Medicine and Health Sciences Commons^™

Improving Medical Diagnostics With Vision-Language Models: Convex Hull-Based Uncertainty Analysis, Ferhat Ozgur Catak, Murat Kuzlu, Taylor Patrick, Michel Audette

Engineering Technology Faculty Publications

In recent years, vision-language models (VLMs) have been applied to various fields, including healthcare, education, finance, and manufacturing, with remarkable performance. However, concerns remain regarding VLMs' consistency and uncertainty, particularly in critical applications such as healthcare, which demand a high level of trust and reliability. This paper proposes a novel approach to evaluate uncertainty in VLMs' responses using a convex hull approach on a healthcare application for visual question answering (VQA). For any VLM, temperature refers to a sampling parameter used in probabilistic generation, which controls the randomness of the model's output. The LLM-CXR model is selected as the medical …

A Comparative Analysis Of Explainable Ai (Xai) Techniques For Transparent And Reliable Image Classification, Sovon Chakraborty, Shakib Mahmud Dipto, Kevin R. Pilkiewicz, Michael L. Mayo, Pratip Rana

Computer Science Faculty Publications

Evaluating the trustworthiness of black-box machine learning models remains a significant methodological challenge. Their lack of transparency and interpretability limits applicability, because stakeholders often seek transparency before trusting the results of black-box machine learning models. Explainable AI (XAI) methods provide for human-understandable justifications and informed decision-making of these black-box architectures. Therefore, it is imperative to select the proper XAI model tailored to specific tasks. In this research, we focus on examining four XAI techniques: PEEK, LRP, GRAD-CAM, and LIME to understand how they perform against each other for image classification tasks. We evaluate the performance, robustness, generalizability, noise stability, and …

Privacy-Preserving Federated Learning With Optimized Ensemble Weighting And Knowledge Distillation For Covid-19 Detection From Non-Iid Medical Imaging Data, Richard Annan, Hong Qin, Robert Newman, Madhuri Siddula, Letu Qingge

Computer Science Faculty Publications

Medical imaging enables rapid and accurate diagnosis of COVID-19, with CT scans proving especially effective. However, data privacy concerns limit collaborative model development across hospitals. To address this issue, we introduce a novel federated learning framework. It is referred to as Independent Knowledge Distillation with post-Ensemble Federated Learning (IKDEFL). Differential Privacy (DP) is integrated into the framework to improve privacy guarantees. Three DP mechanisms are evaluated. These include Fixed Gaussian, Gaussian Adaptive, and Tree Adaptive. The evaluation has been conducted on heterogeneous and Non-Independent and Identically Distributed (Non-IID) datasets. These datasets reflect real-world hospital scenarios. Results show that IKDEFL significantly …

Use Of Transcranial Magnetic Stimulation As An Assessment Of Corticospinal Excitability In Individuals With Persistent Postural Perceptual Dizziness, Elizabeth Cornforth

Theses and Dissertations

Persistent postural-perceptual dizziness (PPPD) is a common, disabling, chronic vestibular disorder whereby individuals experience symptoms of non-vertiginous dizziness, unsteadiness, and sway or rocking that are present most hours of the day, most days of the week. Individuals with PPPD have been noted to have an increased burden of dizziness and reduced quality of life compared to other dizziness diagnoses. The cause of PPPD is not well understood which can lead to years of diagnostic testing, failed therapies, and poor symptom management. It is important to understand PPPD pathophysiology so that optimal treatment interventions can be developed for this disorder to …

Thoracolumbar Fractures: Historical Systems And Advancements With The Ao Spine Classification, Barry Ting Sheen Kweh, Alex R. Vaccaro, Gregory D. Schroeder, Jose A. Canseco, Maximilian Reinhold, Mohamed M. Aly, Sebastian Bigdon, Mohammad El-Skarkawi, Richard J. Bransford, Andrei Fernandes Joaquim, Harvinder Singh Chhabra, Emiliano Vialle, Rishi M. Kanna, Charlotte Dandurand, Cumhur Öner, Jin Wee Tee

Rothman Institute Papers

Study Design: Systematic Review. Objective: To describe the historical classifications of thoracolumbar injuries and their evolution into the AO Spine Thoracolumbar Injury Classification System. Methods: A systematic review of MEDLINE, EMBASE and Cochrane Databases was performed in keeping with Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) guidelines. Results: 445 articles were crystallized to 14 included studies. Simple categorization systems offered by Bohler or Watson-Jones merely identify fracture morphology. Holdsworth and Denis conveyed a sense of the stability of injuries by noting columns of stability, but still failed to take into consideration important factors such as neurological status or …

Don't Let Them Fall, Let Ai Call, Ella Mills, Sara Barker, Andreea Ifrim, Yvette Uwase

SPARK Symposium Presentations

This project proposes a nurse-led pilot of AI-supported predictive mobility monitoring on a cardiac medical-surgical unit, to improve early identification of high-risk mobility behaviors and enhance patient safety. Current fall-prevention strategies, such as bed alarms and virtual sitters, often alert staff after unsafe movement has begun, creating a reactive cycle that contributes to alarm fatigue and delayed intervention (Abbe & O’Keeffe, 2020). This initiative uses monitors with contactless infrared sensors to identify movement before patients exit the bed, an alert system that goes straight to the nurse and PCT phones, and a central console for floor management and care coordination. …

Retrospective Analysis Of High Flow Nasal Cannula Use In The Emergency Department: Association With Intensive Care Unit Admissions And Emergency Department Throughput, Raj Patel, Jesus Tamayo, James Duong, Nathaniel Banet, Hengameh Pajer, Anita Datta, Jake Valentine

Gulf Coast Division GME Research Day 2026

No abstract provided.

Drug-Induced Ild Requiring Ecmo, Arjun Kamath, Jose Garza, Matthew Wagner, Deekshita Valiveti, Percy Thomas, Christopher Ganson, Abhay Vakil, Zuhair Ali

Gulf Coast Division GME Research Day 2026

No abstract provided.

Rapid Diagnosis Of Hemorrhagic Shock Due To Upper Gi Bleeding With Point-Of-Care Ultrasound In The Emergency Department, Tamari Ronen, Derrick Huang

Gulf Coast Division GME Research Day 2026

No abstract provided.

Modulating Oran Nitrate-Reducing Bacteria To Enhance Nitric Oxide Bioavailability As A Therapeutic Target For Atherosclerosis, Donovan C. Davidson

CMC Senior Theses

Atherosclerosis remains the primary driver of global cardiovascular disease, yet clinical interventions are largely restricted to high-cost, invasive procedures only after it has reached a critical stage. Recent research has identified a connection between the oral microbiome and vascular health via the enterosalivary nitrate-nitrite-nitic oxide (NO) pathway. Oral nitrate-reducing bacteria (ONRB) drive the synthesization of NO by reducing dietary nitrate into nitrite, which is then converted into bioavailable NO. NO is a potent vasodilator that maintains endothelial health by suppressing inflammation through inhibiting the expression of adhesion molecules VCAM-1 and ICAM-1. However, this pathway is easily compromised by dysbiotic oral …

Bridging The Knowledge-Practice Gap In Breast Cancer Awareness: A Nationwide Online Cross-Sectional Kap Study Among Adult Females In Nigeria, Madinat Hassan, Taofeek Tope Adegboyega, Bilkisu Usman Farouk, Sunday Zeal Bala, Rachael Olufunmilayo Oduyemi, Kazeem Owolabi, Munir Sani, Miracle Uwa Livinus, Hannatu Usman Ayuba, Sadiq Hassan, Ifeyinwa Maureen Okeke, Abednego Shekari, Murtala Jibril

Chemistry & Biochemistry Faculty Publications

Background and Aims

Breast cancer (BCa) is a major cause of cancer morbidity and mortality among women in Nigeria, with late presentation contributing to poor outcomes. This study assessed knowledge, attitudes, and willingness to perform breast self-examination (BSE) among adult females in Nigeria and examined associated factors.

Methods

We conducted a descriptive cross-sectional online survey between February 16 and April 30, 2024. A structured, pretested questionnaire was disseminated through digital platforms, yielding 711 consenting adult female respondents from all six geopolitical zones. Knowledge, attitude, and willingness-to-perform-BSE measures were analyzed using descriptive statistics, linear regression, and binary logistic regression. Associations were …

Inhaled Nitrous Oxide Use In Dermatologic Laser Surgery: A Four-Year Retrospective Safety Review, Sophia Anagnostis, Chelsea Kesty, Katarina Kesty

West Florida Division GME Research Day 2026

No abstract provided.

Conduction System Pacing Vs Biventricular Pacing: A Meta Analysis Of Randomized Controlled Trials In Cardiac Resynchronization Therapy, Mustafa Tahir, Muhammad Abdullah, Jaafar Hamdan, Michael D. Moore, Nagaraja D. Sharma, Olu Oyesanmi, Salman M. Muddassir

West Florida Division GME Research Day 2026

No abstract provided.

Ivig As Salvage Therapy In Refractory Antisynthetase Syndrome-Associated Ild: A Three-Case Series, Shine Vazhappilly, Julio Paoli-Gonzalez, Jose Herazo-Maya

West Florida Division GME Research Day 2026

No abstract provided.

Prophylactic Distal Perfusion Catheters In Femoral Va-Ecmo: Association With Lower Limb Ischemia And Major Limb Outcomes (Systematic Review & Meta-Analysis), Yves Najm Mrad, Snehalkumar Patel

Gulf Coast Division GME Research Day 2026

No abstract provided.

A Painful Diffuse Rash, Bruce M. Lo, Melanie Shoemaker, Kiersten Potter, Katherine Schaffer

Department of Emergency Medicine Faculty Publications

[Patient presentation]

A 41-year-old male with no past medical history presented with 1 week of ulcers to the left side of his face, followed by several days of a painful rash to the trunk and back after a sexual encounter. The patient denies any fever or previous rash and any illicit drug use. Initial vital signs included a temperature of 97 °F, a heart rate of 89 beats per minute, and blood pressure of 135/79 mm Hg. Physical examination revealed a macular papular rash across his trunk and back (Fig 1) and facial ulcerations with eschar (Fig 2) at the …

Atrial Fibrillation Detection From At-Rest Ppg Signals Using An Sdof-Tf Method, Mamun Hasan, Zhili Hao

Mechanical & Aerospace Engineering Faculty Publications

At-rest PPG signals have been explored for detecting atrial fibrillation (AF), yet current signal-processing techniques do not achieve perfect accuracy even under low-motion artifact (MA) conditions. This study evaluates the effectiveness of a single-degree-of-freedom time–frequency (SDOF-TF) method in analyzing at-rest PPG signals for AF detection. The method leverages the influence of MA on the instant parameters of each harmonic, which is identified using an SDOF model in which the tissue–contact–sensor (TCS) stack is treated as an SDOF system. In this model, MA induces baseline drift and time-varying system parameters. The SDOF-TF method enables the quantification and removal of MA and …

Dementia Incidence In Patients With Prurigo Nodularis: An Observational Retrospective Cohort Study, Madison P. Olexson, Ana Ormaza Vera, Chunghwan Ro, Clinton W. Enos

Department Dermatology Faculty Publications

[Introduction] Prurigo nodularis (PN) is a chronic neuroinflammatory dermatosis of unknown etiology characterized by severely pruritic, symmetrically-distributed nodules with a negative impact on quality of life [1]. While some consider PN a primary idiopathic disorder, it often arises as a secondary manifestation of underlying conditions, including atopic dermatitis (AD), chronic kidney disease (CKD), human-immunodeficiency-virus (HIV), and thyroid disorders [2]. Although patients with PN are at higher risk for psychiatric comorbidities including depression, anxiety, and suicidal ideation [3] research which investigates associations between PN and neurodegenerative disorders is limited [4]. Moreover, emerging evidence implicating sustained systemic inflammation, characteristic of psoriasis and …

Central Centrifugal Cicatricial Alopecia In Pediatric Patients: A Retrospective Analysis, Radhika Gupta, Nikhita Perry, Noelle Desir, Iain Encarnacion, Jonathan Miles, Susan Taylor, Michelle Oboite, Temitaya Ogunleye

Department Dermatology Faculty Publications

[Introduction] Central centrifugal cicatricial alopecia (CCCA) is a scarring alopecia that predominantly affects middle-aged women of African descent.¹ It begins at the vertex scalp and expands centrifugally, and given that symptoms may be absent, many patients have scarring at presentation. CCCA is primarily described in adult populations, with limited reports of CCCA in children.²^-⁴ We aimed to characterize demographics, clinical findings, and histological features among pediatric patients with CCCA to facilitate earlier diagnoses, prior to irreversible alopecia.

Understanding The Impact Of Psychosocial Barriers On Colorectal Cancer Knowledge In Emerging Black Men, Chelsey Mcgill, Maria D. Thomson, Caroline Kuno, Emmanuel Taylor, Kimberly Lawrence, Alison J. Patev, Arnethea L. Sutton, Ruth Nyagaka, Oxana Palesh, Larry D. Keen Ii

Research and Infrastructure Service Enterprise (RISE) Faculty Publications

In the United States, Colorectal Cancer (CRC) is one of the most commonly diagnosed cancers and the third leading cause of death among non-Hispanic African American/Black (henceforth Black) men. Inadequate CRC knowledge leads to missing early warning signs, delaying prevention and increasing risk. Emerging adulthood (18-25) is a key period for building healthy behaviors and addressing barriers to CRC knowledge in addition to understanding attitudes and practices to CRC screening. Psychosocial barriers - including social support, medical mistrust, and perceived racial discrimination - contribute to the lack of CRC knowledge among older Black men, yet emerging adult Black men remain …

Innovative Endovascular Stapling Technique Using The Aortoseal Device In Challenging Infrarenal Aortic Neck, Emidio Germano, Animesh Rathore, David J. Dexter

Department Surgery Faculty Publications

We report the use of the Aortoseal Endostapling system by Endoron in a 63-year-old man with infrarenal abdominal aortic aneurysm with high-risk neck features. Endovascular abdominal aneurysm repair was performed using a Medtronic Endurant IIs endograft with an adjunctive Aortoseal system as part of an international feasibility trial. The procedure was technically successful, with no endoleaks on completion angiography. Follow-up computed tomography angiography at 1 month confirmed a well-deployed AortoSeal system and complete aneurysm exclusion. This case highlights this innovative device and the technical considerations to enhance endograft proximal fixation with the potential to improve long-term outcomes in endovascular aneurysm …

Bringing Awareness And Education To Rural Areas About The Role Occupational Therapy (Ot) Has In Infant Care, Makenzi Richwald

Occupational Therapy Doctorate Capstone Posters

This capstone project focused on education and advocacy. The aim of my capstone project was to provide education to parents of eastern Kentucky (KY) about what Occupational Therapy (OT) can address with infants aged 0-18 months. I saw a gap in knowledge in the eastern KY community about what OT could do for infants and wanted to address this. Through my research, consultation with my mentors, and collaboration with the occupational therapists at my site (BPT) I discerned 14 areas of development and/or common reasons of needed referral for OT services by this age group. These educational materials aimed to …

The Relationship Between Skeletal Muscle Mass And Gait Performance In Breast Cancer Patients: A Pilot Study, Sidney Fewell

2026 Honors Symposium

This study examined the relationship between skeletal muscle mass and gait performance in breast cancer patients undergoing or previously treated with chemotherapy. Results showed a moderate positive association between skeletal muscle mass and gait velocity, suggesting that maintaining muscle mass may support functional mobility, while gait variability appeared to be influenced by additional factors beyond muscle mass alone.

Clinical Test Cases For Commissioning, Qa, And Benchmarking Of Model-Based Dose Calculation Algorithms In 1⁹2ir Hdr Gynecologic Tandem And Ring Brachytherapy, Vasiliki Peppa, Maude Robitaille, Fatemeh Akbari, Shirin Enger, Rowan Thomson, Firas Mourtada, Gabriel Fonseca

Department of Radiation Oncology Faculty Papers

PURPOSE: To develop clinically relevant test cases for commissioning Model-Based Dose Calculation Algorithms (MBDCAs) for ¹⁹²Ir High Dose Rate (HDR) gynecologic brachytherapy following the workflow proposed by the TG-186 report and the WGDCAB report 372.

ACQUISITION AND VALIDATION METHODS: Two cervical cancer intracavitary HDR brachytherapy models were developed based on a real patient, using either uniformly structured regions or realistic segmentation. The patient's computed tomography (CT) images were processed, converted to a series of digital imaging and communications in medicine (DICOM) CT images, and imported into two treatment planning systems (TPSs), the Oncentra Brachy and BrachyVision. The original segmentation …

Non-Invasive Detection Of Intracranial Pressure, Andrei V. Nesterenko

Honors Undergraduate Theses

Intracranial pressure is a critical metric used when managing tumors, strokes, TBIs, hydrocephalus, and other operative conditions. Traditional methods for continuous ICP monitoring, intraparenchymal catheters, epidural transducers etc., are invasive and carry a high risk of infection. Previous attempts to create accurate, easy to use, and non-invasive ICP monitoring techniques have been unsuccessful. In this study, we investigated the utility of supraorbital and posterior auricular photoplethysmography to monitor changes in ICP during orthostatic tilt and hyperventilation, which increase and decrease ICP respectively.

Through a continuous 5-minute recording on a tilt-table we characterized SOA and PAA waveforms in 12 participants (ages …

Intraosseous (Io) Analgesia Medication Administration In Orthopaedic Surgery: A Brief Review, Jenna Chrabolowski, Troy B. Puga, Abanoub Attallahm, Mckenna W. Box, John T. Riehl

North Texas GME Research Forum 2026

Introduction

Intraosseous (IO) analgesia is a novel strategy for pain control in orthopaedic surgery. This brief review aims to provide an overview of IO analgesia in orthopaedic surgery.

Methods

A search was conducted across seven databases. Titles and abstracts were screened followed by full-text review for inclusion criteria. Demographics and results were extracted from included articles.

Results

Ten studies met inclusion criteria and involved patients undergoing knee surgery and spinal surgery. IO lidocaine was shown to be effective for postoperative and intraprocedural pain control during vertebroplasty and kyphoplasty. IO morphine and IO NSAIDs were shown to be effective in reducing …

Devising A Protocol For Mri Clearance In Patients With Cardiac Implantable Electronic Devices (Cied), Sienna Luk, Alvin Mathew, Darshan Bhatty, Kamran Rizvi

North Texas GME Research Forum 2026

Background: Magnetic Resonance Imaging (MRI) in patients with Cardiac Implantable Electronic Devices (CIEDs) remains a logistical challenge in many clinical settings. At Medical City Denton, the absence of a standardized institutional policy has led to significant inefficiencies, including prolonged hospital stays and increased healthcare costs. The primary objective of this project was to address these barriers by developing a streamlined, evidence-based protocol to improve care coordination and resource utilization for patients with CIEDs requiring diagnostic imaging.

Methods: Launched in 2026, this pilot initiative utilized a multi-stakeholder approach involving hospitalists, EPs, radiology staff, and device representatives. A core component of the …

Relationship Between Exception Request For Higher Listing Urgency And Aggressiveness In Accepting Heart Offers, Jorim Parmar, Yingxian Liu, Devika Adusumilli, Luke Taylor, Shakir Al-Ezzi, Usman Khan, Claudio Bravo, Claudius Mahr, Song Li

North Texas GME Research Forum 2026

BACKGROUND: Transplant programs may submit exception requests to upgrade a listed patient’s priority, often anticipating a higher likelihood of accepting marginal or high-risk donor organs. This study explores whether exception request status is associated with increased risk tolerance in organ acceptance.

METHODS: We conducted a retrospective analysis using data from the Scientific Registry of Transplant Recipients (SRTR), focusing on adult patients (≥18 years) listed for heart transplantation. Statistical analyses were performed using SAS/STAT 14.1. Descriptive statistics summarized demographic and clinical variables. Baseline characteristics were compared between recipients with and without exception requests. Primary analysis: Mixed-effects linear regression was used to …

Cardiac Step-Down Unit (Csu), Two Failures Drive Suboptimal Vte Prevention: Quality Improvement, Jorim Parmar, Shakir Al-Ezzi, Anvi Manduva, Muhammad Suleman, Fahed Alsayed, Debra Medsker

North Texas GME Research Forum 2026

BACKGROUND: In the Cardiac Step-down Unit (CSU), two failures drive suboptimal VTE prevention: (1). over-ordering of SCDs in patients unlikely to benefit and (2). < 10% documented application when SCDs are truly indicated. Baseline data indicates that curbing over-ordering alone would reduce recorded non-compliance by >50%, revealing a clear opportunity for system redesign.

METHODS: To integrate the updated “3 Bucket” Risk Model assessment into the computerized physician order entry (CPOE) in order to delineate the prophylaxis for a given patient population. Once the manual risk assessment proves to be viable in increasing compliance, we can propose having the tool adopted into the CPOE system. Root Cause Analysis revealed that lack of standardized VTE risk stratification leads to inconsistent ordering practices – …

Outcomes After Orif Of Closed Bimalleolar And Trimalleolar Ankle Fractures In Patients With Autoimmune Disease, Mckenna Box, Troy B. Puga, Lachlan Anderson, Alyssa Kozlowski, John T. Riehl

North Texas GME Research Forum 2026

Background: Autoimmune disease is associated with chronic systemic inflammation, immunosuppressive therapy, and increased medical comorbidity, which may influence postoperative outcomes following fracture fixation. Data evaluating outcomes after ankle fracture surgery in this population remain limited. We hypothesized that autoimmune disease would be associated with higher postoperative complication rates following open reduction and internal fixation (ORIF) of closed ankle fractures.

Methods: We performed a retrospective cohort study using a multi-hospital dataset (2017-2025) to identify adult patients undergoing ORIF for closed bimalleolar or trimalleolar ankle fractures. Patients with autoimmune disease were propensity score matched 1:2 to patients without autoimmune disease based on …