-term collaboration. Methods – In this Perspective, we introduce Collaborative Guideposts, a framework designed to align success metrics with a team’s organizing priorities. We illustrate this approach through two contrasting team models from a biostatistical collaboration center: Team A, a …

The Influence Of Support From Family, Friends, And Community On Perceived Mental Health Status In Diabetes, Courtney L. Ortz, Meredith S. Duncan, Oluwatosin Leshi, Suraksha Khanal, Brittany Smalls

Biostatistics Faculty Publications

Strong social support is a protective factor in diabetes and mental health management. The purpose of this study was to examine the influence of the type of support on perceived mental health status among people with diabetes. We used data from the 2021 Household Component of the Medical Expenditure Survey (MEPS). Regression models assessed the association between mental well-being (outcome) and expected help from family, friends, and the community (exposure). Support from both friends and family were significantly associated with better mental well-being, adjusting for covariates. Secondary analyses showed that those who reported greater anticipated support from family were more …

Body Mass Index Has No Impact On Complications And Mortality For Patients With Stage Iv Pancreatic Ductal Adenocarcinoma, Ren Bryant, Hannah Darnell, Megan Hall, Kelsey N. Karnik, Kristen J. Mcquerry, Ruben R. Plentz

Biostatistics Faculty Publications

Background: Pancreatic ductal adenocarcinoma (PDAC) is one of the leading causes of United States (USA) cancer death. Overweight and obesity developing into a growing global medical and socio-economic problem, affecting approximately 42% of adults in the USA population. The aim of our analysis was to evaluate the influence of overweight and obesity on complications and clinical outcome in patients with stage IV PDAC.

Methods: We retrospectively reviewed electronic health records of patients diagnosed with stage IV PDAC (n=162) who followed with the University of Kentucky from January 2017–October 2024. Comparisons were based on the body mass index (BMI): low BMI …

The Multidimensional Impacts Of Poverty On Adolescent Outcomes, Klarence Baker

Graduate Research Papers

Poverty is a pervasive, multidimensional phenomenon that extends beyond financial scarcity to encompass a lack of both tangible and intangible resources necessary for healthy development. This research article synthesizes current literature to explore the profound impacts of poverty on adolescents specifically examining how economic hardship influences long term outcomes in financial attainment, educational success, and physical and mental health. This study investigates how cooccurring risk factors can disrupt neural development and social trajectories. The primary purpose of this study is to assess the duration and severity of poverty exposure and its lasting effects extending into adulthood. This research examines three …

Digital Lover: Insecure Attachment Styles And Romantic Parasocial Relationship Among Chinese Female Otome Game Playersdigital Lover: Insecure Attachement Styles And Romantic Parasocial Relationship Among Chinese Female Otome Game Players, Weifan (Kyrie) Zhang M.S.

Selected Full Text Dissertations, 2011-

The existing literature has explored the relationship between insecure attachment styles and parasocial relationships, particularly focusing on traditional media such as television. However, it has largely overlooked the novel form of media represented by contemporary Chinese otome games, which offer an idealized digital environment potentially more appealing to players with insecure attachment styles. Moreover, previous studies have not sufficiently differentiated between general parasocial interactions and the specific nuances of parasocial romantic relationships unique to romantic video games (RVGs). This study seeks to bridge these gaps by examining the psychological underpinnings of Chinese female players' engagement with female-oriented romantic video games. …

Skin Type Diversity In Image Datasets, Neda Alipour

Doctoral

Image-based AI systems that analyse human skin are increasingly used in healthcare and computer vision applications. However, many human skin-based image datasets do not provide reliable information about skin type, making it difficult to assess whether these systems perform consistently across the full spectrum of skin colour. The objective of this thesis is to examine how skin type diversity is represented and measured in image datasets, and to evaluate the reliability of image-based skin type measurement methods under different imaging conditions. Using publicly available skin lesion image datasets as a well-defined and widely used sub-class of skin image datasets, this …

Selling Ideals: Sexualization In Teen Girl Magazines, 2007-2017, Megan Coogan

Honors Theses - Providence Campus

Magazines are made to sell more than just a product; they sell lifestyles and ideals. Teen girl magazines target adolescents starting as young as twelve years old, but is the content in its pages appropriate and identifiable for that demographic? This study investigated how levels of perceived sexualization changed between 2007, 2012, and 2017, in Seventeen and Teen Vogue magazines. A decrease in perceived sexualization was expected across the ten-year period of time. This window of time reflects the last ten years of publication for both magazines. Research was conducted by creating and utilizing a grading system for non-explicit sexualized …

The Lived Experience Of Intimate Partner Violence For Females In Emerging Adulthood: A Qualitative Study, Laurel Dobkin M.S.

Selected Full Text Dissertations, 2011-

Emerging adulthood is the developmental period between ages 18 to 25 where individuals begin to explore their worldviews and develop intimate relationships. This period is important for developing a sense of identity and self (Arnett, 2000, 2014). During this period, negative events or relationships, such as intimate partner violence (IPV), may have detrimental effects (Erikson, 1968; Barreto & Frazier, 2012). While literature suggests that IPV has high rates and negative consequences in emerging adulthood (Bhattacharjee & Gopal, 2022; Centers for Disease Control and Prevention [CDC], 2024; Shen & Kusunoki, 2019), there is little research on the subjective experience of females …

Flood Risk Prediction System For Irish River Networks, Fernando Adalberto Naatz Heringer, Hugo Rodrigues De Freitas

ICT

Flooding costs the Irish economy more than 300 million euros annually; however, the hydrometric and meteorological data needed to predict dangerous river rises is already collected and freely available. This project applies machine learning to a decade of hourly observations from OPW Station 09001 on the River Liffey at Leixlip and Met Eireann Casement Aerodrome to build a flood risk prediction system with a 72-hour forecast horizon.

A two-phase modelling pipeline was built following the CRISP-DM framework. Phase 1 compared LSTM and GRU recurrent neural networks on the task of forecasting the river level in metres 72 hours ahead. LSTM …

Machine Learning System For Cereal Yield Prediction In South America., Victor Gabriel Oliveira, Kelvin Henrique Ferreira Dumas

ICT

This project developed a machine learning solution to predict cereal yield in South America using FAOSTAT agricultural data. The objective was to estimate yield in kg/ha for rice, maize, and wheat based on variables such as country, crop type, year, harvested area, producer price, pesticide use, and nutrient indicators.

The project followed the CRISP-DM methodology, covering business understanding, data understanding, data preparation, modelling, evaluation, and deployment. Several regression models were tested, including Random Forest, Gradient Boosting, AdaBoost, XGBoost, KNN, and SVR.

The models were evaluated using MAE, MSE, RMSE, and R² score. The results showed that tree-based ensemble models performed …