Diagnosis Commons^™

Validation Of A Real-Time Pcr Laboratory Developed Test For The Detection Of Pneumocystis Jirovecii In Bronchoalveolar Lavage Samples, Caitlyn Moon

Honors Scholar Theses

Pneumocystis jirovecii is an opportunistic, host-obligate fungal pathogen responsible for causing P. jirovecii pneumonia (PJP) in humans. PJP is treated with trimethoprim-sulfamethoxazole (TMP-SMX), a strong broad-spectrum antibiotic that carries risk of renal and hepatotoxicity. Therefore, rapid diagnosis or exclusion of PJP is crucial to ensure PJP-positive patients receive effective treatment and PJP-negative patients avoid unnecessary antibiotics. Unlike most microorganisms, P. jirovecii cannot be cultured, presenting complications for the typical methods of diagnosing fungal pathogens. Historically, the gold standard for diagnosis was direct microscopic examination with stains such as methenamine silver and calcofluor white, but this diagnostic technique requires highly skilled …

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

Honors Theses

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

Organic Synthesis Of A Hydrazine Functionalized Ammonium Compound For Improved Capture Of Aldehyde Metabolites From Exhaled Breath, Po'iu N. Burgo

Undergraduate Theses

Breath analysis has emerged as a non-invasive and inexpensive way to screen for respiratory diseases. This technique involves measuring concentrations of specific metabolites found in exhaled breath that serve as a biomarkers for disease. A subclass of volatile organic compounds called α,β-Unsaturated aldehydes, products of the lipid peroxidation mechanism, are underrepresented as biomarkers of lung cancer. These have been found to have relatively increased concentrations in the exhaled breath of lung cancer patients compared to a healthy patient. One of the reasons that these metabolites have been underreported is that the techniques used to measure and characterized exhaled metabolites do …

Robust Non-Invasive Cardiac Index Prediction Via Feature Integration And Data-Augmented Neural Networks, Chih-Hao Chang, Mei-Ling Chan, Yu-Hung Fang, Po-Lin Huang, Tsung-Yi Chen, Tsun-Kuang Chi, I Elizabeth Cha, Tzong-Rong Ger, Kuo-Chen Li, Shih-Lun Chen, Liang-Hung Wang, Jia-Ching Wang, Patricia Angela R. Abu

Department of Information Systems & Computer Science Faculty Publications

Concurrent with the rising consumption of ultra-processed, high-calorie diets and the decline in physical activity, obesity and related cardiovascular conditions among young adults have continued to increase, becoming an important global public health concern. This study integrates non-invasive Internet of Things (IoT) sensing devices, including the TERUMO ES-P2000 blood pressure monitor (Terumo Corp., Tokyo, Japan) and the PhysioFlow PF07 Enduro cardiac hemodynamic analyzer (Manatec Biomedical, Poissy, France), with an artificial neural network (ANN) for cardiac index (CI) prediction. Through appropriate data preprocessing and model training strategies, the generalization ability and stability of the proposed CI prediction model were significantly enhanced. …

Ms-Gator: Multi-Scale Graph Attention With Topological Reasoning For Segmentation And Classification Of Prostate Cancer Based On Gleason Scores Using Histopathology Images, Sujata Patil, Mahadeva Swamy, Kavitha Sooda, Rajanikanth Vadigepalli, Khalid Nazim Abdul Sattar, Md Rafeeq

Department of Pathology, Anatomy, and Cell Biology Faculty Papers

Prostate cancer is one of the prevalent and potentially fatal malignancies, affecting men globally. Accurate segmentation and classification of prostate cancer in histopathology images remain challenging due to complex tissue architecture, staining variability, and high inter-observer differences in manual diagnosis. To address these challenges, this research proposes a Multi-Scale Graph Attention with Topological Reasoning (MS-GATOR) for segmentation and classification of prostate cancer based on Gleason Scores (GS). The MS-GATOR incorporates topological reasoning with hierarchical biological structures by constructing a graph-based representation among three spatial scales such as nuclei, glands, and tissues using Delaunay triangulation to capture both geometric and photometric …

Improving Anesthesia Provider Confidence In The Identification, Management, And Treatment Of Postoperative Delirium, Brittany M. Whistle, Charles Dustin Phelps

Scholars Week

Purpose: Postoperative Delirium (POD) is a potentially devastating complication of anesthesia that is poorly understood by clinical staff leading to poor outcomes for surgical patients. This study is meant to determine if a focused knowledge presentation accompanied by visual aids could increase anesthesia providers confidence in identifying, diagnosing, and treating Postoperative Delirium.

Methodology: Utilizing a statistical model to analyze respondents results on a standardized test administered before and after an informational presentation with visual aids on the topic of Postoperative Delirium.

Results: Results indicated a statistically significant difference between pretest and posttest scores, with a p-value of .002, t(11) = …

Therapeutic Potential Of Bacillus Coagulans Unique Is2 Probiotic Supplementation On Early Periodontitis Patients: A Randomized Controlled Trial, Renu Gaur, Aysha Jebin A, Prabhuji M L V

International Arab Journal of Dentistry

Objectives: Bacillus coagulans (B. coagulans) is a probiotic commonly used for broad spectrum of systemic infections, its potential to treat oral infections, particularly periodontitis, is still being studied.The aim of the study was to evaluate the efficacy of probiotic B. coagulans as an adjunct to SRP in periodontitis patients.

Methods: Thirty systemically healthy patients with stage I/ stage II and grade A/ grade B periodontitis were selected and randomly divided into two groups. The control group received SRP along with placebo and the test group received SRP + B. coagulans probiotic chewable tablets. At baseline, one month, and three months …

Effect Of Pre-Training Patients Using A Self-Directed Slideshow Presentation On Visual Field Reliability In First-Time Test Takers, Lillian M. Centlivre B.S., Derek Zahnleuter B.S., Rahul Babu B.S., Chaesik Kim, Kaitlin Ziadeh Md, Hanna Simmons Md, Vivian Rajeswaren Md, Aleskey Parker Williams Do, Jacob Im Md, Aleksey Mishulin Md, Faisal Ridha Al-Timimi Md, Hassan Tokko

Medical Student Research Symposium

Title: Effect of Pre-Training Patients Using a Self-Directed Slideshow Presentation on Visual Field Reliability in First-Time Test Takers

Authors: Lillian Centlivre BS, Derek Zahnleuter BS, Rahul Babu BS, Chaesik Kim BSEE, Kaitlin Ziadeh MD, Hanna Simmons MD, Vivian Rajeswaren MD, Aleksey Parker Williams DO, Jacob Im MD, Aleksey Mishulin MD, Faisal Ridha Al-Timimi MD, Hassan Tokko MD

Background: Visual field (VF) testing is essential for detecting glaucoma, but reliability is limited by patient inexperience and poor fixation. Prior studies report VF test reliability around 59%, primarily attributed to increased fixation loss (FL). Other studies note 75.9% reliability using training videos …

Selective Retention Of Birdshot Pellets In The Rearfoot: A Case Demonstrating Tissue Preservation And Functional Recovery, Yasim Zafar, Steven Bolton, Alexandria Armstrong, Hooman Mir

School of Podiatric Medicine - Student Research

Level of Evidence: III (Case Study)

Statement of Purpose: Gunshot wounds to the foot pose a unique surgical dilemma—whether to pursue aggressive foreign body removal or to preserve soft tissue integrity. This case highlights the management of a birdshot injury to the rearfoot where selective non-removal of pellets near the neurovascular bundle led to complete healing and full functional recovery. The purpose is to emphasize tissue preservation over aggressive exploration in complex ballistic foot injuries.

Case Study: A 26-year-old female sustained a birdshot gunshot wound to the right rearfoot. Multiple small entry wounds were noted on the posterior and plantar …

Artificial Intelligence In Radiology: A Comparative Study Of Accuracy And Efficiency Across X-Ray, Ct, And Nuclear Medicine, Courtney J. Mello, Sophia D. Galvan, Britney R. Williams, Tuyen T. Thai, Phuong P. Mor, Saleha Zafar

Research Methods Poster Session 2026

Artificial intelligence (AI) is increasingly used in radiology to improve diagnostic accuracy and workflow efficiency; however, there is limited standardized research comparing its performance across imaging modalities. This study aimed to evaluate the accuracy and efficiency of AI in X-ray, computed tomography (CT), and nuclear medicine. A systematic review was conducted following PRISMA guidelines, analyzing peer-reviewed studies published between 2015 and 2025. Data were extracted on key performance metrics, including sensitivity, specificity, interpretation time, and error rates, to enable cross-modality comparison. Results demonstrated that AI achieved high diagnostic accuracy in X-ray imaging, with average sensitivity and specificity near 91% and …

Evaluating Forearm Strength Variability In Collegiate Tennis Players Over The Course Of A Competitive Season, Jeffrey Williams, Payton Jensen, Kevin Laudner

Clinical Practice in Athletic Training

The muscles of the forearm undergo routine, forceful, and repetitive contractions while playing tennis and may experience adaptive changes that can precede injury. An understanding of forearm strength profiles of tennis players following a competitive season would assist clinicians’ evidence-based management of the forearm’s readiness for training, competition, and return-to-sport participation. Therefore, the purpose of this study was to explore the effects of a competitive tennis season on forearm strength among collegiate tennis athletes. A prospective, case-series design was used to examine a convenience sample of 15 asymptomatic NCAA Division I tennis players (males = 10, height = 182.88 [SD …

Acute Management Of A Hamate Fracture In A Collegiate Baseball Player: A Disablement Model Case Study, Kayleigh A. De Koker, Cory E. Barton, Lindsey E. Eberman

Clinical Practice in Athletic Training

The purpose of this disablement model case study was to outline a collegiate baseball player with an isolated hamate fracture including the injury evaluation, diagnosis, and acute management. During a tournament game, the collegiate career of the patient ended abruptly following an injury sustained while at bat. The patient attempted to bat again but encountered significant difficulty due to the increasing pain in his hand. Consequently, the athletic trainer was called out for an on-field examination. The patient presented with no edema or ecchymosis but severe pain in the hypothenar eminence. This patient also presented with decreased grip strength with …

Quality Of Athletic Training Services For Lower Extremity Injuries, Katie Sniffen, Michael Rozier, Katherine Stamatakis, Paula Buchanan, Janet E. Simon, Leslie Hinyard

Clinical Practice in Athletic Training

The use of patient-reported outcomes in athletic training is inconsistent, limiting the ability to communicate service quality and value to key stakeholders. The objective of this study is to calculate meaningful quality outcome measures for athletic training services for lower extremity injuries in high school student-athletes. Data were collected from a subset of the National Athletic Treatment, Injury and Outcomes Network Surveillance Program and a convenience sample of high school student-athletes with patient-reported outcome measures for lower extremity time-loss injuries. Failure-toprogress proportions (FTPPs) were calculated using the Knee Injury and Osteoarthritis Outcome Score (KOOS) for knee/thigh injuries and the Foot …

Recurrent Urinary Tract Infections In An Elite Level Diver: A Disablement Model Case Study, Matt O'Sullivan, Dominique M. Stevens, Lindsey E. Eberman

Clinical Practice in Athletic Training

This article presents a case of complicated and recurrent pyelonephritis, an infection of 1 or both kidneys, in an elitelevel diver. Urinary tract infections (UTIs) are among the most common outpatient infections in the United States; most are uncomplicated and resolve without significant mortality or morbidity. However, UTIs have the potential to present significant clinical challenges if the UTI becomes complicated or recurrent. Additionally, recurrent UTIs can carry a significant burden to both the individual patients and the larger healthcare system. The current paper reviews the epidemiological literature surrounding UTIs, the significant impact they have on a patient’s health-related quality …

Comfort Level Of Collegiate Student-Athletes In Opposite And Same-Gender Patient/Provider Relationships In Athletic Training, Samantha Dickie, Yashu Tang, Sydney Nelson, Emily Madrak

Clinical Practice in Athletic Training

Gender-based comfort in patient-provider relationships is a vital aspect of athletic training care. As the profession continues to evolve—particularly with a growing number of women athletic trainers (ATs) and progression of athletic training curriculum—it is essential to understand how gender dynamics influence the comfort of collegiate athletes when receiving care. This cross-sectional survey study examined how athlete comfort varies when treated by same- versus opposite-gender ATs in general patient care and in pathology-based scenarios. Ninety-six collegiate student-athletes (62.5% female) with the mean age of 20.26 (SD 1.7) years from NCAA and NAIA institutions completed the Gender Comfort with Athletic Trainer …

Prescribed Aerobic Exercise And Sport-Related Concussion Recovery: A Validation Case Series, Lacy L. Chapel, Tamara C. Valovich Mcleod

Clinical Practice in Athletic Training

Active rehabilitation, including prescribed sub-symptom threshold aerobic exercise implemented during the acute phase of recovery after sport-related concussion, has been shown to facilitate recovery and reduce the risk of persisting postconcussion symptoms. The purpose of this validation case series was to evaluate currently available external evidence regarding the effects of prescribed aerobic exercise interventions on recovery after sport-related concussion. For this study, the patient population included college athletes diagnosed with a sport-related concussion who participated in at least 5 days per week of supervised, prescribed aerobic exercise, based on graded aerobic exercise testing and heart rate threshold. Our study findings …

Suture Augmentation With Ucl Repairs In Baseball Pitchers As An Alternate To Reconstructions: An Evidence-To-Practice Review, Kayleigh A. De Koker, Kenneth E. Games

Clinical Practice in Athletic Training

An injury to the ulnar collateral ligament (UCL) is sustained through repetitive valgus motions, increasing in prevalence across all levels of baseball due to the increasing workload demands placed on the medial elbow in pitching. Traditionally, UCL tears have been managed through reconstructions followed by a lengthy rehabilitation process. In recent years, the UCL repair with suture augmentation has gained favor given the enhanced patient and clinician outcomes in return-to-play timelines, decreased medial gapping, improved Kerlan Jobe Orthopedic Clinic (KJOC) scores, and long-term functionality. Utilizing 4 databases (MEDLINE, Embase Cochrane library, Science Direct, and Scopus), literature was obtained addressing the …

Comparison Of Vibrating And Non-Vibrating Foam Roller On Hamstring Range Of Motion, Rakhoon Sung, Portia B. Resnick, Karen G. Roos, Mimi Nakajima

Clinical Practice in Athletic Training

Tightness in the distal hamstring is a common complaint among active individuals. While a foam roller is used to release muscle tension, there are limited studies about the effect using a vibrating foam roller (VFR) on hamstring flexibility and knee range of motion (ROM). For this reason, the purpose of the research was to compare the effect of a VFR and nonvibrating foam roller (NVFR) on hamstring flexibility and knee ROM in active college students. It was hypothesized that there would be more improvement in hamstring flexibility and knee ROM with a VFR than an NVFR. A randomized controlled trial …

A Review Of Mentorship And Recruitment Strategies For Minority Athletic Training Students, Dariana M. Brown

Clinical Practice in Athletic Training

The underrepresentation of minority athletic trainers remains a critical issue, affecting both the profession and the quality of patient care. While patient demographics continue to diversify, the athletic training workforce has not kept pace, leading to potential communication barriers, mistrust, and inadequate culturally competent care. This review examines whether culturally tailored mentorship programs and targeted recruitment initiatives improve retention, career satisfaction, and diversity in athletic training compared to standard methods. By analyzing studies on underrepresented minority students in athletic training, the review highlights key institutional barriers and systemic factors impacting recruitment and retention. Findings suggest that tailored mentorship and supportive …

Automated Abdominal Aortic Calcification And Trabecular Bone Score Independently Predict Incident Fracture During Routine Osteoporosis Screening, Abadi K. Gebre, Marc Sim, Syed Zulqarnain Gilani, Afsah Saleem, Cassandra Smith, Didier Hans, Siobhan Reid, Barret A. Monchka, Douglas Kimelman, Mohammad Jafari Jozani, John T. Schousboe, Joshua R. Lewis, William D. Leslie, Joshua R. Lewis

Research outputs 2022 to 2026

Abdominal aortic calcification (AAC), a marker of subclinical cardiovascular disease, has previously shown to be associated with low BMD and fracture. However, it remains unclear whether AAC is associated with trabecular bone score (TBS), a gray-level textural measure, or whether it predicts fracture risk independent of this measure. Here, we examined the cross-sectional association of AAC scored using a validated machine learning algorithm (ML-AAC24) with TBS, and their simultaneous associations with incident fractures in 7691 individuals (93.4% women) through the Manitoba BMD Registry (mean age 75.3 yr). The association between ML-AAC24 and TBS was tested using generalized linear regression. Cox …