Digital Commons Network^™

Pipeline Corrosion And Relevant Microbial Influence, Renee E. Bamberger

Williams Honors College, Honors Research Projects

This study investigated the role of microbial activity and oxygen availability in the corrosion of carbon steel pipelines with a focus on microbially influenced corrosion (MIC). Sediment collected from Old Woman Creek, Ohio, was used to simulate natural soil conditions, and carbon steel coupons were incubated under four treatments: nonsterile oxic, nonsterile anoxic, autoclaved oxic, and autoclaved anoxic over 85 days. Corrosion was assessed through mass loss measurements and the analysis of pH, sulfate, chloride, and dissolved iron concentrations. The greatest mass loss was observed in autoclaved oxic conditions, contrary to the initial hypothesis that microbial activity would greatly enhance …

High School Students’ Uses Of Ai In The Writing Process: A Qualitative Study, Sydney S. Thomas

Williams Honors College, Honors Research Projects

The purpose of this Honors Research Project was to examine how Artificial Intelligence (AI) impacts the quality of student writing and to provide educators with insight into how AI-assisted work may differ from independently produced writing. This study includes a review of current literature on the growing use of AI in education, along with concerns related to student dependence and the limitations of AI-detection software. Anonymous archived student writing samples were then analyzed using a researcher-developed rubric that measured grammatical accuracy, sentence complexity, vocabulary, organization, use of evidence, and voice/originality. Results showed that AI-assisted writing consistently performed strongly in grammatical …

A Look Deeper Into Ohio’S Opioid Crisis And The Lasting Political Effects Of The Issue, Robert C. Dunn

Williams Honors College, Honors Research Projects

This research studies how the opioid crisis deepened partisan divisions in Ohio from the late 1990s to the present. By investigating political responses from both policy-makers and voter behavior following the introduction of OxyContin. This study will focus on the relationship between addiction and overdose rates, which influences those ideological divides. Using qualitative research, such as political rhetoric and legislative responses, and quantitative research, such as election results, to find a correlation between the opioid crisis and partisan polarization. This project aims to highlight how politically motivated decision-making can prevent proper bipartisan responses.

Network Merge, Alexander York

Williams Honors College, Honors Research Projects

This project will be simulating the merge of two company's networks. Company A will contain two sties connected with a VPN, and will extend this VPN to one site for Company B. This project will focus on researching how merging a network works, how routes are commonly redistributed across different routing protocols, and how each site can run their own but link servers(DHCP, DNS, etc.). Both sites will be secured from both outside and inside attacks through passwords and other network security features such as VLANs & BPDU Guard.

The Influence Of Familial Substance Use Disorder On Perceptions And Attitudes Towards Substance Use Disorders And Participant Substance Use Behavior Among Emerging Adults, Elijah M. Lefeld, Jennifer Stanley

Williams Honors College, Honors Research Projects

This research project explores how the lived experience of having an immediate family member with a substance use disorder (SUD) influences a person’s perceptions, attitudes, and behaviors related to substance use. Rather than focusing on the individual diagnosed with SUD, the study examines the reciprocal impact on family members within the social subsystem. Using a quasi-experimental design, the project will compare participant responses using with and without a familial connection to SUD. Data will be collected through Qualtrics surveys distributed via SONA. These measures will record demographic information, personal substance use habits, attitudes toward addiction, perception of substance use disorders, …

Designing Classroom Routines To Reduce Math Anxiety: A Growth Mindset And Productive Struggle Toolkit For Middle Schoolers, Heather Carey

Williams Honors College, Honors Research Projects

Math anxiety is an evident barrier to the success of students in middle school mathematics which often leads to decreased confidence, lower achievement overall, and avoidance of more challenging tasks. Research in mathematics education advocates that the instructional approaches that are more grounded in growth mindset and productive struggle can positively influence students’ attitudes toward learning and their engagement with solving more complex problems.

This project examines how researched-based strategies can be rendered into practical classroom applications. Using a qualitative design-based approach, this study integrates math anxiety, growth mindset, and productive struggle existing literature to inform the development of instructional …

Morphological Variation Of The Clavicular Rhomboid Fossa: Bilateral Asymmetry, Sexual Dimorphism, And Environmental Influences, Michaela Tucker, Skylar Hall

Williams Honors College, Honors Research Projects

Morphological variation on the clavicle, specifically the rhomboid fossa, may be impacted by age, sex, laterality, and mechanical stress. Occupational stress and loading conditions lead to bone remodeling and adaptation to change, altering the costoclavicular ligament site. A sample of 94 bilateral clavicles from individuals ages 16-40 years was analyzed using computer tomography (CT) and 3-dimensional reconstruction. Clavicles were categorized into five groups: flat, smooth, elevated, depressed, and pitted. Chi-squared analyses were used to test associations between morphology and age, side, and history of strenuous lifting. Significant differences were observed between class and sex for the leftsided clavicle group. Female …

An Exploration Of The Status And Legacy Of The Latin Language, Jean M. Allison

Williams Honors College, Honors Research Projects

The Latin language, widely referred to as a "dead language," has historically held a great influence throughout various cultures and dialects, still holding some of this importance in the contemporary world. This project intends to explore these influences, both modern and historical, as well as how the language is now considered dead. A variety of written material spanning several centuries will be utilized to examine these aspects of the project posed within the presented overarching theme. All of the relevant information from these texts will ultimately be summarized and critically detailed within a written report that displays the findings of …

Analyzing Network Traffic Utilizing Aws Developer Tools And Artificial Intelligence, Michael K. Spatafore

Williams Honors College, Honors Research Projects

Alert fatigue occurs during long hour shifts and high stress situations. Constant notifications and on-call shifts can create overstimulation and desensitization, which leads to delay responses and increased vulnerability. Malicious actors have weaponized alert fatigue by storming a network with a vast number of low-priority events to mask their malicious activity, also known as alert storming. This project focuses on the reduction of alert fatigue by automating log analysis with Large Language Models. The project uses Amazon Web Service and its many features, such as Amazon GuardDuty, Lambda, and Bedrock. Amazon GuardDuty detects anomalies, then lambda sends those anomalies to …

Secure The Database: A Red Team, Blue Team Analysis Of Sql Injection, Andrew N. Miller

Williams Honors College, Honors Research Projects

SQL injection (SQLi) attacks are a type of cyberattack that seeks to bypass website logins and gain entry to sensitive information. These pose a significant danger to organizations holding confidential user information. Personally Identifiable Information (PII) like physical addresses, emails, phone numbers, social security numbers are at risk of theft. Login credentials like usernames, passwords, and other sensitive information like financial details and social security numbers are also exposed through SQLi attacks. SQLi attacks harm the confidentiality, integrity, and availability of people’s identity. Additionally, data breaches that reach public battention harm the reputation and trust of organizations. SQLi attacks rank …

Optimized Returning Floating System (Orfs/Orfeus), Jordan A. Mcclelland, Adam J. Belluardo

Williams Honors College, Honors Research Projects

We are developing a proof-of-concept modified guitar tremolo system for an electric guitar that can automatically optimize tuning adjustments when a player transitions between tuning schemes using a cam system. Currently, changing tunings takes about 10–15 minutes because adjusting the tension on one string affects the tension of the others. Our design aims to compensate for these interactions and significantly reduce the time required to switch tunings.

Large Telescope Mount For Long Exposure Photos, Payne M. Landis, Anna J. Gray

Williams Honors College, Honors Research Projects

When viewing the stars through a telescope, it is common that the object you are viewing drifts out of view. Many amateur astronomers seek to capture long exposure images of the stars, planets, and galaxies with commercially available sky tracking telescope mounts. The complication is that these telescope mounts are both incredibly expensive and have low weight limits. These issues limit accessibility to these products based on the telescope. For each person, telescope parameters determine the amount of light and magnification that can be viewed, which then determines exposures time for adequate photo results. The options on the market for …

Thermal Radiation Effects On Particles From Plasma Arc Radiation, Reece Davis, Joseph Mcgee

Williams Honors College, Honors Research Projects

Understanding the radiation heating and transport of both microparticles and nanoparticles is a phenomenon that is critical for both space and Earth sciences. In space, these particles are heated by plasma arcs within ionized space clouds or solar flares and can be present the path of deep space missions and orbital satellites. While on Earth, processes such as forest fires, nuclear fusion, and microchip manufacturing include the plasma arc heating of particles. These particles lay within the Mie Scattering Regime and Rayleigh Scattering Regime and emit radiation differently based on their diameter. New mathematical and computational modeling has been conducted …

Dashboard And Racing Telemetry, Cole Barach, Jacob Koshel, Ethan Zifzal, Matthew Sullivan

Williams Honors College, Honors Research Projects

The main goal of the project is to design and manufacture a combined dashboard and data logger for the vehicles produced by the Zips Racing design team. The dashboard will intuitively display real-time information to the driver and record all received information while driving. This information may be pulled off the device later for performing data analysis. This project will incorporate custom PCB design, surface mount soldering, embedded software development, and the CAN communication protocol.

Akron Soap Box Derby Super Kids Car, Alexis Schultz, Cooper Sites, Sean Stevenson

Williams Honors College, Honors Research Projects

This project aims to redesign the All-American Soap Box Derby Super Kids vehicle to enhance safety, accessibility, and performance while maintaining full compliance with official regulations. The Super Kids program enables children with physical and cognitive disabilities to race alongside a co-pilot, but the current vehicle design presents challenges in stability, entry/exit accessibility, and control—especially following recent regulation changes that increased vehicle speed. The redesigned car will focus on improved ergonomics, lightweight construction, and structural integrity within a $1,000 budget and a 165 lb weight limit.

An iterative engineering design process will guide the project through research, CAD modeling, FEA …

Aquaflow Pro, Ashton Henley, Jeannie Fritz, Khalin Rubbo

Williams Honors College, Honors Research Projects

Changing aquarium water is a hassle, and when done incorrectly, it will result in changes in water quality and potential harm to aquatic life. Aquarium water changes are crucial in removing toxins such as ammonia, nitrites, and nitrates. There is a need for an automated, stressless fish tank water-changing solution that ensures aquatic safety. To this end, an automatic temperature-controlled fish tank water changing system was designed, carrying out a water change for a designated main tank in which water heated within an inbound reservoir is pumped into the tank to replace the outbound water, responding to both the tank’s …

Computer-Aided Molecular Design To Identify More Environmentally Friendly Pfas, Melvin M. Keita

Williams Honors College, Honors Research Projects

The goal of this project is to inversely design alternatives to per- and polyfluoroalkyl substances (PFAS) using Computer-Aided Molecular Design (CAMD). PFAS, also described as “forever chemicals”, have been used in industry and consumer products since the 1940s. PFAS can be found in drinking water, food, food packaging, waste sites, and other sources. Exposure to different PFAS can lead to increased risks of some cancers, immune effects, and reproductive effects. Pulling from existing data, this project will use quantitative structure-property relationships (QSPRs) to design PFAS alternatives that possess optimal properties to prevent adsorption into drinking water and other potential sources …

Predictive Structural Modeling In Ansys And Destructive Testing For Composite Structures, Dylan Matthews, Grant Abraham, Andrew Raineri

Williams Honors College, Honors Research Projects

Composite structures are central to the performance and reliability of Zips Racing’s Formula SAE vehicles, yet the team currently relies on historical data and partially unvalidated assumptions when selecting carbon fiber layups. This project aims to establish a quantitative, experimentally validated framework for designing composite components through the integration of simulation modeling, physical fabrication, and destructive mechanical testing. Analytical laminate theory models developed in MATLAB and laminate simulations created in Ansys ACP will be used to predict stiffness, strength, and failure characteristics for a range of candidate layups. These predictions will be validated through controlled testing of fabricated composite coupons …

Fitting A Square Peg In A Round Hole – The Regulatory Landscape Of Cryptocurrency, Jaxon Hill

Minnesota Journal of Law, Science & Technology

No abstract provided.

Mit 815: Ai In Education, Elodie Jones

All Open Educational Resources

MIT 815: AI in Education is a comprehensive 3-hour graduate course exploring the transformative intersection of artificial intelligence and educational practices, designed for educators, instructional designers, and leaders. The curriculum covers essential topics, including the history and foundation of AI, a framework for AI Literacy, AI ethics and safety, and practical skills for implementing and evaluating AI-driven educational solutions, including AI-based education policies or guidelines.

Associations Between Oral Hormonal Contraceptive Use, Digestive And Other Health Symptoms In Young Women, Silviana E. Buzatu

Honors Undergraduate Theses

Oral hormonal contraceptives (OHCs) are widely used among reproductive-age women; however, their gastrointestinal (GI) side effects remain understudied. The present study examined associations between OHC use, GI, physical, and psychological symptom burden in a large sample of undergraduate women. Participants (N = 669) aged 18 to 25 years were recruited from UCF’s SONA system and classified into three groups based on self-reported contraceptive status: no birth control, combined estrogen–progestin OHC, and progestin-only OHC. Participants completed GI questionnaires, as well as physical and mental health symptoms ones.

Multivariate analyses indicated that overall GI symptom profiles did not differ significantly by birth …

Repurposing Cyclin-Dependent Kinase Inhibitors For The Discovery Of Novel Antiplasmodial Compounds, Ritam Bhowmik

Honors Undergraduate Theses

Malaria remains a major global health burden with over 282 million cases annually and rising resistance to artemisinin-based combination therapies. Plasmodium falciparum, the most lethal malaria parasite species in humans, relies on tightly regulated cell cycle progression during replication within red blood cells. Cyclin-dependent kinases (CDKs) are central regulators of eukaryotic cell division and transcription, and several CDK-like enzymes in P. falciparum, including Pfmrk and PfPK6, are essential for parasite growth and structurally distinct from human kinases. This study evaluated whether commercially available human CDK inhibitors (CDKIs) targeting cancer pathways could be repurposed as novel antimalarial compounds. A library of …

Self-Reported Psychological Effects Of Rock Climbing In Adults On The Autism Spectrum, Brennan Gleason

Honors Undergraduate Theses

Background: Prior research has shown rock climbing to have considerable therapeutic potential through such mechanisms as boosting self-esteem, promoting mindfulness, and creating a supportive social community. (Liu et al., 2022, Osborne et al., 2025). Meanwhile, autistic adults experience mood disorders at a significantly higher rate than the general population; upwards of 54% are diagnosed with a psychiatric condition (Croen et al., 2015). Many of the issues negatively affecting autistic adults align with the benefits of rock climbing, including low self-esteem, inadequate social support, and anxiety.

Objective: This study aimed to find differences in mental health outcomes between autistic adults who …

Manuka Honey Modulates Oxidative Stress In Neuro2-A Cells Through Mitochondrial Regulation, Rachel Abramovici

Honors Undergraduate Theses

Manuka honey is known for its vital usage in wound healing, being an agonist towards fighting infections, and is an acting antioxidant [32]. Its main constituents are flavonoids and phenolic compounds, with methyl syringate (MSYR) being a major active ingredient. The specific compounds responsible for these antioxidant effects, particularly in the CNS, remain unclear. It is hypothesized that pre-treatment of mouse neuroblastoma cells with MSYR followed by hydrogen peroxide exposure will activate the AMPK/SIRT1/PGC-1a pathway, due to MSYR’s phenolic structure, and thus reduce oxidative stress and improve mitochondrial biogenesis. Hydrogen peroxide is a standard reactive oxygen species (ROS) treatment to …

Multicomponent Deoxyribozyme Probes For Targeted Detection Of Cancer Associated Gene Insertions, Samuel R. Veleke

Honors Undergraduate Theses

Insertions and deletions (indels) in DNA sequences of genes are linked with cancers such as glioblastoma (GB). Thus, indels may be used as potential cancer biomarkers. In the NANOG gene, its pseudogene NANOGP8 has a 22 base pair insertion sequence for GB patients. In this work, the NANOG gene and the insertion sequence were detected in one sample using a dual-fluorescent assay containing two multicomponent split deoxyribozyme (Dz) probe complexes. One complex used TXR fluorescence to detect the gene regardless of the insertion’s presence. The other complex used fluorescein (FAM) fluorophore to detect the insertion. The probes were able to …

Bodies Of Knowledge: The Accuracy Of Medical Anatomical Drawings From The 14th To The 18th Century, Marina G. Mitchell

Honors Undergraduate Theses

From the fourteenth to the eighteenth centuries, European anatomical illustration underwent major transformations in response to changing scientific methods, technologies, and visual conventions, reflecting critical transitions in anatomical history. Scientific evolution allowed these images to achieve increasing structural precision and internal detail, though they frequently diverged from anatomical forms as they are understood today. This study examines how anatomical inaccuracies across five centuries emerged not from ignorance, but from deliberate mediation between purpose, observation, pedagogy, artistic convention, and cultural ideology. Through close analysis of works in visual comparison to their modern counterparts, this thesis identifies specific deviations from the twenty-first …

Gen Z Perspectives On Mental Health Service Interaction: A Qualitative Content Analysis Of Reddit Discourse, Victor A. Aguiar

Honors Undergraduate Theses

Compared to prior generations, Generation Z engages with mental health and mental health service interaction in distinct ways, frequently using social media platforms to share experiences, concerns, and opinions. Previous research has examined mental health discourse on Reddit; however, much of this work relies on inductive thematic approaches and offers limited focus on mental health service interaction and the factors influencing utilization. Guided by the Theory of Planned Behavior (TPB), this study examines how Generation Z discusses mental health service use through online discourse. Public Reddit posts authored by users identifiable as Generation Z, based on self-reported age, school enrollment, …

The Development And Implementation Of A Computational Framework To Simulate Patellofemoral Joint Mechanics, Mahmood Rashedi

Master’s Theses

Anterior knee pain affects approximately 25% of adults and is associated with altered joint mechanics. Patellofemoral joint (PFJ) models vary widely in complexity, with no established gold standard. Musculoskeletal models efficiently estimate joint loading but do not capture tissue-level mechanics, whereas finite element (FE) models provide tissue-level predictions at greater computational cost. This thesis developed a workflow to evaluate relationships between musculoskeletal model-predicted PFJ loads and FE-predicted cartilage mechanics, examined the impact of altered quadriceps activation, and introduced improved computational models.

Marker trajectories and ground reaction forces were collected from four adults (2 male, 2 female) during walking and squatting. …

Powered By People: Staffing And Capacity In Library Publishing Programs, Michelle Brailey, Melissa Chim, Lauren Collister, Heather Hankins, Alyssa Huffman, Bailey Lake, Barbara Loomis, Miranda Phair, Anita Walz

LPC Publications

This report is comprised of the results of the LPC’s Staffing Survey where respondents answered questions related to staffing and capacity within their library publishing programs.

Investigating Racial And Ethnic Disparities In Cardiometabolic Outcomes Among Women With Polycystic Ovarian Syndrome: An Umbrella Review, Gianna C. Santoni

Honors Undergraduate Theses

Polycystic ovarian syndrome (PCOS) is one of the most common endocrinological disorders affecting women of reproductive age. Due to the possibility of a genetic component affecting women with PCOS, evidence supports varying health outcomes among racial and ethnic groups. This literature aims to answer the question: Does the prevalence of cardiometabolic outcomes differ among women with polycystic ovarian syndrome across racial/ethnic groups? This umbrella review was conducted in accordance with JBI Manual for Evidence Synthesis and PRIOR reporting guidelines and was registered on PROSPERO (CRD420261303872) before completion. PubMed, MEDLINE via EBSCOhost, and Web of Science via EBSCOhost were searched from …