Health Information Technology Commons^™

Data-Driven Survival Modeling For Breast Cancer Prognostics: A Comparative Study With Machine Learning And Traditional Survival Modeling Methods, Theophilus Gyedu Baidoo, Hansapani Rodrigo

School of Mathematical & Statistical Sciences Faculty Publications

Background This investigation delves into the potential application of data-driven survival modeling approaches for prognostic assessments of breast cancer survival. The primary objective is to evaluate and compare the ability of machine learning (ML) models and conventional survival analysis techniques, to identify consistent key predictors of breast cancer survival outcomes.

Methods This study employs data-driven survival modeling approaches to predict breast cancer survival, including survival-specific methods such as the Cox Proportional Hazards (CPH) model, Random Survival Forests (RSF), and Cox Proportional Deep Neural Networks (DeepSurv), as well as machine learning models like Random Forests (RF), XGBoost, Support Vector Machines (SVM) …

Pandemic Mythmaking: Covid-19 And Mythological Symbolism In Indian Folk Art, Ishani Anwesha Joshi, Sathyaraj Venkatesan

Mythlore: A Journal of J.R.R. Tolkien, C.S. Lewis, Charles Williams, and Mythopoeic Literature

Through a comprehensive analysis of Durga Bai Vyam’s “Samura Manthan” and Rupsona and Bahadur Chitrakar’s “Corona Rakshasa,” this article aims to investigate how mythological stories and themes have been used in the Indian context in folk art during the COVID-19 pandemic. The investigation will offer insights into how artists have leveraged mythological symbolism to infuse their works with richer layers of meaning, thereby engaging readers in a deeper exploration of the pandemic’s impact on society and the human psyche. By close-reading the aforementioned paintings, this study aims to illustrate the evolving visual representation of cultural narratives …

Diabetes: Non-Invasive Blood Glucose Monitoring Using Federated Learning With Biosensor Signals, Narmatha Chellamani, Saleh Ali Albelwi, Manimurugan Shanmuganathan, Palanisamy Amirthalingam, Anand Paul

School of Public Health Faculty Publications

Diabetes is a growing global health concern, affecting millions and leading to severe complications if not properly managed. The primary challenge in diabetes management is maintaining blood glucose levels (BGLs) within a safe range to prevent complications such as renal failure, cardiovascular disease, and neuropathy. Traditional methods, such as finger-prick testing, often result in low patient adherence due to discomfort, invasiveness, and inconvenience. Consequently, there is an increasing need for non-invasive techniques that provide accurate BGL measurements. Photoplethysmography (PPG), a photosensitive method that detects blood volume variations, has shown promise for non-invasive glucose monitoring. Deep neural networks (DNNs) applied to …

Developing An Online Community Advisory Board (Cab) Of Parents From Social Media To Co-Design An Human Papillomavirus Vaccine Intervention: Participatory Research Study, Regan M. Murray, Shawn C. Chiang, Ann C. Klassen, Jennifer A. Manganello, Amy E. Leader, Wen-Juo Lo, Philip M. Massey

Department of Medical Oncology Faculty Papers

BACKGROUND: Social media health interventions have grown significantly in recent years. However, researchers are still developing innovative methods to meaningfully engage online communities to inform research activities. Little has been documented describing this approach of using online community advisory boards (CABs) to co-create health communication interventions on social media.

OBJECTIVE: This study describes the formation, engagement, and maintenance of an online CAB focused on co-creating a health education intervention for parents regarding the human papillomavirus (HPV) vaccine. The study provides guiding principles for public health researchers implementing such CABs in future digital health interventions.

METHODS: In May 2020, Twitter was …

Virtual Reality Respiratory Biofeedback In An Outpatient Pediatric Pain Rehabilitation Program: Mixed Methods Pilot Study, Kristin Recker, Julia Silliman, Karolina Gifford, Parth Patel, Lisgelia Santana, Aimee K. Hildenbrand, Shreela Palit, Rachel Wasserman

Department of Pediatrics Faculty Papers

BACKGROUND: Chronic pain in adolescents is a significant and growing concern, as it can have negative implications on physical and psychosocial development. Management can be complicated by the increasing risks associated with opioid misuse, highlighting the need for effective nonpharmacological interventions. Biofeedback is an empirically supported behavioral intervention for chronic pain that targets the self-regulation of physiological responses. Virtual reality (VR) is a novel delivery method for biofeedback that could serve as an engaging and effective platform for adolescents.

OBJECTIVE: The goal of this study was to assess the feasibility, acceptability, and preliminary effectiveness of integrating a VR-delivered respiratory biofeedback …

Self-Management Program For Dyslipidemia: Impact On Health Behaviors To Modifiable Risk Factors And Compliance, Michael S. Lespron

Student Scholarly Projects

Practice Problem: Dyslipidemia management requires participation by both the healthcare provider and the patient alike. The inability to control lipid levels, including modifiable risk factors, can lead to cardiovascular disease which is the leading cause of death globally.

PICOT: In patients at a federally qualified health center that are 18-99 years of age and have a diagnosis of any type of dyslipidemia (P), does the implementation of a self-management program (SMP) via continued access to video recordings, take-home booklets, and biweekly follow-up calls (I) compared to current practices (C), increase compliance to medication adherence and lifestyle modification recommendations (O) within …

Targeted Ehr-Based Communication Of Diagnostic Uncertainty (Tecu) In The Emergency Department: Protocol For An Effectiveness Implementation Trial, Danielle M Mccarthy, Sara Malone, Dimitrios Papanagnou, Benjamin E Leiby, Amandy M B Doty, Phillip Watts, Rahul Yadav, Julia K Pugliese, Jonathan Woodworth, Tracy Esteves Camacho, Efrat Kean, Kristin L Rising

Department of Emergency Medicine Faculty Papers

BACKGROUND: At least 37 % emergency department (ED) patients are discharged without a definitive diagnosis, resulting in diagnostic uncertainty. Transitions of care are high-risk periods for patient safety, especially for patients discharged with diagnostic uncertainty. Effective communication between clinicians and patients improves these care transitions. Previous research developed tools to support high quality discharge in the setting of diagnostic uncertainty, including: a communication checklist, a physician training program, and a patient-facing information sheet.

METHODS: This study aims to enhance transitions for patients leaving the ED with diagnostic uncertainty through an electronic health record (EHR)-based strategy. The intervention, the Targeted EHR-based …

Improving Bone Density Screening Rates In Patients At Risk For Falls Using Chart Screening And Protocol Orders, Lona Winnegan

Doctor of Nursing Practice Final Project Abstract

PURPOSE: This quality improvement project’s purpose was to identify those at risk for low bone density from a clinic’s population of positive fall risk screenings, to encourage bone density screening and identify those who would benefit from bone health optimization.

BACKGROUND: Spine fractures result in serious morbidity and mortality. The type of treatment options available for spine fractures and the timing of intervention is affected by the patient’s bone density.

METHODOLOGY: The aim was for patients diagnosed with spine fractures and degenerative spine conditions to be screened for osteoporosis/osteopenia according to screening recommendation standards. The goals were to maintain …

Study Of Proportion Of Cardiac Involvement Secondary To Dengue Infection In Pediatric Population Admitted In A Tertiary Hospital- A Prospective Cross-Sectional Study, Neha Bhongale, Qudsiya Ansari, Ravindra Chittal

Digital Journal of Clinical Medicine

Background- Dengue is one of the most important mosquito-borne illnesses worldwide. Cardiac manifestations of dengue illness can range from asymptomatic bradycardia to life-threatening myocarditis. There is an overall paucity of published Indian studies of clear demonstration of cardiac manifestations secondary to dengue in the pediatric population. Aim- To study the proportion of patients with cardiac involvement secondary to dengue viral infection in the pediatric age group based on clinical manifestations of cardiac enzymes (CKMB, Troponin I) and ECG (electrocardiography), in a tertiary center. Methodology- This study is undertaken to find out the proportion of patients with cardiac manifestations secondary to …

Barriers To Telehealth Uptake And Use: A Scoping Review, Mackenzie Kemp, Kristin L. Rising, Gregory Laynor, Jessica Miao, Brooke Worster, Anna Marie Chang, Andrew J. Monick, Amanda Guth, Tracy Esteves Camacho, Kiana Mcintosh, Grace Amadio, Lindsey Shughart, Tingann Hsiao, Amy E. Leader

Jefferson Center for Connected Care Faculty Papers

OBJECTIVES: We conducted a scoping review to identify barriers to telehealth use and uptake from the perspective of patient, provider, and system that were documented in the literature. In addition to identifying and categorizing the barriers, we aimed to assess how barriers differed for studies conducted during the COVID-19 pandemic, as well as how barriers differed between the United States vs internationally based studies.

MATERIALS AND METHODS: Comprehensive searches of the PubMed/MEDLINE, CINAHL, and Scopus databases conducted on December 29, 2021 yielded 17 887 results, with 11 221 potentially eligible documents after duplicates were removed. The team conducted an initial …

An Exploration Of Telemedicine Application Service Quality And Its Relevance With Patient Satisfaction, Victoria Olguin

Posters - 2025

Telehealth is the usage of technology to connect people from distinct locations to deliver healthcare services. Though the COVID-19 pandemic did accelerate the usage of telehealth, the practice of telehealth can date back to the civil war in the 1860s, when messages were sent from wounded soldiers back to medics. When the COVID-19 pandemic hit, the telehealth care model quickly accelerated and is now used and accepted by many worldwide. After the pandemic, patients have continued to use telehealth health services by downloading telehealth mobile applications on their mobile devices that connect them to their healthcare provider. This has raised …

A New Member Benefit: The Talk Space Go App, Lisa Knowles Dds

The Journal of the Michigan Dental Association

This article introduces TalkSpace Go, a new ADA member benefit providing mental health support for dentists. Dr. Lisa Knowles explains how the app offers private access to therapists, courses, and workshops to help manage professional stress and prevent burnout. The piece highlights that 82% of dentists experience clinical burnout symptoms and emphasizes the importance of prioritizing mental well-being. Knowles describes her personal experience with burnout and using the app alongside the ADA's Well-Being Index assessment tool. The article includes instructions for accessing both resources, which are free for ADA/MDA members.

Exploring The Web And Language Accessibility Of Medical Tourism Providers’ Websites: Implications For Online Marketing And Patient Recruitment Practices, Alicia Mason, Elizabeth Spencer, Kristen Livingston, Treyton Meyers

Faculty Submissions

Background: Web accessibility as an attribute of the digital presence of organizations has been studied across domains and contexts. Our study aims to add to existing lines of research inquiry by examining the web and language accessibility of medical tourism provider (MTP) websites commonly used to market and promote international medical tourism treatments and services globally.

Objective: This study aims to (1) systematically analyze the web and language accessibility of MTP online health messages and (2) discuss challenges and implications for medical tourists’ user experiences when seeking health information online.

Method: We conducted an exploratory quantitative content analysis of web …

For Patients’ Sake! Can We Get Some Clarity? Defending The Privilege And Confidentiality Of Patient Safety Work Product, Alyssa Boob

Dickinson Law Review (2017-Present)

In 2000, the Institute of Medicine published To Err is Human: Building a Safe Health System, a report revealing the shocking rate of medical errors plaguing the United States healthcare system. Faced with the horrifying consequences of these medical mishaps, Congress sprang into action. It enacted the Patient Safety and Quality Improvement Act of 2005 (PSQIA), which authorized the creation of Patient Safety Organizations (PSOs). Intended to increase transparency and communication amongst healthcare providers, PSOs collect provider medical error data—termed Patient Safety Work Product (PSWP)—and suggest areas of improvement.

The Act grants privilege and confidentiality protections to any information …

Words Of Advice: How To Write The Story Of A Patient For A Problem-Based Learning Session In A Healthcare Education Program, Andrew D Bergemann, Matthew Mcmillin, Miriah C Gillispie-Taylor, Gareth Gingell, R Taylor Surles, Rachel Wallace

Faculty and Staff Publications

Medical education is in the process of a pedagogical revolution. Traditional lectures are playing a progressively smaller role, with more of the content being delivered through student-centered small-group sessions. Problem-based learning (PBL) has become a centerpiece of education for many medical schools, in large part because of its focus on the learners identifying their own knowledge gaps. As junior scientists seek faculty appointments in institutions focused on healthcare education, they will find that skills in PBL are valued by the academic community. Among the necessary skills is the capability to lead efforts in PBL case writing. The cases, each of …

The Interplay Between Endothelial Glycocalyx Maturity And Both The Toxicity And Intracellular Uptake Of Charged Nanoparticles, Claire A. Bridges, Lu Fu, Jonathan Yeow, Xiaojing Huang, Miriam Jackson, Rhiannon P. Kuchel, James D. Sterling, Shenda M. Baker, Megan S. Lord

Business and Information Technology Faculty Research & Creative Works

Nanoparticles are widely studied for delivering treatments to target tissues, but few have reached clinical use. Most nanoparticles encounter blood vessels on their way to target tissues. The inner surface of these vessels is lined with endothelial cells covered by a glycocalyx, an extracellular matrix rich in anionic glycans. The role of the glycocalyx in nanoparticle interactions is not well understood. Here, we demonstrate that endothelial cells need extended culture times to synthesize a mature glycocalyx. Our research shows that branched polyethyleneimine functionalized gold nanoparticles bind to endothelial cells expressing either a developing or mature glycocalyx, with the interaction involving …

It-Enabled Services In Online Healthcare Platforms, Anqi Zhao

Dissertations and Theses Collection (Open Access)

Despite the growing prevalence of IT-enabled applications and interventions, online healthcare platforms (OHPs) face notable challenges in addressing technological and informational barriers, maintaining patient and physician engagement, and ensuring quality of care. To address these challenges, this dissertation examines the impact of IT-enabled services in OHPs across key stages of the healthcare service process—preconsultation, consultation, and postconsultation.

In the preconsultation stage, we scrutinize the effects of online preconsultation from both physician and patient perspectives. The findings reveal that preconsultation, significantly increases the consultation physician’s response speed,support abundance, and informational support. However, because emotional support is the …

April 2025, Swosu Bulldog Wellness Committee

SWOSU BULLDOG WELLNESS

Practice mindfulness!

Here are some strategies for a healthier Spring

April word search

April 2025, Swosu Rural Health Center

RURAL ROCKS

This is the April 2025 issue of Rural Rocks from the SWOSU College of Pharmacy.

Factors Affecting Nurse Retention In A Private Healthcare System In Malaysia, Zarin Ikmal Zan Mohd Zain, Annamma Kunjukunju, Govethamma Subramaniam, Nur Izzana Tajuddin

Jurnal Keperawatan Indonesia

Nurse retention has become increasingly challenging in the post-pandemic era, particularly for private hospitals. This study aimed to identify the significant predictors of nurse retention in selected private hospitals in Malaysia. A quantitative, descriptive, cross-sectional design was employed. A pre-validated, self-administered questionnaire, distributed via Google Forms, was used for data collection. The respondents included 532 registered nurses employed at three private hospitals in Malaysia. Data analysis was conducted using descriptive statistics and correlation studies, including Spearman’s rho and multiple regression analysis. Among the participants, 54% reported good job satisfaction, 27.37% expressed organizational commitment, 25.97% were satisfied with human resource practices, …