Analytical, Diagnostic and Therapeutic Techniques and Equipment Commons^™

Utilizing Machine Learning Techniques For Computer-Aided Covid-19 Screening Based On Clinical Data, Honglun Xu, Andrews T. Anum, Michael Pokojovy, Sreenath Chalil Madathil, Yuxin Wen, Md Fashiar Rahman, Tzu-Liang (Bill) Tseng, Scott Moen, Eric Walser

Mathematics & Statistics Faculty Publications

The COVID-19 pandemic has highlighted the importance of rapid clinical decision-making to facilitate the efficient usage of healthcare resources. Over the past decade, machine learning (ML) has caused a tectonic shift in healthcare, empowering data-driven prediction and decision-making. Recent research demonstrates how ML was used to respond to the COVID-19 pandemic. This paper puts forth new computer-aided COVID-19 disease screening techniques using six classes of ML algorithms (including penalized logistic regression, random forest, artificial neural networks, and support vector machines) and evaluates their performance when applied to a real-world clinical dataset containing patients’ demographic information and vital indices (such as …

Wearable Biosensors For Continuous Monitoring Of Chronic Kidney Disease: Materials, Biofluids, And Digital Health Integration, Anupamaa Sivasubramanian, Shankara Narayanan, Gymama Slaughter

Center for Bioelectronics Publications

Chronic kidney disease (CKD) is a progressive and irreversible disorder affecting over 850 million individuals globally and is associated with significant morbidity, mortality, and healthcare burden. Conventional diagnostic approaches rely on intermittent laboratory measurements, including serum creatinine, estimated glomerular filtration rate (eGFR), and urinary albumin, which provide limited temporal resolution and fail to capture dynamic physiological changes. Recent advances in wearable biosensing technologies offer new opportunities for continuous, non-invasive monitoring of biochemical and physiological markers relevant to renal function. This review provides a comprehensive analysis of wearable biosensors for CKD monitoring, focusing on sensing mechanisms (electrochemical, optical, and field-effect transistor), …

Ai-Assisted Surface-Enhanced Raman Spectroscopy For Cardiovascular Diagnostics: From Plasmonic Materials To Clinical Translation, Anju Joshi, Gymama Slaughter

Center for Bioelectronics Publications

Raman spectroscopy (SERS) has emerged as a powerful analytical technique, offering molecular fingerprint specificity and ultrasensitive detection of cardiac biomarkers. Recent advances in plasmonic nanostructures, surface functionalization strategies, and flexible sensing platforms have significantly improved the analytical performance of SERS-based biosensors. In parallel, the integration of artificial intelligence (AI) and machine learning has enabled robust interpretation of complex spectral datasets, facilitating automated biomarker classification and improved diagnostic accuracy in heterogeneous biological environments. Despite these advances, the field remains fragmented, with limited integration between nanomaterial design, biomarker selection, and data-driven analysis, and persistent challenges related to reproducibility, standardization, and clinical validation. …

Modulation Of Prussian Blue Redox Signaling By Molecular Imprinting For Reagent-Free Electrochemical Detection Of Emtricitabine, Abdellatif Ait Lahcen, Gymama Slaughter

Center for Bioelectronics Publications

Reagent-free electrochemical sensors offer significant benefits for rapid, affordable point-of-care drug testing. In this study, we introduce a novel, reagent-free electrochemical sensor based on a molecularly imprinted polymer (MIP) specifically designed for the selective detection of Emtricitabine (FTC), a common antiretroviral used in HIV therapy. The sensor uses laser-induced graphene (LIG) electrodes, renowned for their high conductivity and porosity, ideal for electrochemical sensing. To enable reagent-free operation, the LIG surface was electrochemically coated with Prussian Blue, serving as a redox-active layer. Next, an MIP-PPy film was electropolymerized onto the Prussian Blue surface in the presence of FTC as a template, …

Gender, And Socioeconomic Status In School-Based Speech-Language Pathology Decision-Making For Adolescents With Traumatic Brain Injury: A Critically Appraised Topic, Geneva Renee Toledo

Selected Full-Text Master Theses 2021-

Purpose: Adolescents are at greater risk for traumatic brain injury (TBI), and TBI-related symptoms may contribute to disciplinary actions that increase their risk of entering the school-toconfinement pipeline. Given the disproportionate representation of racially marginalized male adolescents within this pipeline, this critically appraised topic (CAT) examined how race, gender, and socioeconomic status may influence school-based speech-language pathology (SLP) services and clinical decision-making following TBI. Method: A structured search of five electronic databases was conducted to identify studies examining speech-language pathologists’ (SLPs’) clinical decision-making and management of adolescents with TBI in relation to race, gender, and socioeconomic status. Relevant studies were …

Acute Aortic Dissection Masquerading As Testicular Torsion: A Case Report, Bruce M. Lo, Megyn K. Christensen, Coral E. Byrns, Benjamin Chidester

Department of Emergency Medicine Faculty Publications

Introduction: Aortic dissection is a rare but life-threatening condition with a high mortality rate if diagnosis is delayed. Aortic dissection classically presents with sudden-onset, sharp pain in the chest or back. However, atypical presentations can also occur, which could lead to a delay in diagnosis.

Case Report: A patient initially presented to the emergency department (ED) with left testicular pain ongoing for several hours. On examination, he had tenderness in the left lower quadrant abdomen and left testicle. A testicular ultrasound revealed decreased blood flow to the left testicle, raising concern for testicular torsion. The patient was taken to the …

Metabolic Syndrome Beyond Diagnostic Criteria: Population-Scale Integrative Metabolomics Characterization, Marwa Talal

Theses and Dissertations

Background: Metabolic syndrome (MetS) is a complex cluster of interrelated metabolic abnormalities associated with elevated cardiometabolic risk. While diagnosis is based on well-established five clinical criteria, these may overlook early or atypical metabolic alterations. Large-scale metabolomic profiling offers an opportunity to identify biochemical signatures of MetS beyond diagnostic bias and to evaluate their relative importance across different presentations of the syndrome.

Methods: Data from 117,147 UK Biobank participants were analyzed in a cross-sectional design. High-throughput NMR quantified 75 circulating metabolites, for. Univariate analyses, MetS subtype stratification, and elastic net models with SHAP interpretation were applied to assess feature …

Minimizing Unnecessary Ttes For Pfo Evaluation In Stroke Patients, Jeffrey Lesser, Salman Islam, Aneesha Shaju, Aarohi Parikh, Jonathan Nguyen, Marelle Montanez

Gulf Coast Division GME Research Day 2026

No abstract provided.

Comparison Of Fully Covered Self-Expandable Metal Biliary Stents With Or Without Anchoring Double-Pigtail Plastic Stents: A Systematic Review And Meta-Analysis, Samuel Tanner, Fadi Hawa, Alejandra Vargas, Priyata Dutta, Antonio Facciorusso, Jean M. Chalhoub, Jorge D. Machicado

Department of Medicine Faculty Publications

Background and AIMS

Fully covered self-expandable metal stents (FcSEMSs) have become the mainstay of treatment for a variety of biliary pathologies. However, FcSEMSs have been associated with a greater rate of stent migration than other types of stents. A technique of anchoring double-pigtail plastic stents (DPPSs) has been proposed to minimize migration of biliary FcSEMSs. Herein, we evaluated the efficacy of anchoring DPPSs among patients treated with biliary FcSEMSs.

Methods

We performed a systematic review using PubMed, EMBASE, and Web of Science from database inception through August 2023. Full-text articles comparing FcSEMSs with or without anchoring DPPSs were included. We …

Mechanical-Medical Convergence In Heart Failure: Artificial Intelligence, Finite-Element Modeling, And 3d Printing For Diagnosis And Prognosis, Quazi Noor E. Sabrina, Quazi Md Zobaer Shah, Quazi Noor E. Sohela, Md Mahabub Hasan Mousum, Md. Moyeen Uddin Chisty, Quazi Md. Akbar Shah

Mechanical & Aerospace Engineering Faculty Publications

Heart failure remains a leading cause of global morbidity and mortality, yet routine clinical indices often miss the regional biomechanical disturbances that drive progression and shape treatment response. This State-of-the-Art review examines how finite-element (FE) modeling, additive manufacturing, and artificial intelligence (AI) are converging to improve the diagnosis, phenotyping, procedural planning, and prognostic assessment of heart failure (HF). Although these technologies have matured in structural heart disease and transcatheter intervention research, their greatest translational potential may lie in HF, where patient-specific ventricular remodeling, myocardial stress–strain heterogeneity, valve-ventricular coupling, and device-tissue interaction are incompletely captured by conventional clinical indices. We synthesize …

Editor's Choice - International Expert Consensus On The Management Of Acute Aortic Type B Intramural Haematoma And Penetrating Ulcer, Francesco Squizzato, Mario D'Oria, Michele Antonello, Santi Trimarchi, Kevin Mani, Andrew Holden, Tilo Kölbel, Stephan Haulon, Eric Verhoeven, Dittmar Böckler, Tim Resch, Ali Azizzadeh, Joseph Lombardi, Michele Piazza, Aaron Thomas Fargion, Alexander Zimmerman, Ali Azizzadeh, Anders Wanhainen, Andrew Holden, Antonio Freyrie, Adam W. Beck, Adi Bachar, Barend M. E. Mees, Blandine Maurel, Cristoph A. Nienaber, Christos Karkos, Daniela Branzan, Darren Schneider, Randall Demartino, Dittmar Boeckler, Domenico Angiletta, Emanuel J. R. Tenorio, Enrico Gallitto, Eric Verhoeven, Fabio Verzini, Felice Pecoraro, Filippo Benedetto, Firas F. Mussa, Francesco Squizzato, Franco Grego, Gabriele Piffaretti, Emanuele Gatta, Giovanni Pratesi, Giovanni Tinelli, Giuseppe Asciutto, Glenn Wei Leong Tan, Hence Verhagen, Giacomo Isernia, Jean-Paul P. M. De Vries, Jacob Budtz-Lilly, Jorge Fernández-Noya, Jonathan Sobocinski, Joseph Hockley, Kak Khee Yeung, Andrea Kahlberg, Kevin Mani, Joseph V. Lombardi, Luca Bertoglio, Luca Mezzetto, Ludovic Canaud, Manar Khashram, Marcelo Ferreira, Marco Virgilio Usai, Mark G. Davies, Mark Farber, Martin Czerny, Matthew R. Smeds, Mauro Gargiulo, Germano Melissano, Michel Bosiers, Michele Antonello, Michele Piazza, Miranda Witheford, Michel M.P.J. Reijnen, Marc Schermerhorn, Nikolaos Tsilimparis, Nun Dias, Jean Panneton, Kosmas Paraskevas, Gianbattista Parlani, Patrick W.H.E. Vriens, Rafael Malgor, Raffaele Pulli, Ross Milner, Salvatore T. Scali, Sani J. Laukontaus, Santi Trimarchi, Sandro Lepidi, Konstantinos Spanos, Stefano Fazzini, Theodosios Bisdas, Thomas Maldonado, Tilo Koelbel, Tim Resch, Tomasz Jakimowicz, Nicola Troisi, Isabelle Van Herzeele, Vicente Riambau, Wassim Mansour, Wouter Van Den Eynde, Yamume Tshomba

Department Surgery Faculty Publications

Objective

The aim of this study was to achieve an international expert consensus on managing acute type B penetrating aortic ulcers (PAUs) and intramural haematomas (IMHs).

Methods

A modified Delphi consensus process was employed to develop recommendations for the management of acute type B PAU and IMH. Surveys were sent to international experts practicing in high volume aortic centres worldwide. Statements were voted on using a four point Likert scale in a three round Delphi process. Statements achieving grade A (full agreement 75%) or B (overall agreement 80%, full disagreement <  5%) were included as expert recommendations. Consistency of responses was measured using Cohen's κ and the intraclass correlation coefficient.

Results

Eighty three experts were included in the final analysis: …

An Analysis Of Pediatric Retinoblastoma Medical Malpractice Litigation, Victoria Miller, Alyssa D. Reese, Katherine Foote, Alejandro Navarro, Andrew Galfano, Christian Hietanen

Department Surgery Faculty Publications

BACKGROUND: Retinoblastoma is a cancer of the retina that is most commonly diagnosed in the pediatric population. Unfortunately, this cancer can spread, leading to poor outcomes such as enucleation. The purpose of this study was to determine the characteristics of medical malpractice litigation associated with a diagnosis of retinoblastoma in the pediatric population.

METHODS: A search for all available cases associated with "retinoblastoma" in the Westlaw Campus Research Legal Database was conducted. This spanned from database inception to August 2023. Cases were included if there was a complaint of medical malpractice related to retinoblastoma present in a pediatric patient. Demographic …

Allergic Contact Dermatitis To Medihoney Gel After Mastectomy: Role Of Alkyl Glucoside Sensitization In Chronic Wounds, Madison M. Taylor, Jordan L. Jafarnia, Austin Black, Kelly C. Nelson, Megan N. Rogge

Gulf Coast Division GME Research Day 2026

No abstract provided.

Education For Residents And Patients On Pain Management For Gyn Procedures, Claire Moen, Jeffrey Edwards, Dominique Rehl, Kenyon Weidle

Continental and Mountain Divisions GME Resarch Day 2026

No abstract provided.

Neurologic Complications In Adult Va-Ecmo: Incidence, Phenotypes, And Mortality From Contemporary Elso Registry Analyses And Meta-Analytic Evidence, Yves Najm Mrad, Snehalkumar Patel

Gulf Coast Division GME Research Day 2026

No abstract provided.

Clinical Outcomes Of Biodegradable Temporizing Matrix In Complex Lower Extremity Wound From Necrotizing Fasciitis, Christian B. Allen, Andres Toledo, Ryan Dennett, Brogan Hill, John Harker, Richard Crank

West Florida Division GME Research Day 2026

No abstract provided.

Accuracy Of Estimated Fetal Weights As You Progress Through Residency, Madison Pearson, Lauren Robertson, Emily Coughlin, James Baron, Mark Sanchez

West Florida Division GME Research Day 2026

No abstract provided.

Wernicke Encephalopathy Following Sleeve Gastrectomy: A Case Highlighting The Critical Role Of Vitamin Adherence And Intensive Rehabilitation., Srikrishna Karnatapu, Neha Garg, Arjun Panicker, Francois Du Toit, Chamonix Kinimaka

South Atlantic Division GME Research Days 2026

No abstract provided.

Redefining Resectability In Pancreatic Cancer: A Modified Appleby And Radical Antegrade Modular Pancreatosplenectomy Procedure With Concomitant Left Lateral Sectionectomy In A Patient With Replaced Right And Left Hepatic Arteries, Monica Sciturro, Nada Belal, Jamii St. Julien

West Florida Division GME Research Day 2026

No abstract provided.

Incidence Of False-Positive Tubal Occlusion On Hysterosalpingography (Hsg) Due To Tubal Spasm: A Case Series, Elena Korytnikova, Ben Duplaga, Mark Sanchez

West Florida Division GME Research Day 2026

No abstract provided.

Case Report: Primary Recurrent Gallstones Following Cholecystectomy, Gabriel Noguera, Nimal Patel

West Florida Division GME Research Day 2026

No abstract provided.

A Single-Center, Retrospective Analysis Of The Safety And Efficacy Of Disc Tissue Allograft Supplementation For Discogenic Axial Low Back Pain, Nomen Azeem, Ali Amirzadeh

West Florida Division GME Research Day 2026

No abstract provided.

Stewards In The Making: Approaching "Penicillin-Allergies" With Confidence, Trent Percy, Craig Spergel

West Florida Division GME Research Day 2026

No abstract provided.

From Peg To Perfusion: A Case Of Malnutrition Reversed By Mesenteric Revascularization, Sacha Saba, Mahi Basra, Alvin Newman Caro, Vikas Sethi, Marc Kudelko

West Florida Division GME Research Day 2026

No abstract provided.

Case Report: Unique Presentation Of Mediastinal Mullerian Duct Cyst Developing Alongside Bronchial Cyst, Julia Dane, Stephanie Ngom Morris, Vaughan Marr, Bryan Steinberg

West Florida Division GME Research Day 2026

No abstract provided.

Rethinking Acute Pain Management: Evidence For Suzetrigine As An Opioid-Sparing Strategy In Outpatient Care, Shana-Kay Lambert-Johnson, Tasaduq Mir

North Texas GME Research Forum 2026

BACKGROUND: The ongoing opioid epidemic underscores the urgent need for effective nonopioid options for acute pain management. Suzetrigine, a selective voltage-gated sodium channel NaV1.8 inhibitor, represents a mechanistically novel analgesic targeting peripheral nociception and may reduce reliance on opioid therapy. It received FDA approval on January 30, 2025, for the treatment of moderate-to-severe acute pain in adults. This evidence-based review evaluates the efficacy and safety of suzetrigine as an opioid-sparing option for outpatient acute pain management.

METHODS: A structured literature search of PubMed was conducted from database inception through January 2026 using the terms “suzetrigine” and “NaV1.8.” Eligible studies were …

A New Conceptual Framework For The Approach To The Emergency Department Patient, Christopher Houston

North Texas GME Research Forum 2026

Background

The Emergency Department (ED) is an often chaotic environment where you have little information, little time, and must evaluate for multiple serious conditions. This can be overwhelming for trainees and young physicians. Having a thought process specifically tailored to the ED could be helpful organizing priorities and diagnostic pathways. There are several disease specific core measures that are time sensitive in the ED. Specifically; STEMI, stroke, sepsis, and trauma. Each of these conditions must be rapidly identified, and appropriate pathways initiated.

Trainees are traditionally taught to approach a patient with a wide differential diagnosis for each chief complaint and …

Massive Subcutaneous Emphysema Following Robot-Assisted Total Laparoscopic Hysterectomy: A Case Report, Alia Valdez, Isabella Sciacca, Charmaine Oladell

North Texas GME Research Forum 2026

Background Subcutaneous emphysema is the presence of air within subcutaneous tissues, often presenting as swelling and palpable crepitus. Air may spread along fascial planes and arise from traumatic, iatrogenic, infectious, or spontaneous sources. In laparoscopic surgery, it is most commonly related to carbon dioxide insufflation. Reported incidence following laparoscopic procedures ranges from 2% to 24%, depending on procedure type, surgical duration, insufflation pressure, and patient factors. In gynecologic laparoscopy, incidence has been reported as low as 2.3% in some studies, with rates up to 10–15% in others, particularly with higher intraabdominal pressures. Although often benign, extensive subcutaneous emphysema may lead …

Salvage Percutaneous Spyglass-Assisted Lithotripsy Via A Cholecystostomy Tract After Failed Ercp: A Case Report, Nicholas Gerden, Tiffany Hong, Asad Rehman, Long Hoang

North Texas GME Research Forum 2026

IR-driven percutaneous cholangioscopy with SpyGlass-assisted lithotripsy is an emerging salvage technique for biliary stone disease in patients with failed or contraindicated endoscopic retrograde cholangiopancreatography (ERCP) due to complex anatomy. We report an 85-year-old patient with an indwelling cholecystostomy tube and biliary stent who presented with recurrent obstructive jaundice, with cholangiography demonstrating occlusion of the common bile duct stent due to choledocholithiasis. Conventional ERCP was unsuccessful because of complex biliary and gastrointestinal anatomy. A multidisciplinary interventional radiology–gastroenterology approach was therefore pursued, utilizing antegrade percutaneous choledochoscopy through an existing cholecystostomy tract with SpyGlass-assisted lithotripsy, followed by cholecystostomy tube exchange. The procedure resulted …

Use Of Preoperative Chlorhexidine Scrub In Prevention Of Groin Surgical Site Infections, Enoch Wong, Pranay Arora, Hunter Knight, Carissa Lucero, Edic Stephanian

North Texas GME Research Forum 2026

Background: Surgical site infections (SSIs) following groin exposure in vascular surgery are associated with significant morbidity, prolonged hospital length of stay, and increased healthcare costs. The groin is particularly susceptible to infection due to local skin flora and moisture, with studies demonstrating higher infection rates compared to other vascular operative sites (1). Despite standard perioperative infection prevention measures in the operating room, SSI rates following groin exposure remain unacceptably high. This quality improvement (QI) project aimed to reduce groin SSI rates through the implementation of a standardized preoperative chlorhexidine-based scrub protocol.

Methods: A single-center QI initiative was evaluated using a …