Digital Commons Network^™

Exploring The Dual Advising System For Students’ Success: A Developmental Advising Model, Louisa Godwyll, Eugene Kwarteng-Nantwi, Pious Jojo Adu-Akoh

Mid-Western Educational Researcher

This qualitative study explored the dual advising system for student success at a U.S. higher education institution. Research has indicated that approximately 40–60% of students enrolled in doctoral programs do not complete their doctoral degrees. High attrition rates have led some institutions to adopt a dual advising system, a form of developmental advising, to support doctoral students’ success. Creamer and Creamer’s (1994) developmental advising model served as the conceptual framework of the study. The model defines the first stage of advising as defining task, where advisors engage in teaching and utilize strategies to help students attain educational, career, and individual …

Memahami Tindakan Anti-Dumping Masyarakat Eropa (M.E.), Muhammad Ashri

Jurnal Hukum & Pembangunan

Abstract

Ur-166-204 Multi-User Stem Learning Experience Powered By Llm Conversational Agents, Devon Haynes, Chance Boecker, Oliver Haggard

C-Day Computing Showcase

While Extended Reality (XR) provides experiential and interactive foundations for STEM education, current storytelling and narrative-driven applications often lack responsive nonplayer characters (NPCs), limiting interactive potential through pre-scripted stories. Additionally, despite the growth of Large Language Model (LLM) integration in XR, limited research explores the combined use of multi-user XR systems and conversational Artificial Intelligence (AI) to facilitate real-time, adaptive instruction. This project seeks to address these gaps by 1) Developing a narrative-driven STEM learning XR prototype that incorporates synchronous multi-user interaction and an embedded LLM-driven conversational agent and 2) Exploring the effectiveness of combining these technologies to improve learning …

Ex-04-142 Modeling Distress And Evaluating Chatbot Safety For Suicide-Related Social Media Texts, Rehma Razzak

C-Day Computing Showcase

This project addresses the urgent need for transparent chatbot safety evaluations amid rising concerns about AI-facilitated self-harm. Using public social media datasets, we simulate two tasks: (1) detecting suicidal ideation via emotion-based risk scoring, and (2) stress-testing a support-style chatbot against 888 high-risk prompts, including euphemisms and “for a story” framing. A multi-label classifier trained on GoEmotions feeds emotion profiles into a logistic regression model to generate suicidality risk scores. These scores guide a local chatbot built with Ollama’s llama3, which analyzes user messages and steers responses toward safe, empathetic behavior. Evaluation shows ~90% of replies were safe or supportive. …

Gc-161-210 Hybrid Path Planning Using Genetic Algorithm, Caitlin Tigani, Ramisa Fariha Joyee, Wasif Mohammad

C-Day Computing Showcase

This research investigates whether uninformed search (BFS) or informed search (A*) is more effective when combined with a Genetic Algorithm for maze path planning. We design and implement four algorithms: baseline BFS and A*, hybrid GA+A*, and hybrid GA(BFS+A*). Our findings show that while A* alone performs optimally, integrating it with GA can produce alternative quality solutions, though with computational trade-offs. The study demonstrates that GA+A* provides the best balance between solution quality and runtime efficiency.

Grp-01-196 Topological Drift Predicts Epidemic Instability, Charles Fanning

C-Day Computing Showcase

We study whether changes in contact-network topology predict transitions into high-risk epidemic periods across several classical empirical proximity network datasets. We use temporal graph learning with persistent homology-based topological signals and evaluate large-outbreak risk using SIR simulations to test whether topological drift serves as an early warning signal for epidemic instability.

Gc-172-139 Detection Of Sms Spam Using Transformer Bert Model, Nathan Bonner, Zachary Kandell, Michael Hayes, David Quintanilla, Leon Greenberg

C-Day Computing Showcase

This project evaluates automated SMS spam classification by comparing traditional machine learning against modern transformer architectures. We built a Bidirectional LSTM (BiLSTM) baseline using TF-IDF feature extraction and NearMiss-1 undersampling to handle severe class imbalances. We then compared this against a fine-tuned Hugging Face Sentence-BERT model. Preliminary results show Sentence-BERT significantly outperformed the BiLSTM baseline (99.01% vs. 95.65% accuracy). These findings demonstrate that transformer-based embeddings offer a highly accurate, scalable solution for spam mitigation without relying on aggressive data undersampling.

Grp-093-174 Transforming Everyday Smartwatch Data Into Clinical Early Warnings, Nursat Jahan

C-Day Computing Showcase

Cardiovascular Disease (CVD) related most machine learning (ML) models trained on clinical data offer high accuracy but are not practical for continuous monitoring. Smartwatch-based wearables provide continuous real-time physiological data but lack clinical validation for robust risk prediction outside the clinical setting. To bridge this gap, we proposed a novel teacher-student knowledge distillation framework that transfers knowledge of complex and large EHR datasets to a small Fitbit smartwatch dataset-based prediction model. The student model achieves promising accuracy, identifying all types of derived CVD risk profile groups. Our study introduces a non-invasive continuous health monitoring framework, demonstrating that passively collected daily …

Grp-09-169 Using Logic To Explain And Formally Verify The Behavior Of Relu Neural Networks, Nguyen Thi Binh Nguyen

C-Day Computing Showcase

Homeschooling in the United States has expanded rapidly, reaching about 3.4 million students (6.26% of K-12 school-age population) in 2024-2025, with accelerated growth following COVID-19. Understanding the reasons behind these decisions is important for informing education policy, resource allocation, and the design of schooling systems that better meet families’ needs. Most of the research on homeschooling relies on statistical methods such as logistic regression or probit models to identify significant factors associated with homeschooling decisions. In this work, we approach this research question from a different perspective by leveraging Explainable AI techniques to provide deeper insights into the homeschooling decisions.

Toyon 68 - Full Issue

Toyon: Multilingual Literary Magazine

No abstract provided.

Full Issue - Toyon 62

Toyon: Multilingual Literary Magazine

No abstract provided.

The Secret Society Of British Prisoners Of War At The Albemarle Barracks, Ethan Hope-Ogden

Liberty University Research Week

No abstract provided.

Treating Depression With L-Methylfolate: A Review Of Evidence, Marianna G. Pettit

Epsilon Sigma at-Large Research Conference

Abstract

Introduction & Background: Depressive disorders have many different causes. Folate deficiency can sometimes be behind these disorders, due to this vitamin’s role in neurotransmitter synthesis. Some research suggests that supplementing with an active form of folate improves depressive symptoms with and without antidepressant use. Purpose Statement Question: For individuals with depressive disorders, does supplementation with L-methylfolate (LMF) reduce symptoms of depressive disorders with or without use of an antidepressant? Literature Review: A manual literature search for sources published within the past 7 years revealed 557 documents from four different databases. Key search words included, “depression,” “treatment,” …

A Historical Analysis Of The Development Of Prenatal Care In The U. S., Kristen Montgomery Phd, Cnm, Aprn, Shelby Greene Bsn, Rn, Lauren Griffin Bsn, Rn, Destiny Lewis Bsn, Rn, Lauryn Lewis Bsn, Rn, Bryleigh Newberry Bsn, Rn, Brittany Scott Bsn, Rn

Epsilon Sigma at-Large Research Conference

Purpose: This paper examines the historical development of prenatal care in the United States, tracing its evolution from informal, home—based management to structured, evidence-based systems that are central to maternal and fetal health.

Aims: The specific aim of this project was to determine how prenatal care evolved in the United States.

Methods: A historical methods approach was used. Historical documents were reviewed using PubMed, CINAHL, and Google Scholar to find relevant resources. Relevant articles were reviewed by the research team and analyzed for components regarding the development of prenatal care. All members of the research team reviewed the articles and …

Historical Development Of Vaccines And The Public's Response, Kristen Montgomery, Samantha Prince Bsn, Rn, Melissa Ealey Bsn, Rn, Jarrad Morelock Bsn, Rn, Shelby Johnson Bsn, Rn, Kokeshia Crosby Bsn, Rn, Stephanies Himes Bsn, Rn, Theresia Hinton Bsn, Rn

Epsilon Sigma at-Large Research Conference

Purpose: Vaccines, which have become one of the most important medical accomplishments in the prevention of communicable diseases, have a history that dates to the use of variolation as early as the 11th century. The purpose of this study is to explore the historical development of vaccines and to determine the characteristics that emerged when new vaccines were developed.

Aims: The specific aim of this study is to understand if all vaccines have been received about the same by the general public or if there are certain different or diverse characteristics associated with the introduction of different vaccines.

Methods: A …

A Systematic Literature Review On Alternative Treatment Modalities In Adults With Treatment Resistant Depression, Brian Miller

Epsilon Sigma at-Large Research Conference

Abstract

            Currently, Psychiatric Mental Health Nurse Practitioners (PMHNPs) often defer to electroconvulsive therapy (ECT) for individuals with TRD who fail to achieve resolution of their disorder. However, many individuals do not meet criteria for ECT or decline the treatment due to side effects and associated risks. To synthesize potential alternative treatments and address the current gap in literature that does not include first-line preferred electroconvulsive therapy (ECT), a systematic literature review was conducted using the Preferred Reporting Items for Systematic reviews and Meta-Analysis (PRISMA 2020). Databases searched for this review included the Cumulative Index to Nursing and Allied Health Literature …

Choreographed Confession: Plath’S Engineered Extremity And Technical Voice, Emma Heagney

Liberty University Research Week

Sylvia Plath’s poetry is frequently interpreted through the framework of confessionalism, encouraging readings that equate emotional extremity with spontaneous self-disclosure and psychological crisis. This presentation challenges that assumption by arguing that the intensity of Plath’s late poetry is not an eruption of uncontrolled feeling but a deliberately engineered aesthetic effect. Drawing on Plath’s journals and letters alongside close readings of poems from Ariel, the project demonstrates that Plath conceived of poetry as a disciplined, technical practice involving control, revision, and precision rather than unmediated expression. Her private writings repeatedly emphasize ordering, manipulation, and the importance of sound, revealing a poet …

“The Inspiration Of Woman’S Genius:” The 1893 Columbian Exposition And Its Recognition Of Women, Olivia Mares

Liberty University Research Week

Women’s history was globally recognized as worthy of note in 1893, and its main representation and voice at the Columbian Exposition belonged to the Board of Lady Managers, which gained surprising respect from many and paved the way for the future of women’s activism, rights, and global representation. This research aims to analyze the scale and impact of the Board of Lady Managers and the work of women on display at a global event. Additionally, this research seeks to deepen our understanding of the beginning of widespread public recognition and appreciation of women’s achievements and history have developed in the …

Mindfulness-Based Therapy For The Treatment Of Anxiety In Adolescents, Alicia Lemaster

Epsilon Sigma at-Large Research Conference

Abstract

Adolescent anxiety disorders represent a significant and growing public health concern, with increasing prevalence and associated functional impairment. Traditional treatments, including cognitive behavioral therapy (CBT) and pharmacologic interventions, are effective but often limited by barriers such as access, stigma, and adherence. Mindfulness-based interventions (MBIs) have emerged as a promising alternative or adjunctive approach to address anxiety symptoms in adolescents. The purpose of this literature review is to evaluate the effectiveness of structured mindfulness-based therapy programs in reducing anxiety symptoms among adolescents compared to usual care. A systematic literature search was conducted using databases including PubMed, CINAHL, and PsycINFO, focusing …

A Systematic Literature Review Examining Suicide Risk Factors In Older Adults, Carolyn Bivens

Epsilon Sigma at-Large Research Conference

Introduction & Background: Suicide in older adults is a increasingly prevalent tragedy worldwide, and rates in North America have uniquely increased over the past two decades. The context of the cultural environment of North America and population-specific factors in the elderly must be explored to protect this vulnerable group.

Purpose Statement Question: In older adults living in North America, what experiences and risk factors influence the development and severity of suicidal thoughts and behaviors?

Literature Review: The Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flowchart guided the search of the Cumulative Index to Nursing and Allied Health Literature …

Postpartum Psychosis Risk In Women With Bipolar Disorder, Rachel R. Lay

Epsilon Sigma at-Large Research Conference

Psychiatric relapse and postpartum psychosis pose vital psychological threats to women with bipolar disorder. The phase after delivery implies a great number of biological, psychological, and social alterations that might predispose to mood fluctuations and extreme psycho-psychiatric behavior. A systematic literature review assessed the recent literature on postpartum relapse risk, contributors, and maternal outcomes in women with bipolar disorder. Systematic search of three electronic databases, CINAHL, PubMed, and PsycINFO, revealed 168 studies dating back to 2022. Title and abstract screening of 124 articles was carried out after elimination of duplicates and other eligibility criteria. Eighteen articles were full-text reviewed, and …

Adolescent Depression, Telepsychiatry, And Access, Dustin Strickland

Epsilon Sigma at-Large Research Conference

Adolescent depression is prevalent, undertreated, and associated with long-term morbidity if left untreated. Several structural barriers impede timely access to specialty mental health care in this age group. Telepsychiatry, including therapist delivered videoconference psychotherapy and internet delivered cognitive behavioral therapies (ICBT) have been developed to expand access and continuity of care for adolescents. This modality, however, has not been thoroughly evaluated to determine the effectiveness of telepsychiatry in improving access to services and its ability to reduce depressive symptoms in adolescence. A structured literature review identified six primary studies and four complementary systematic reviews evaluating this topic. Randomized trials show …

The Mythopoeic Translator In Peter Jackson’S The Fellowship Of The Ring, Alyssa Johnson

Liberty University Research Week

Peter Jackson's "The Lord of the Rings" films are beloved by Tolkien fans around the world. But do they hold true to Tolkien's original vision for the stories? This presentation aims to discuss the mythopoeic elements in Tolkien's books and the way that the films follow those elements through the only thing that films can have that books cannot: music. Howard Shore's film score for "The Lord of the Rings" carries the movies across the divide created by transferring a story from paper to screen. The score creates a sense of wonder and mythopoeia in the viewers that returns beautifully …

Building The Nursing Leadership Pipeline: Outcomes Of A Statewide Emerging Nurse Leader Fellowhip, Kathleen Kinser Dnp, Aprn, Belinda J. Fleming Phd, Christie Manasco Phd, Monaco M. Briggs Edd, Yan Cao Phd, Jennifer Hitt Phd

Epsilon Sigma at-Large Research Conference

Healthcare systems increasingly require skilled nurse leaders to address workforce shortages, quality improvement demands, and complex care environments. However, many nurses transition into leadership roles without formal preparation. In this quality improvement project, nurse scientists Kathleen Kinser DNP; Belinda Fleming, PhD; and Christie Manasco, PhD, from the Tennessee Center for Nursing Advancement (TCNA) evaluated outcomes of the Emerging Nurse Leader Fellowship developed to strengthen foundational leadership competencies among novice nurse leaders. Guided by transformational leadership theory, the fellowship was a statewide, cohort-based, instructor-led, asynchronous online program emphasizing practical leadership development and application in clinical settings. Two cohorts participated and completed …

An Unfaltering Step To The End: An Analysis Of Virginia Governor James L. Kemper's Veto Of The 1874 Petersburg Charter, Chandler Lilley

Liberty University Research Week

No abstract provided.

Effect Of In-Utero Exposure To A Western-Style Diet On Testis Development, Alexa Ashby, Colton Fitzgerald, Kaylee Vis, Madison Ashby, Marisa Halsey, Nathan Malina, Ryan Anderson

Liberty University Research Week

The increase in western-style dietary patterns has led to an increase in obesity prevalence and its associated comorbidities. Specifically, researchers have found that obesity due to western-style diet (WSD) is negatively correlated with reproductive health in men. This study investigated the effects of inutero exposure to a WSD on testis development, specifically of 12- week-old mice (young adult C57Bl/6J). We hypothesized that in-utero exposure to a WSD would negatively impact testis development and function in male offspring. Using histological hematoxylin and eosin staining and immunohistochemistry method, we examined spermatogenesis in seminiferous tubules, anti-Mullerian hormone (AMH) production by Sertoli cells, and …

Authentic Vs. Artificial Intelligence: The Effect Of Generative Ai On Users’ Brains, Ivy Rath

Liberty University Research Week

Currently, research on generative AI's effect on the brains of those who use it is sparse. However, cognitive offloading, or the outsourcing of intellectual processes to technology or other people, is a well-known neurological phenomenon, and it is through cognitive offloading that we may begin to understand how generative AI affects mental processes. Cognitive offloading occurs frequently, and common examples include using a calculator, GPS, or driver-assist functions. Now, generative AI offers users a far more pervasive kind of cognitive offloading, in that entire mental processes once unique to human minds (such as problem-solving) may now be replicated and supplanted …

Quantifying Neuropathy With Von Frey Filaments In Mice: Novel Neuropathic Pain Animal Model, Maggie Milhorne

Liberty University Research Week

Neuropathic pain is a chronic pain condition resulting from damage to the nervous system which does not respond to current pharmacological treatments. Previous research in rats has demonstrated that formalin injections can induce chronic pain states and molecular changes within the spinal cord comparable to those of the spinal nerve ligation (SNL), an established surgical model of neuropathic pain. This study aimed to determine whether a subcutaneous injection of 5% formalin is sufficient to induce chronic pain in mice, providing a simple and less invasive model to study chronic pain mechanisms. Mechanical pain sensitivity is assessed using the von Frey …

Regulation Of Glut5 Expression And Fructose Uptake By Heat Stress And Pro-Inflammatory Cytokines In Enterocytes, Landri Shope, Gretchka Mair

Liberty University Research Week

Diabetes is an escalating global health concern, affecting 11.1% of the adult population worldwide, with over 90% of cases classified as type 2 diabetes mellitus (T2DM) (Facts & Figures., n.d.). T2DM is characterized by chronic fasting hyperglycemia and is increasingly associated with alterations in the gut microbiome. This study tests the hypothesis that heat stress, a gut dysbiosis-associated stressor, will upregulate the fructose transporter GLUT5 in enterocytes. Increased GLUT5 expression may enhance intestinal fructose uptake, thereby contributing to worsened glycemic control in T2DM. While the mechanism linking inflammation and impaired glucose homeostasis remains elusive, emerging evidence supports strong associations among …

Forensic Differentiation Of Canine Hair, Allison Kelley

Liberty University Research Week

The goal of this research is to determine whether the characteristics of dog hair can effectively differentiate between canine breeds, which is important for forensic applications. While there is extensive literature on human hair analysis, there is not much to be found on canine hair, although dogs are present at many crime scenes. This research ultimately aims to gather sufficient data on a wide range of dog breeds to compile a comprehensive database to identify differences in dog hair, contributing to the discipline of trace evidence hair analysis within forensic science. The central hypothesis in this study is that specific …