Digital Commons Network^™

Beyond Full Fine-Tuning: The New Playbook For Adapting Deep Neural Networks, Cristian S. Mcgee

Honors Undergraduate Theses

Fine-tuning is the process of teaching and specializing a pre-trained neural network on a downstream task. Fine-tuning is a rapidly growing topic in artificial intelligence domains; however, many fine-tuning endeavors are highly specialized without a coherent framework connecting them. This work presents a unified perspective on fine-tuning methods and performance metrics. Our perspective organizes the methods in terms of how they are applied to fine-tuning. This framework showcases methods that (i) update effective subspaces of the pre-trained model, (ii) change the adaptation optimization procedure, and (iii) alter the representations of the embedded input. Additionally, we present unconventional metrics such as …

Noninvasive Monitoring Techniques: The Use Of Scat-Sourced Dna And Camera Traps To Monitor Mammalian Carnivore Species At The Ucf Arboretum, Zachary Montealegre

Honors Undergraduate Theses

The 800-acre University of Central Florida Arboretum Natural Lands functions as a conservation area, recreational space, and research site, making it essential to understand the ecological community it supports. Traditional wildlife monitoring methods such as mark-recapture and blood sampling can be effective but may stress animals or disrupt natural behaviors. To minimize these impacts, this study used non-invasive techniques, specifically scat-based DNA analysis and camera trapping, to assess carnivore species' presence. Two ecologically similar sites within the Arboretum were selected. Suspected carnivore scat was collected twice weekly over two months using both structured and opportunistic sampling. DNA was extracted, amplified, …

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, …

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 …

Unmasking Impression Management: Large Language Models For Detecting Socially Desirable Responding In Open-Ended Situational Judgment Tests, Barret Vermilion

Graduate Studies Theses and Dissertations 2026

Socially desirable responding (SDR) — the tendency to present oneself in an overly favorable light — remains a persistent validity concern in industrial-organizational psychology. Contemporary theory frames SDR as multidimensional, distinguishing agentic impression management (AM; inflating competence, dominance, and achievement) from communal impression management (CM; inflating warmth, cooperation, and prosocial qualities). Existing measures of AM and CM rely on self-report, which captures these constructs only at the level of generalized trait-like tendencies rather than as they naturally unfold in applicants' own language. This dissertation proposes a text-based alternative: detecting AM and CM in open-ended situational judgment tests (SJTs) of Big …

Do Emerging Social Media Platforms Shape The Gender Gap In Surveillance Political Knowledge?, Saskia Papsova

Graduate Studies Theses and Dissertations 2026

Abstract

Research shows that men consistently score higher than women on standard political knowledge measures, but as Americans increasingly obtain political information through social media, it is unclear whether different platforms affect this gender gap. This study investigates whether social media platforms shape the gender gap in surveillance political knowledge—knowledge of current political facts and contested claims circulating in the contemporary information environment, and which platforms have the biggest impact. Using data from the ANES 2020 Social Media Study, I estimate weighted OLS regression models testing whether platform-specific usage is associated with surveillance political knowledge and whether these associations differ …

A Sensory Ecology Of Fear: Moonlight-Mediated Predation Risk And Foraging Behavior In Neotropical Electric Fish, Chiu Lok Poon

Graduate Studies Theses and Dissertations 2026

Animals must forage to acquire energy for survival and reproduction, yet foraging exposes them to predators. This creates a trade-off between energy intake and safety, wherein the perception of predation risk alone can alter activity patterns. Within this trade-off, risk, energetic needs, and sensory adaptations vary, shifting the balance and favoring different foraging strategies. Using Neotropical electric fish as a study system, I investigated how foraging under predation risk is shaped across biological scales, including environmental dynamics, interspecific sensory differences, activity-timing mechanisms, and intraspecific variations. These nocturnal fish emit continuous electric signals to sense their environment, allowing non-invasive monitoring of …

Multibody Acausal Framework For Structural Dynamics Of Offshore Support Structures With Hydroelasticity And Soil-Structure Interaction, Saad Rahman

Graduate Studies Theses and Dissertations 2026

Offshore energy systems present significant challenges in support structure design due to their scale and the strong coupling between aerodynamic, hydrodynamic, and structural subsystems. These interactions make traditional sequential modeling approaches inefficient for design exploration. Acausal modeling frameworks address this limitation by enabling direct integration of coupled subsystems without reformulating governing equations, improving computational efficiency while preserving physical fidelity. This supports rapid exploration of large design spaces, accelerates iteration cycles, and shortens the path from concept to deployment.

This thesis develops and validates an acausal multibody elastodynamics model for offshore support structures. The framework includes structural flexibility to capture member-level …

The Effects Of Episodic Facilitation And Immersion On Memory Formation During Learning Of An Exterior Preflight Inspection Procedure, Nathan A. Sonnenfeld

Graduate Studies Theses and Dissertations 2026

This research examined the use of episodic facilitation—instructional elements aligned with episodic memory (EM) processes—to affect learners’ memory of simulation training for an aviation procedure. Despite its assumed benefits in industry and theory, virtual reality (VR) has shown limited advantages over conventional media for training procedures, in part because prevailing frameworks emphasize semantic and procedural outcomes, leaving memory of training experiences as events underexamined. To address this gap, this work advances human factors research by examining EM as a design consideration, an outcome, and an explanatory mechanism for how simulation training experiences are remembered. Grounded in theories of EM and …

Minimizing Performance Overheads For Crash-Consistency In Disaggregated Persistent Memory, Khan Shaikhul Hadi

Graduate Studies Theses and Dissertations 2026

Compute express link (CXL) enables persistent memory disaggregation with memory pooling and hardware managed multi-host memory sharing capability, resulting in better resource utilization, increased scalability. Persistency-aware applications need to manage crash consistency across the system which results in significant performance overhead. This dissertation systematically investigates performance overhead to achieve crash consistency in disaggregated persistent memory and proposes solutions to enable persistency-aware application scaling for distributed system. First, we study persistent parallel programming to scale computation capability beyond single processor and determine the underlying hardware limitation to adopt lock-free data structure. We propose hardware support to design durable atomic instruction (DAI) …

Learning Weibull Loss Severity Models From Truncated And Censored Data, Majed Alkhasha

Graduate Studies Theses and Dissertations 2026

In modern actuarial science and risk management, due to various loss control mechanisms, observed severity losses are typically left-truncated at the deductible, right-censored at the policy limit, and scaled by a pre-specified co-insurance factor. This results in two types of actuarial payment random variables: payment-per-payment (PPP) and payment-per-loss (PPL). To learn ground-up Weibull loss severity models from PPP and PPL sample data, we implement two estimation techniques: Maximum Likelihood Estimation (MLE) and the dynamic Method of Trimmed Moments (MTM). MLE is employed to obtain efficient estimates of the Weibull shape and scale parameters. However, MLE may assign unnecessarily large point …

High-Efficiency And Compact Virtual Reality Displays, Zhenyi Luo

Graduate Studies Theses and Dissertations 2026

Virtual reality (VR) and augmented reality (AR) technologies are revolutionizing the way humans interact with digital information. However, current near-eye display systems still face critical challenges regarding optical efficiency, image quality, and device weight. This dissertation focuses on addressing these limitations through innovative liquid-crystal (LC) optics and system-level design strategies to achieve high-efficiency and compact VR displays.

First, to solve the longstanding problem of severe chromatic aberrations in ultrathin LC optics, I proposed an achromatic diffractive LC device. By stacking three LC layers with specifically designed spectral responses and polarization selectivity, I successfully reduced the chromatic aberrations. This idea enables …

Samuel Johnson Dictionary, 1755 Edition, Beth Rapp Young

Research Data and Datasets

This dataset contains digitized page images from the 1755 first edition of A Dictionary of the English Language, contributed by the University of Florida and Indiana University as part of a digital humanities project led by Beth Rapp Young. The collection provides foundational primary source material for the study of 18th-century English lexicography and supports research in textual analysis, transcription, and historical linguistics.

Psychometric Evaluation Of The Tattoo Attitudes And Motivations Scale: A New Instrument For Medical Tattoo Consultation, Jeffrey E. Cassisi

Research Data and Datasets

Medical tattooing is increasingly used to restore or alter appearance following surgery, injury, or medical treatment, yet brief instruments for assessing patient attitudes and motivations toward tattooing are limited. This study developed and evaluated the Tattoo Attitudes and Motivations Scale (TAMS), a 10-item measure intended for medical tattoo consultation and research. In Study 1, exploratory factor analysis was conducted with 589 adult women from a general population sample. In Study 2, confirmatory factor analysis was conducted with 261 breast cancer survivors. The final scale supported three factors: Self-Enhancement, Negative Attitudes, and Self-Expression. Model fit was good in the clinical sample, …

Private Money, Public Risk: Why Florida’S Sb 178 Undermines Equity, Ethics, And Accountability In K–12 Athletics, Delante Clark

Graduate Scholarship and Creative Works

This paper critically evaluates Florida Senate Bill 178, which would require the Florida High School Athletic Association to adopt bylaws allowing coaches to use personal funds to support student athletes, once reported and presumed not to be an impermissible benefit. While the bill is framed to help students who lack essential items, it introduces serious structural risks that outweigh its intended benefits. By relying on private contributions within a public educational system, SB 178 threatens equity, transparency, and ethical governance.

The bill encourages uneven financial assistance that varies based on a coach’s personal means and the socioeconomic conditions of individual …

C.A.S. Full Assessment Report: State Of Florida Government Portal, Delante Clark

Graduate Scholarship and Creative Works

The purpose of this assessment is to evaluate the cognitive overhead, transparency, and attentional integrity of

official State of Florida digital interfaces using the Cognitive Attentional Standards (C.A.S.) platform.

While the Florida Digital Bill of Rights (FDBR) establishes strict regulatory guardrails for consumer data

transparency, tracking opt-outs, and attentional safeguards, the State of Florida explicitly exempts its own

government agencies, public universities, and non-profit entities from complying with these rules.

This assessment serves to investigate the tension between legislative intent and government execution. By

analyzing public sector websites through the C.A.S. platform, this project will establish a “state-enforced vs.

state-executed” …

The Attention Safeguard Models: Governing Digital Harm Without Restricting Lawful Speech, Delante Clark

Graduate Scholarship and Creative Works

Digital platforms increasingly govern contemporary social, civic, and psychological life through systems optimized for attention capture, amplification, and monetization. While lawful expression remains protected under the First Amendment, the infrastructural mechanisms that determine how speech circulates have produced a range of attention‑based harms, including cyberbullying, engagement farming, compulsive doom scrolling, emotional dysregulation, and civic polarization. This research paper introduces the Attentional Safeguards Model (ASM), coined and formalized by Delante Clark, as a novel governance framework that mitigates such harms by regulating systems of amplification rather than restricting expression itself. Building on attention economy theory, technological mediation, constitutional free‑speech doctrine, …

Impact Of Prostate Cancer Tumor Microenvironment On Alternative Splicing Landscapes In Nk Cells: An Lncap-Based In Vitro Model, Pratham N. Modi

Honors Undergraduate Theses

NK cells play a significant role in anti-tumor activity, yet the transcriptomic mechanisms underlying NK cell dysfunction in the prostate cancer tumor microenvironment remain generally poorly characterized. While most transcriptomic studies focus on gene-level expression, alternative splicing and isoform-level analysis may reveal additional levels of regulation not identified in traditional analysis. The overall goal of this study was to characterize gene and isoform-level changes in NK cells exposed to in vitro prostate cancer conditions and to evaluate whether isoform-level analysis could provide additional depth and insights beyond gene-level analyses. NK92-MI cells were co-cultured with LNCaP prostate cancer cells using direct-contact …

Illuminating Those Who Lurk In The Shadows: An Examination Of The Use Of Psychological Profiling In Identifying Violent Criminals In The Modern Age, Skylar R. Holmes

Honors Undergraduate Theses

This study examines the role of psychological profiling in apprehending violent criminals. Psychological profiling involves analyzing behavioral patterns at crime scenes, exploring the relationships between victims, and identifying characteristics and tendencies of offenders. It is currently used by many law enforcement agencies across the country to narrow down a pool of potential suspects and direct researchers, making the most of the limited manpower available. There is, however, a significant limitation in the literature and available evidence that suggests its tenets may be based on intuition and anecdotal evidence purported by investigators, subject to internal bias and thus should not be …

Casual And Confused: Engagement In Non-Committal Sexual Relationships And Its Contributions To Depression And Self-Esteem Struggles Among Young Adults, Sofia A. Marasco

Honors Undergraduate Theses

Non-committal sexual relationships such as hook-ups, friends-with-benefits (FWB/FWBR), and situationships have become increasingly common among young adults and have generated substantial discourse on social media. Despite the rise in modern relationship dynamics and new terminology (i.e., “situationships”), these relationship categories have not been adequately represented in psychological research. The present study examines whether engagement in non-committal relationship types is associated with differences in self-esteem and depressive symptoms compared to committed romantic relationships. Using Bowlby’s Attachment Theory and the Big Five Personality Model, this research also explores whether common interpersonal patterns, attachment styles (anxious and avoidant), and personality traits predict relationship …

Regulation Of The Low-Density Lipoprotein Receptor In A Colon Cancer Cell Line By The Prostasin Serine Protease, Juan Pablo Ruiz

Honors Undergraduate Theses

In the effort to combat hypercholesterolemia and cardiovascular disease, research has turned to studying the effects of serine proteases on the low-density lipoprotein receptor (LDLR), which plays a key role in the diseased states with high LDL levels. Matriptase has been shown to proteolytically shed the extracellular domain (ECD) of the LDLR in the co-translational setting. Prostasin (PRSS8) and matriptase (ST14) are part of a proteolytic activation cascade and it is hypothesized that the coactivation of prostasin and matriptase or a pharmacological perturbation of the steady state could result in LDLR ECD shedding in cells co-expressing the receptor and the …

Invasion Of Microplastics Into The Reproductive Tissues Of Feral And Domestic Felines, Emma K. Quade

Honors Undergraduate Theses

Although plastics have many useful properties in modern society, once these materials are introduced into the environment, they can cause extensive damage. Following degradation into microplastics (MP), plastic particles less than 5 mm in size, these contaminants can make their way into a variety of different environments and organisms. There are many studies that have investigated the prevalence of MP in marine environments, but fewer studies have looked into terrestrial systems, and even less that have focused on contamination in companion animals. This study sought to investigate the invasion of MP into the reproductive tissues of felines, Felis catus, …

Eroding Protections: The Decline Of Miranda Rights And Its Impact On Due Process In Contemporary America, Autumn G. Pelfrey

Honors Undergraduate Theses

This thesis examines whether the protections established in Miranda v. Arizona, 384 U.S. 436 (1966), remain robust within contemporary criminal justice practice or have been weakened through doctrinal and practical developments. Miranda warnings were originally designed to mitigate the risk that coercive custodial interrogation would produce compelled or unreliable self-incrimination. Since 1966, however, both judicial interpretation and evolving law-enforcement practices have created a growing gap between Miranda’s formal legal promise and its practical operation in real-world interrogations.

The study evaluates the erosion of Miranda’s protective force through three primary mechanisms. First, doctrinal developments have narrowed Miranda’s scope by redefining …

Analyzing Early Medieval Perspectives Of Fetal Development, Nivedha Srinivasan

Honors Undergraduate Theses

This thesis examines early medieval perspectives of fetal development by analyzing two manuscripts: British Library, Cotton Tiberius A III and Leiden University, Vossianus lat. Q69. This study will investigate how knowledge of pregnancy was shared throughout England before the establishment of universities. Interest in medieval reproductive language has piqued in importance in recent years, especially due to modern legal debates surrounding reproductive rights. By examining descriptions of the nine months of fetal development in these two manuscripts, as well as in widely known earlier medical texts like Pliny’s Natural History and Vindicianus’ Gynaecia, this research explores how monastic writers in …