Digital Commons Network^™

Feasibility-Aware Deep Reinforcement Learning For Sustainable Timber Procurement Under Hurricane Demand Uncertainty, Jarod Wright

Theses and Dissertations

The timber supply chain connects landowners and mills to provide wood products but faces challenges from stochastic demand, seasonal variations, and disruptions such as hurricanes. Fur- thermore, sustainability concerns like transportation emissions create trade-offs in procurement. This study proposes a feasibility-aware Deep Reinforcement Learning framework for sustainable timber procurement and inventory control under joint demand–hurricane uncertainty. We develop a stochastic mathematical model capturing mill-landowner interactions, seasonal demand, hurricane- driven pricing, and carbon emissions. The problem is formulated as a constrained Markov decision process and solved using Proximal Policy Optimization with a feasibility-enforcing layer. A Mississippi-based case study with 2,100 landowners …

Labeling And Describing Objects In A Photogrammetry-Based 3d Environment Using Computer Vision And Artificial Intelligence, Colin Donald Moschella

Capstone Projects

Cataloging and digitizing the objects inside a building manually is a task that is often impractical at scale. This project therefore automates the process, using a custom-made system. Using a photogrammetry-based 3D reconstruction of a room, this system is applied to sequences of 2D images used to make the 3D models. The system applies object detection, image segmentation, and image-text models to identify and describe objects, using CNN based models such as YOLO and OpenCLIP. Each analyzed object is then stored in a structured database with spatial coordinates from the 3D scanning, descriptive attributes from the image-text models, and other …

Mississippi Early Childhood Math Resource Guide: Supporting Mathematical Development From Birth Through Age Eight, Melissa Luckett, Systems Change Lab, Mississippi State University, Social Science Research Center, Mississippi State University

Books

The Mississippi Early Childhood Math Resource Guide is a comprehensive, research-informed digital publication designed to support the development of foundational mathematical skills in children from birth through age eight. Developed by the Systems Change Lab at Mississippi State University's Social Science Research Center, the guide translates evidence-based early mathematics concepts into practical, accessible strategies for educators, families, and caregivers. 

Organized by developmental stages, the guide integrates learning domains, age-appropriate math skills, and everyday instructional practices to promote the use of "math talk" and embedded learning opportunities across settings. It incorporates activities, instructional strategies, and resources aligned to support both formal …

Utilizing Brain Computer Interfaces That Interact With A Virtual Keyboard, Skye Lilienthal

Honors Theses

A brain-computer interface (BCI) can allow someone to utilize electrical signals in their brain to complete tasks using a computer. BCIs can help people take advantage of technology to type without the need for a traditional keyboard setup. This paper used the OpenBCI Mark IV to test the effectiveness of non-invasive BCIs with dry electrodes within the OpenViBE P300 Speller. This paper shows how to use the P300 speller through a setup pipeline. Results indicate that electrode placement affects P300 accuracy and that areas related to visual processing improve accuracy, suggesting that P300 signals can be detected within OpenBCI Mark …

A Low-Cost Motion Classification System For A Stuffed Animal Using An Imu And Machine Learning, Rachel N. Guynes

Honors Theses

One of the many fields that has seen the integration of robots is therapy. Zoomorphic robots (ZR) are designed to look and behave like animals to assist in Animal Assisted Therapy (AAT) practices. Studies show that ZRs can provide benefits similar to working with an actual animal; however, their high cost limits their accessibility. This thesis documents the process of building a real-time, low-cost motion classification system that can be attached to a stuffed animal to make it more interactive. Using a Random Forest (RF) classifier, the system identifies movements with approximately 81.67% accuracy.

Dementia Detection In Low-Resource Languages: Evaluating Translation-Assisted Transfer Learning For Multilingual Clinical Assessment, Kylar A. Deloach

Honors Theses

Alzheimer's disease (AD) is a growing global health concern, with millions of people affected worldwide and cases expected to rise significantly in the coming decades. Early detection is critical for patient treatment and care, and recent advances in natural language processing (NLP) have shown promise in identifying linguistic markers associated with AD. However, most existing work has focused on English, leaving speakers of other languages with limited access to such tools. This study investigates how effective AD detection models trained on English data are at transferring to Greek, a low-resource language with limited dementia-related speech data available. We propose a …

Discovering The Genetics Underlying Speciation Traits In Heuchera (Coral Bells), Tajinder Singh

Honors Theses

Hybridization is a key evolutionary mechanism for generating biological diversity, ultimately shaping diversification and adaptation of plant lineages in natural and agroecosystems.  Our understanding of the frequency, distribution, and significance of hybridization is rapidly increasing, but the external driving forces that dictate why certain species hybridize, and others do not remain obscure. The physical traits that shape gene flow and trait sharing among species are likely to be among the key factors that directly control hybridization. Gene flow in most plants is mediated by pollinating insects and thus by pollination syndromes, which are suites of floral traits that have evolved …

The Catalan-Speaking Linguistic Landscape Of Spain: A Comparative Analysis Of Commercial Signage In Barcelona, Valencia, And Palma De Mallorca, Kyle Reasons

Honors Theses

The present study is a linguistic landscape of the Catalan-speaking region of Spain. Linguistic landscaping is a relatively new survey technique in the world of linguistics first developed in a study by Landry & Bourhis (1997) and has a focus on addressing the languages present on various forms of signage within a given area. Catalan is a Romance language with approximately 9 million speakers where it is recognized as a co-official language in 3 communities included in this study (the Balearic Islands, Catalonia, and the Valencian Community). This study looks at 3 cities in Spain (Barcelona, Valencia, and Palma de …

Emotion Regulation And Autism: A Literature Review, Quinn Bethea

Honors Theses

This comprehensive literature review investigates the increasing research on emotional regulation and autism, as well as the effect they have on each other.

The literature search was conducted using databases such as Google Scholar, National Institute of Health, and the Mississippi State Library. The inclusion criteria focused on studies that examined emotion regulation, autism, or the impact of emotion regulation and autism on each other.

The review accomplished several points. First, it defined what autism is, and it defined what emotion regulation is. Second, it examined how autism and emotion regulation, or dysregulation, affect each other. Third, it brought attention …

Development Of A Preclinical Model That Can Be Used To Test Novel Therapeutics For The Treatment Of Mild And Moderate Traumatic Brain Injury, Hayden Anderson

Honors Theses

Traumatic Brain Injury (TBI) occurs when a foreign object induces damage to the skull and brain through a forceful blow or whiplash. It is one of the most frequent injuries in the United States, with approximately 250,000 cases of different levels occurring annually. It is well known that severe TBIs can result in persistent physical, cognitive, and socioeconomic consequences and the timing of treatment following this injury can play a critical role in the ultimate outcome. It would be beneficial to develop a safe therapeutic that could be administered rapidly after impact and improve the recovery of the patient. However, …

A Treatise On Tool Development: The Arthroscope’S Cultural, Technological, And Metascientific Translation, Montgomery F. Waterer

Honors Theses

The arthroscope was a revolutionary development in the fields of medicine, engineering, and ethics. There are many valuable lessons to be learned from the story of its development and translation that are relevant to the future of medicine and society. Beginning with a brief description of the tool’s design, this paper will examine a period within the history of the arthroscope. This window contains multiple innovators and ends with the life and work of Dr. Robert Jackson. In examining the relevant historical facts of its development, this paper will then briefly address the importance of sports medicine in the development …

Careers In A Box: A Promising Career Exploration Curriculum For Rural Youth, Kristine M. Ramsay-Seaner, Amber Letcher, Elizabeth Koob, Meagan Scott Hoffman, Laura Hasselquist

The Rural Educator

This article highlights a career exploration curriculum that was developed to support the vocational guidance needs of school counselors working in six rural, high-need communities in North Dakota and South Dakota. Based on social cognitive career theory, Careers in a Box was created to bridge existing gaps in career exploration curricula for rural middle school youth. This grab-and-go curriculum introduces participants to specific careers across the spectrum of food, agriculture, natural resources, and human sciences and provides them with hands-on activities associated with these careers. While program evaluation is ongoing, preliminary results indicate an associated increase in personal resilience in …

Evaluating A Research Experience For Teachers: Benefits And Challenges For Summer Stem Professional Development, Mark T. Felts, Darcy Tessman, Emily Simpson, Mark Nanny

The Rural Educator

This focus group study examined the participant motivation for and potential impact of the Research Experience for Teachers (RET) program on rural STEM educators. Due to geographic isolation and low wages in rural areas, STEM teachers often engage in summer work, which provides practical, real-world applications of STEM principles and enhances instructional methods during the school year. By fostering university partnerships and providing summer research opportunities, RET aligns with the National Rural Research Agenda’s (NREA) priorities of enhancing community relationships and bolstering teacher preparation, recruitment, and retention. Findings indicate that participation in RET boosts teachers’ curricular skills, professional networks, and …

Outdoor Learning In Rural Schools: Lessons From A Positive Outlier Case Study, Lauren E. Jacobs, Christiaan G. Abildso, Adam J. Daigneault, Jessica E. Leahy, Christopher J. Nightingale

The Rural Educator

This study explored the barriers and facilitators to outdoor learning and outdoor activities in a small K–12 case school in rural Maine. The case school was a positive outlier (PO), providing significant outdoor learning and activity opportunities to all students during the school day. Outdoor learning and outdoor pursuits in school settings can increase student physical activity, provide opportunities for students to reap the mental and emotional benefits from time in nature, and help them make important connections to local culture. The positive outlier methodological approach sought to uncover reasons for the case school’s PO status and find practical strategies …

Application Of The Multi-Theory Model To Determine Predictors Of Initiating And Sustaining Stress Management Behaviors In Undergraduate College Students, Bishoy T. Samuel, Joshua Mann, Michael Welsch, Manoj Sharma, Vinayak K. Nahar

Journal of Public Health in the Deep South

Background: Undergraduate college students face stress and concomitant mental health issues that can be mitigated by proper stress management behavior.

Purpose: This article examines the multi-theory model (MTM) of health behavior as a predictor of change in the primary outcomes of initiation and sustenance of relaxation-seeking behavior in undergraduate college students for the purposes of stress mitigation. The two main research hypotheses tested were that (a) participatory dialogue, behavioral confidence, and change in physical environment have statistically significant effects on initiation of behavioral change, and (b) emotional transformation, practice for change, and change in social environment have statistically significant effects …

Farmers Markets And Produce Purchasing Behaviors Among University Faculty And Staff, Kritika Gupta, Laurel Lambert, Jangwoo Jo, Selby Rebecca Entrekin, Georgianna Mann

Journal of Public Health in the Deep South

Background: This study explores produce purchasing criteria (PPC) and produce purchasing frequency (PPF) among university faculty and staff, a population often underrepresented in dietary behavior research.

Purpose: To identify distinct PPC profiles among university faculty and staff and examine how these profiles are associated with PPF and farmers market usage, while also assessing the role of demographic and behavioral factors in shaping these relationships.

Methods: Using a 29-item online survey administered to faculty and staff at a southern United States university (N = 175), three distinct PPC clusters were identified: health/label conscious, utilitarian, and no-specified-criteria consumers. Statistical analyses — including …

Telemedicine Kiosks: Can Technology Solve Rural Mississippi's Healthcare Crisis?, Babu George, Martha Ravola

Journal of Public Health in the Deep South

Background: Mississippi’s rural counties face hospital gaps, clinician shortages, and limited broadband/device access that collectively delay care and constrain telehealth uptake.

Purpose: This paper assesses whether telemedicine kiosks can improve rural healthcare access in Mississippi while also supporting viable local entrepreneurship and community development.

Methods: A conceptual, policy-and-market analysis integrated narrative literature synthesis, secondary data and policy review, and 5-year financial modeling under two cost-allocation scenarios: an Operator Model (subscription fees covered by partners/grants) and a Network Model (subscription fees borne by the kiosk operator).

Results: Kiosks with embedded connectivity and diagnostic peripherals can deliver device-independent virtual care and directly …

Supplemental Data For Gulf Coast Walleye Edna Survey, Kevin W. Jones

Research Data

This file contains the full eDNA collection and amplification dataset for:

Jones, K.W. (2026). Development and application of an eDNA protocol for the detection of Gulf Coast Walleye (Sander vitreus) in Mississippi [Thesis submitted for publication]. Department of Wildlife, Fisheries, and Aquaculture, Mississippi State University.

School Climate As Primary Prevention: Mental Health And Violence Outcomes Among Lgbtq+ Youth In The U.S. South (2015–2024), Latarsha H. Michael, Brieah D. Hudson, Kenya T. Horne

Journal of Public Health in the Deep South

Lesbian, gay, bisexual, transgender, queer, and other sexual and gender minority (LGBTQ+) adolescents in the U.S. South experience disproportionately high rates of bullying, discrimination, depression, and suicidality. Supportive and inclusive school climates are identified as key protective factors that can mitigate these risks and function as primary prevention against violence. This systematic narrative review synthesizes peer-reviewed research and high-quality survey reports published between 2015 and 2024 that assess school climate, mental health, and violence-related outcomes among LGBTQ+ youth with representation from Southern states, including Mississippi, Alabama, and Louisiana. Following Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, 1,167 records …

Violence And Abuse Against Adult Stroke Survivors In The Deep South: Epidemiology, Risk, And Public Health Responses, Dawn S. Mclendon, Shaneka S. Patterson, Shreyas Gangadhara

Journal of Public Health in the Deep South

Adults living with neurologic disability, particularly stroke survivors, face disproportionately high rates of violence and abuse. This vulnerability is amplified in the Deep South due to elevated stroke burden, structural disadvantage, and persistent community-level disparities in both violence and health care access. We conducted a narrative review of peer-reviewed literature indexed in PubMed, along with relevant surveillance and policy reports, to synthesize current evidence on the burden, patterns, risk factors, and prevention opportunities related to violence among adult stroke survivors. The review focused on elder mistreatment, intimate partner violence, sexual violence, caregiver abuse and neglect, and financial exploitation. Findings indicate …

Socioeconomic Factors Affecting Length Of Hospital Stay And Discharge Disposition Among Male And Female Gunshot Injury Patients In Jackson, Mississippi., Okechukwu Erinne, Deanna Howington, Sarah Mcgraw, Jonathan B. Lowrie, Matthew Kutcher, Alyscia Severance, Masoumeh Karimi, Leila Seidfaraji, Lei Zhang

Journal of Public Health in the Deep South

Background: Gun violence remains a public health concern in the United States, with Jackson, Mississippi, ranking among the highest in gun violence rates. Understanding how sociodemographic factors influence clinical outcomes is essential for improving care delivery and resource allocation. 

Purpose: This study examined the association between age, education, employment, and insurance status with hospital length of stay (HLOS) and discharge disposition among adult male and female firearm injury patients residing in Jackson, Mississippi.

Methods: Data were obtained from the electronic health records of adults (≥ 18 years) presenting to the University of Mississippi Medical Center emergency department …

A Secondary Analysis Of Mississippi Domestic Violence Trends From 2019 To September 2025 Based On The Trace Atlas Of Gun Violence Archives, Lashanda D. Brumfield, Bernice Akinwande, Vickie Blakely Reed, Traci Hayes, Tanya Funchess

Journal of Public Health in the Deep South

Abstract

Background: Domestic violence remains one of the most heartbreaking yet overlooked public health challenges across the Deep South. Prevention programs and effective policies addressing domestic violence issues must be driven by translatable, applicable, and reliable data in order to see outcome-driven results. Purpose: The objective was to identify temporal, regional, and city-level patterns in the frequency and severity of domestic violence gun incidents. Methods: This study presents a secondary analysis of domestic violence gun incidents in Mississippi from January 2019 to September 2025. To examine geographic distribution, incidents were aggregated at the regional level: Central, Northeast, Northwest, Southwest, …

Demographic, Circumstantial, And Geographic Patterns Of Firearm-Related Homicides And Suicides In Mississippi, 2021-2023, Zhou Fang, Utsav Nandi, Cerissa Eubanks Neely, Lei Zhang

Journal of Public Health in the Deep South

Background: Firearm violence ranks among the leading causes of death in Mississippi. Understanding its demographic, circumstantial, and geographic patterns is essential to inform prevention efforts.

Purpose: To describe demographic, circumstantial, and geographic patterns of firearm-related homicides and suicides in Mississippi during 2021–2023 using Mississippi Violent Death Reporting System (MSVDRS) data.

Methods: Percentages and crude rates of firearm-related homicides and suicides were analyzed by demographic characteristics for 2021–2023. z tests assessed rate differences between years. Chi-square (χ²) tests compared proportions of decedents with specified precipitating circumstances for 2022 versus 2021 and 2023 versus 2021. County-level crude rates were mapped to visualize …

“I’M Going To Get Help”: Violence Prevention And Response Assessment In Higher Education, Leah B.P. Pylate, Lindsey D. Knight, Sristi Subedi, Earnestine Y. Roby

Journal of Public Health in the Deep South

Background: College-age students are at risk for violence, and these victimizations can affect academic performance and outcomes.

Purpose: The purpose of the current project was to gather information about violence prevention and response in higher education to inform resources and programming delivered to students through an institutional office in the Division of Student Affairs.

Methods: The project was guided by a social-ecological framework. Seven focus groups were conducted with 31 students.

Results: Students identified key issues affecting violence prevention, including personal and relational barriers; limited awareness and access to campus resources; emotional and mental health impacts; and the need for …

Training Mississippi Providers To Address Intimate Partner Violence In Maternal Care: Pilot Outcomes From The Simm Initiative, Xiaoshan Z. Gordy, Catherine Poehling, Saijun Zhang, Chinedu Chukwu, Jerome R. Kolbo, Masoumeh Karimi, Matthew Morris, Andrew Voluse, Erin Dehon, Michelle Brassfield, Danielle Lahn, Lisa Slade, Deanna Howington, Kathleen Rhodes, Tearsenee Davis, Sonja Fuqua, Lei Zhang

Journal of Public Health in the Deep South

No abstract provided.

Bridging Ipv And Sud For Pregnant And Postpartum Women: A Case Report Of Interdisciplinary Programming In Mississippi, Catherine Poehling, Masoumeh Karimi, Chinedu Chukwu, Jerome R. Kolbo, Xiaoshan Gordy, Saijun Zhang, Matthew Morris, Andrew Voluse, Erin Dehon, Michelle Brassfield, Danielle Lahn, Lisa Slade, Deanna Howington, Kathleen Rhodes, Tearsanee Davis, Sonja Fuqua, Mary M. Wesley, Lei Zhang

Journal of Public Health in the Deep South

Lesbian, gay, bisexual, transgender, queer, and other sexual and gender minority (LGBTQ+) adolescents in the U.S. South experience disproportionately high rates of bullying, discrimination, depression, and suicidality. Supportive and inclusive school climates are identified as key protective factors that can mitigate these risks and function as primary prevention against violence. This systematic narrative review synthesizes peer-reviewed research and high-quality survey reports published between 2015 and 2024 that assess school climate, mental health, and violence-related outcomes among LGBTQ+ youth with representation from Southern states, including Mississippi, Alabama, and Louisiana. Following Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines, 1,167 records …

Linking Local Ecological Knowledge And Management Perspectives On Oyster Predation In Mississippi And Alabama, Cynthia Lupton, Eric Sparks, Mark Woodrey, James M. Drymon, Nigel Temple, Steven Scyphers

Research Data

Eastern oysters (Crassostrea virginica) provide critical ecosystem services, yet populations along the northern Gulf Coast are declining due to environmental stressors, such as water quality issues and predation. To evaluate how threats to oysters are perceived across stakeholder groups, we surveyed oyster Farmers and Resource professionals in Mississippi and Alabama about predator impacts, seasonal patterns, and mitigation strategies. Survey responses (n = 21) were analyzed using descriptive statistics, Fisher’s Exact tests, Mann–Whitney U tests, and t-tests. Farmers and Resource professionals identified multiple predators as important sources of mortality, but their relative rankings differed across groups. Resource professionals consistently viewed southern …

“Oh! It’S Fine, We’Re Not Even Counting This Anyways”: Remote Educational Experiences Of Rural Families With A Child With A Disability During The Early Covid-19 Pandemic, Andrew M. Colombo-Dougovito, A. Josephine Blagrave, Aubrey Newland

The Rural Educator

Disparities in rural areas regarding technology, internet access, and higher teacher turnover were amplified as a plurality of schools across the US moved to remote instruction in early 2020 as a response to the COVID-19 pandemic. While rural communities often show a greater resiliency and resourcefulness in the face of tragedy than their (typically) more affluent suburban or urban neighbors, regardless of location, the needs of children receiving educational accommodations are often not met effectively or are ignored altogether. To understand if those educational needs were met for rural families early in the COVID-19 pandemic, an exploratory descriptive qualitative approach …

Challenges To Equity Leadership: Rural Leadership For Marginalized Students, Alex N. Oldham

The Rural Educator

This study examines the challenges and importance of equity-oriented leadership in rural schools. Equity, as opposed to equality, involves providing all students with the resources and support they need to succeed. Research indicates that equity-oriented leadership is crucial for creating positive school climates and improving student outcomes. However, implementing equity-oriented leadership in rural schools can be particularly challenging due to contextual factors and potential resistance from communities with differing values. The study explores the challenges and benefits of equity-oriented leadership in rural schools. While some principals express a desire to lead equitably and implement various initiatives to promote positive outcomes …

From Classroom To Field: Rural Teachers’ Integration Of Science And The Outdoors, Steph N. Dean, Julianne A. Wenner

The Rural Educator

This study explored how rural educators in the US use outdoor environments to enhance science instruction, addressing the educational marginalization of rural students. Using rural cultural wealth as a theoretical framework, we investigated how rural teachers integrate local nature-based resources and students’ out-of-school experiences into science learning. We conducted interviews and observations with rural teachers, using reflexive thematic analysis as our qualitative approach. Three key themes emerged that highlight the ways our participants use the outdoor environment to teach science: (a) harness rural community partnerships, (b) engage students through relational teaching, and (c) design learning opportunities that honor students as …