Health Information Technology Commons^™

Exploring Large Language Models For Summarizing And Interpreting An Online Brain Tumor Support Forum, Christy Muasher-Kerwin, M. Courtney Hughes, Michelle L. Foster, Ibrahiim Al Azher, Hamed Alhoori

Faculty Articles, Papers, and Other Scholarship

Objective

Methods

The Detection Of Multiple Human Papillomavirus (Hpv) Types Through The Development Of An Isothermal Dna Amplification Assay, Lauren Powell

Doctoral

Human Papillomaviruses (HPV) belong to the Papillomaviridae family, with over 200 known types classified into high-risk (HR-HPV) and low-risk (LR-HPV) groups based on their carcinogenic potential. While most HPV infections are asymptomatic and transient, persistent infection can lead to health issues, including cervical cancer. Given the high prevalence of HPV and its potential for malignant transformation, nucleic acid amplification assays have become a widely implemented tool for routine HPV testing. This study developed a real-time isothermal DNA amplification assay for the detection and differentiation of multiple HPV types. A universal primer set was designed to target a highly conserved region …

Modeling Ion-Specific Effects In Polyelectrolyte Brushes: A Modified Poisson-Nernst-Planck Model, William J. Ceely, Marina Chugunova, Ali Nadim, James D. Sterling

Business and Information Technology Faculty Research & Creative Works

Polyelectrolyte brushes consist of a set of charged linear macromolecules, each tethered at one end to a surface. An example is the glycocalyx which refers to hair-like negatively charged sugar molecules that coat the outside membrane of all cells. We consider the transport and equilibrium distribution of ions and the resulting electrical potential when such a brush is immersed in a salt buffer containing monovalent cations (sodium and/or potassium). The Gouy-Chapman model for ion screening at a charged surface captures the effects of the Coulombic force that drives ion electrophoresis and diffusion but neglects non-Coulombic forces and ion pairing. By …

Electronic Health Records In Non-Hospital Settings Of Developing Economies: A Systematic Review On Enablers And Barriers, Bejie Rodriguez, Joenelyn Kaye Demoral, Jan Jacob Carpio, Alan Napoleon Gultia, Gloria Shiela Coyoca, Cecilio Garciano, Lemuel Clark Velasco

Institute of Philippine Culture (IPC)

In recent years, rapid advancements in Information and Communications Technology (ICT) have greatly transformed the healthcare landscape by streamlining health data management and providing decision-makers with secure and convenient access to health records. In developing economies, limited resources hinder healthcare access. Implementing EHRs in non-hospital settings is essential for enhancing healthcare quality and accessibility. While existing literature supports EHR use, further research is needed to pinpoint specific barriers and enablers. Using PRISMA guidelines, 18 relevant articles were systematically analyzed with the Human, Organization, and Technology Fit (HOT-fit) framework to examine these factors in non-hospital settings within developing economies. This study …

Efficiency Rx: Emr Training For Resident Wellness, Calder Dorn, Shelley Schoepflin Sanders

Abstracts, Posters, Presentations

*Winner of the top award in the wellness division

Leveraging Physiological Signal Activity And Self-Report Data To Assess Students’ Trust In “My Friendly Mind” App And Its Impact On Their Mental Health Knowledge: A Mixed-Method Phase 1 Clinical Trial Focusing On Depression And Attention Deficit Hyperactivity Disorder From Human Factors Standpoint., Yeganeh Shahsavar

Graduate Theses, Dissertations, and Problem Reports (ETD)

Mental health issues have become a significant global public health concern, especially among younger generations. The growing number of mental health challenges, combined with limited access to quality care, makes the problem even worse. Studies reveal that over 70% of individuals worldwide in need of mental health services do not receive appropriate care. Digital health technologies have the potential to enhance mental health services by making them more accessible and affordable. Despite the increasing popularity of mental health mobile applications (mHealth), there remains a lack of robust evidence of their effectiveness and the level of user trust, particularly in areas …

Study Of Maternal And Fetal Outcomes In Pregnancy Complicated By Thyroid Disorders, Sindhu Kumari, Poornima M

Digital Journal of Clinical Medicine

Background:

Thyroid disorders, particularly hypothyroidism, are common during pregnancy and can significantly impact both maternal and fetal outcomes. Despite advancements in screening and treatment, thyroid dysfunction in pregnancy often remains underdiagnosed, especially in low-resource settings. This study aimed to evaluate the prevalence, outcomes and effective management strategies of thyroid dysfunction during pregnancy.

Objectives: To evaluate the prevalence and outcomes of thyroid dysfunction, including both hypothyroidism and hyperthyroidism, during pregnancy, and their associated maternal and fetal complications.

Methods: This prospective observational study included 281 pregnant women with thyroid disorders attending antenatal care at JSS Hospital, Mysuru, from August 2022 …

J Mich Dent Assoc January 2025

The Journal of the Michigan Dental Association

Each month, the Journal of the Michigan Dental Association provides news, information, and features about Michigan dentistry to our state's oral health community and the MDA's 6,200+ members. It is the primary publication reaching Michigan dentists. The January issue sets the tone for February, the observance of Children’s Dental Health Month.

Michigan Academy of Pediatric Dentistry President Jessica Bentoski welcomes readers to this special issue, which features a cover feature on “Approaches to Care for Children with Special Needs in Dental Settings: Desensitization and Teledentistry” and a supporting article on “General Dentists’ Education, Knowledge, Attitudes, and Behavior Concerning the Effects …

Application Of Machine Learning And Large Language Models In Healthcare For Data Prediction And Summarization, Chiazam Chisom Izuchukwu

College of Graduate Studies: Theses & Dissertations

This study aims to examine the use of machine learning (ML) and large language models (LLMs) in healthcare to enhance disease prediction, clinical decision-making, and information management. Five supervised ML models—Logistic Regression (LR), Support Vector Machine (SVM), Random Forest (RF), Decision Trees (DT), and Naïve Bayes (NB)—on three different computing platforms—Google Colab, Databricks, and Snowflake—were employed for disease classification. Data preprocessing included treating missing values, encoding categorical variables utilizing one-hot-encoding, feature scaling when needed, and tackling class imbalance with Synthetic Minority Over-sampling Technique (SMOTE) before an 80-20 train-test separation. Models were created with Scikit-learn (Google Collab), Spark MLlib (Databricks), and …

Improving Telehealth Education And Training: A Needs Assessment Of Healthcare Providers And Trainees, Conor Duffy

Theses and Dissertations

Telehealth utilization has increased dramatically since the start of the COVID-19 pandemic. There are many positive impacts of this shift to telehealth, including increasing access to care and reducing patient burden. However, healthcare providers report several consistent challenges that limit their ability to deliver telehealth, such as effective communication, technological difficulties, and difficulty performing physical examinations. To address these concerns, it is necessary to integrate telehealth education and training into healthcare professional training programs and healthcare systems. While many institutions have implemented telehealth education and training since the start of the pandemic, there is little consistency in the content, duration, …

Learning Dissemination Strategies: Lessons From The Covid-19 Pandemic In Training Healthcare Professionals In Disease Management, Kishan Vishanagra

Honors Undergraduate Theses

The COVID-19 pandemic presented many challenges for global healthcare systems, requiring rapid training and dissemination of disease management strategies among healthcare professionals. This study conducts a systematic review of 37 studies to examine the learning dissemination methods created and utilized during the COVID-19 pandemic, focusing on just-in-time training for disease management. This study identifies four core training topics: airway management, infection control, cardiopulmonary resuscitation, and patient triage. This study also categorizes delivery methods into in-situ simulation-based training, online e-learning platforms, online simulation-based training, and hybrid training models. Findings highlight that simulation-based training methods proved effective for invasive high-risk procedures, while …

Prevalence Of Depression And Its Coping Strategies Among Rural And Urban Geriatric Population, Mohit Negi, Smitha M C

Digital Journal of Clinical Medicine

Background: Aging is a natural process, and older age is a period in which most aspects of life require support from others. Globally, Depression is a serious public health concern among elderly populations. The aim of this study was to estimate the prevalence of depression and its coping strategies among geriatric population and to evaluate the association between socio-demographic factors and level of depression.

Methods: A cross-sectional study was conducted among 410 study participants in both rural and urban areas. Geriatric Depression Scale (GDS-15) was used to measure the depression and brief-COPE (28-items) scale was used to measure the coping …

Establishing Psychiatry Clubs: Novel Approach To Enhance Psychiatry Teaching Learning In India, Akuti Khanna, Kishor M

Digital Journal of Clinical Medicine

Despite the fact that over 150 million Indians suffer from psychiatric disorders, the country faces a severe shortage of mental health professionals, with less than 1,300 psychiatrists graduating annually. One such solution is the establishment of Psychiatry Clubs in medical colleges, which can significantly enhance awareness, education, and community engagement in mental health. The Psychiatry Club at JSS Medical College, Mysuru, established on October 10, 2023, aims to promote mental well-being, provide peer support, as well as foster professional development through workshops, seminars, and collaborations with other mental health professionals and other student led organisations. These clubs offer a sustainable …

Assessment Of Effectiveness And Evaluation Of Perception Among Students Towards Flipped Classroom Learning: A Prospective Study., Nagaraja Prasad Sai, Vedavathi Hanumaiah, Shreenivas Prabhakar Revankar, Shruthi S. Lingesh, Avanthi Eshwar

Digital Journal of Clinical Medicine

BACKGROUND: Flipped learning (FL) is a teaching learning approach in andragogy. In FL students are involved in self-directed learning with the teacher acting as a facilitator and a moderator. Introduction of Competency Based Medical Education led many educators to shift from traditional teaching to blended teaching learning methods. This study was conducted to assess effectiveness and evaluate students’ perception towards FL.

AIM AND OBJECTIVES: To assess effectiveness of FL teaching in improvement of student scores and to evaluate student’s perception towards FL teaching.

MATERIALS AND METHODS: Pre-class activities included study materials in the form of PowerPoint slides …

Evaluating The Role Of Staff Nurses In Integrating Traditional And Alternative Medicine: Patients’ Perspectives From Rural Mysuru, Kaustubh Gaur, Jesymol Joy, Renuka M

Digital Journal of Clinical Medicine

Background: In rural India, nurses play a pivotal role as primary healthcare providers, due to limited physician availability. Their responsibilities often extend beyond routine care to include guiding patients in both modern and traditional healthcare approaches. However, there remains limited insight into how patients perceive this expanded role. This study aims to evaluate patients' perspectives on the role of nursing staff as primary healthcare providers in South Indian rural hospitals.

Methods: A cross-sectional study was conducted over a three-month period in the rural and urban field practice areas of JSS Medical College. A total of 256 adult patients who …

Changing Climate, Changing Health: Perspectives From General Population In Mysuru, Lekhashree A, Manirsha P V, Paranthaman Chinnasamy, Srishti Arya, Sunil Kumar D

Digital Journal of Clinical Medicine

Background: Climate change has emerged as a major public health concern, contributing to rising morbidity and mortality worldwide. In India, increasing heat waves, unpredictable rainfall, and deteriorating air quality have intensified climate-sensitive health conditions. This study aims to assess the health impacts of climate change among the general population of Mysuru.

Methodology: A community-based cross-sectional study was conducted among 400 residents of Mysuru (April–June 2024). Participants were recruited through simple random sampling. Data were collected using a pre-tested semi-structured questionnaire via Google Forms. Analysis was performed using SPSS v26, with descriptive and inferential statistics.

Results: Among 400 participants, …

Use Of Augmented Reality For Mosquito Breeding Sites Identification, Venant Niyonkuru, Sylla Sekou, Jimmy J. Sinzinkayo

Digital Journal of Clinical Medicine

An augmented reality app is used for detecting the possible breeding locations of mosquitoes in different settings precisely. With the aid of the advanced augmented vision technology, the AR system recognizes water-containing containers that are frequent breeding places for mosquitoes according to the visual information obtained through a head-mounted display. It then overlays visual highlights and labels directly onto these containers within the user's field of view, allowing one to instantly identify and spot breeding sites in real time. By combining state-of-the-art AR functionality with powerful computer vision algorithms, the method provides real-time visual feedback for identifying and tagging mosquito …

A Cross-Sectional Study Of The Correlation Between Working Models, Work-Life Balance And Psychological Distress In It Professionals In An Urban Setting., Neeharika Krishna Kumar, Ponnammal Sundar Lakshmi, Vathsalya S. Gowda, Kshamaa Haradanahalli Giriprakash, Manju Aswath

Digital Journal of Clinical Medicine

Background: India makes up more than 19% of the global Information Technology (IT) Market. The health and well-being of the population employed in this sector will affect their productivity at work and, in turn, the economic outcome. Changes in working models and altered work-life balance can lead to increased distress in IT Professionals, hence the current study.

Methodology: The current cross-sectional descriptive study assessed 247 IT professionals. A semi-structured questionnaire was used for socio-demographic details, working models and work-life balance. Kessler Psychological Distress Scale (K10) Plus was used to assess psychological distress. Statistics and correlations were done using SPSS 20. …

A Study Of Electrocardiogram And Echocardiography Parameters Of Post Covid – 19 Patients, Venkateswararao K, Durga Prasad Sadhupati

Digital Journal of Clinical Medicine

Background: Coronavirus Disease – 2019 [COVID-19] infection is multisystem disease not restricted to the lungs it has negative impact on Cardiovascular system by activation of ACE-2 receptors causing plaque stability, vascular inflammation and MI. ECG and 2D ECHO is a simple bed side diagnostic test can be used to assess cardiovascular disease involvement in such patients. We aimed to find out ECG and 2D ECHO abnormalities of Covid – 19 patients. To Study relation of SARS-COV-2 infection and Prevalence of Cardiovascular disease.

Methods: We perform Cross Sectional study among 500 Post Covid – 19 patients [>20 and

Results: Out …

Subclinical Myocardial Disease: The Next Frontier In Cardiovascular Prevention., Param Darpan Sheth, Chandana S., Nimrah Rehman

Digital Journal of Clinical Medicine

Subclinical myocardial disease refers to pathological cardiac changes that precede overt symptoms. It represents an emerging frontier in cardiovascular disease prevention; wherein early detection of myocardial dysfunction could allow timely intervention to avert heart failure (HF) and other outcomes. This narrative review summarizes the current and emerging tools for detecting subclinical myocardial disease, including advanced cardiac imaging and circulating biomarkers, and discusses their potential to improve risk stratification and preventive care in asymptomatic high-risk individuals. Novel echocardiographic measures such as global longitudinal strain (GLS) can unmask subtle systolic dysfunction despite preserved ejection fraction, while cardiac magnetic resonance (CMR) tissue mapping …

Comparison Of Transversus Abdominis Plane Block Versus Intrathecal Clonidine In Lower Segment Caesarean Section - A Prospective Observational Study, Christy Maria Paul, Dr Somsundar R G Associate Professor, Dr Archana B N Assistant Professor, Dr. Shivakumar G Pofessor And Hod

Digital Journal of Clinical Medicine

Comparison of Transversus Abdominis Plane Block versus Intrathecal Clonidine in Lower Segment Caesarean Section - A Prospective Observational Study

Background and Objective: In the majority of abdominal procedures, transverse abdominis plane block, one of the fascial plane blocks, has been used extensively to treat post-operative pain. Ultrasound has gained popularity in the management of cesarean patients due to its ease of use and reduced adverse effects.To assess the effectiveness of ultrasound guided transverse abdominus plane block with intrathecal clonidine for post surgical pain control in lower segment cesarean patients.

Material and Methods: This prospective observational study was done in …

Modeling Healthcare Managerial And It Sophistication, Gary Hackbarth, Teuta Cata

Journal of International Technology and Information Management

Sophisticated healthcare managers understand that managing information and selecting technology are two related but separate skill sets. Information Technology Governance (ITG) allows healthcare organizations to deal with complex issues, compete effectively, and support patient needs by integrating managerial and IT sophistication to improve business performance. An organizational model that merges IT and managerial sophistication by improving ITG to forecast business outcomes must grasp the intricacies of technology to acquire, manage, and utilize information technology in alignment with business strategies. The proposed model differentiates between internal and external IT management strategic thinking, emphasizing the critical need to govern IT effectively by …

Self-Inflicted, Non-Sexual, Non-Masturbatory Penile Fracture Case Report - An Atypical Presentation, Sajan Sehgal, Vijayakumar R, Sachin Dharwadkar, Amruthraj G. Gowda

Digital Journal of Clinical Medicine

Background: Traumatic injuries to the genitalia are uncommon due to the mobility of the penis and scrotum. Penile fracture is a relatively rare condition arising from disruption of tunica albuginea with rupture of the corpus cavernosum. In order to ensure that such an injury is not missed, it is necessary to have a high index of suspicion to diagnose this condition.

Result: Patient underwent an emergency repair of penile fracture.

Conclusion: We hereby, report a rare case of accidental, non-masturbatory, self-inflicted penile fracture which was diagnosed promptly based on clinical assessment, confirmed radiologically and managed surgically, resulting …

Evaluating The Efficacy Of Vertical Integration In Training Undergraduate Medical Students Under Competency Based Medical Education Curriculum, Pratham Mehta, Yashika Sharma, Kishor M, Arun M

Digital Journal of Clinical Medicine

Background: The National Medical Council in the Indian Medical Graduate guidelines to enhance learning, recommends Vertical and Horizontal Integration. Vertical integration may be defined as a curricular strategy that aligns para-clinical and clinical teaching across time with a view to enhancing relevance and application of knowledge. The present study is an attempt to test whether vertical integration of Forensic Medicine and Psychiatry is associated with greater short-term learning gains and improved student perceptions compared with conventional didactic lectures.

Methods: With Institutional and Ethics Committee clearance, a two-phase quasi-experimental study was performed across two consecutive academic cohorts (Phase 1, …

January 2025, Swosu Bulldog Wellness Committee

SWOSU BULLDOG WELLNESS

January is Thyroid Disease Awareness Month

Shifting Patterns In Primary Care Telehealth Utilization Among Medicare Beneficiaries And Providers

Faculty, Staff and Student Publications

Introduction: The COVID-19 pandemic accelerated telehealth adoption, but disparities in its utilization persist. This study examines primary care patient sociodemographic characteristics, telehealth utilization patterns, and provider adoptions before and during the pandemic.

Methods: A retrospective cohort study analyzed data from Mississippi Medicare beneficiaries continuously enrolled in Parts A, B, and D who accessed primary care services from 2019 to 2021.

Results: Among 201 677 Medicare beneficiaries accessing primary care, 1364 used telehealth before the pandemic, compared to 73 994 during the pandemic. Telehealth utilization shifted during the pandemic to younger, female, White beneficiaries, and those enrolled in Medicare due to …

A Governance-Centric Framework For Strengthening Healthcare Cybersecurity: A Systems Perspective, Sujatha Alla, Sai Gireesh Komaragiri, Teresa Duvall, Satluk Karahan, Nagesh Bheesetty, Vijay Kumar Chattu

Engineering Management & Systems Engineering Faculty Publications

Healthcare systems face unprecedented security and privacy challenges due to increasing digitization and interconnectedness. This paper provides a comprehensive analysis of these challenges by examining various cyberattacks, defensive mechanisms, and governance frameworks within modern healthcare infrastructure. The research systematically categorizes prevalent security threats, such as ransomware, insider threats, and data breaches, identifying vulnerabilities specific to healthcare systems. Furthermore, the study evaluates current defensive strategies, including encryption techniques, access control systems, and intrusion detection tools, assessing their effectiveness against complex cyber threats. A key focus is placed on governance structures and their role in cybersecurity resilience. The research explores how regulatory …

A Qualitative Analysis Of College Students' Interest In Mhealth Solutions, Leslie Hoglund, Craig M. Becker, Cara Tonn

Health Behavior, Policy & Management Faculty Publications

This study explores college students' perceptions of an AI-driven mHealth application designed to promote well-being. With rising mental health challenges in academic settings, students increasingly seek digital tools that provide holistic support for physical, mental, and financial health. Through focus groups, this qualitative study examines students' preferences for personalized health tracking, educational content, and flexible reminders within a private, supportive community. Key findings emphasize students' desire for a balanced, all-in-one app that integrates health and wellness tools without overwhelming them with notifications. Students also highlighted the importance of social media integration for outreach, though concerns were raised about potential stress …

Evaluating The Impact Of Epic Integration And Dual Registered Nurse Check-Off On Pressure Injury Prevention Workflow Compliance, Darlene Y. Olowu

Doctor of Nursing Practice Final Project Abstract

Background

Hospital-acquired pressure injuries (HAPIs), particularly sacral and heel injuries, remain a persistent challenge in critical care settings, leading to increased morbidity, mortality, and healthcare costs.

Purpose

This quality improvement project aimed to improve compliance with a pressure injury prevention (PIP) workflow by integrating a dual RN check-off system within EPIC, thereby reducing sacral and heel pressure injuries. The project sought to enhance accountability, standardize documentation, and optimize compliance with evidence-based PIP measures.

Methodology

A Plan-Do-Study-Act (PDSA) framework guided the project implementation in an oncologic intensive care unit (ICU). Key interventions included: (1) EPIC integration of a dual RN check-off …

Implementing Measurement-Based Care In Veterans Affairs Women's Outpatient Behavioral Health Clinic, Katrina M. Marietta

Doctor of Nursing Practice Projects

Abstract

Measurement-based care (MBC) is beneficial for clinicians to identify symptoms quantifiably. Patients can benefit from assessment using validated screening tools. Compliance with MBC initiatives is less than 20% utilization in behavioral health clinics. The purpose of this Doctor of Nursing Practice quality improvement project was to implement MBC utilizing the Post Traumatic Stress Disorder Checklist for DSM-5 (PCL-5) instrument for an adult female population at an outpatient behavioral health clinic. Appointments at this clinic were primarily performed virtually. A staff workshop was presented to describe implementation of MBC and use of the organization’s electronic platform for patient access to …