Health Information Technology Commons^™

Sentiment Analysis Of #Meanspo Tweets: Humans Vs. Automatic Classifications, Fayika Farhat Nova, Aniruddha S. Shinde, Rachel Pfafman, Annalise Harrison, Caralyn Logan Delaney, Jessica Pater

Health Services and Informatics Research

With the increasing adoption of automatic text classifications driven by AI, there is a growing need to explore their safe and accurate applications, particularly in sensitive online communities. Sentiment analysis of X (formerly known as Twitter) data is widely used by researchers to automatically categorize textual data, providing valuable insights into the content of specific online communities. In this study, we investigate the effectiveness of automatic sentiment classification models (TextBlob and Vader) by analyzing n=6930 #meanspo tagged tweets from 2020 to 2022 from X. This community is known for promoting harmful eating disorder related content, often in a harsh and …

A Survey On Food Ingredient Substitutions, Hyunwook Kim, Revathy Venkataramanan, Amit P. Sheth

Publications

Diet plays a crucial role in managing chronic conditions and overall well-being. As people become more selective about their food choices, finding recipes that meet dietary needs is important. Ingredient substitution is key to adapting recipes for dietary restrictions, allergies, and availability constraints. However, identifying suitable substitutions is challenging as it requires analyzing the flavor, functionality, and health suitability of ingredients. With the advancement of AI, researchers have explored computational approaches to address ingredient substitution. This survey paper provides a comprehensive overview of the research in this area, focusing on five key aspects: (i) datasets and data sources used to …

Toward Personalized Digital Experiences To Promote Diabetes Self-Management: Mixed Methods Social Computing Approach, Constance Johnson

Faculty, Staff and Student Publications

BACKGROUND: Type 2 diabetes affects nearly 34.2 million adults and is the seventh leading cause of death in the United States. Digital health communities have emerged as avenues to provide social support to individuals engaging in diabetes self-management (DSM). The analysis of digital peer interactions and social connections can improve our understanding of the factors underlying behavior change, which can inform the development of personalized DSM interventions.

OBJECTIVE: Our objective is to apply our methodology using a mixed methods approach to (1) characterize the role of context-specific social influence patterns in DSM and (2) derive interventional targets that enhance individual …

Diseño De Experiencia De Usuario En El Continuo Del Cuidado Del Vih. Revisión Sistemática De Literatura Científica (Análisis Bibliográfico Y Bibliométrico), Marco Antonio Guzmán Garnica, Marco Vinicio Ferruzca Navarro, Román A. Mora

GDI. Revista de investigación de Género, Diseño e Innovación

Resumen: Introducción: En los últimos años, el UX design ha ganado terreno en el desarrollo de intervenciones para la atención del continuo del cuidado del VIH. Sin embargo, no existe claridad sobre el desarrollo epistemológico de la disciplina. Metodología: Se recolectaron 180 materiales publicados entre 2014 y 2024 en cuatro bases de datos especializadas a través del método P.R.I.S.M.A. y se realizó un análisis bibliográfico de la literatura encontrada y su contenido con el método L.A.T.C.H. y un análisis bibliométrico a través de procesamiento de lenguaje natural. Resultados: Se encontró que los trabajos tendieron a concentrarse en tres modelos de …

Evaluating The Effectiveness Of Teledermatology For Undeserved Populations During And Post-Covid-19, Jakob Gibbs, Sean Hanshaw

Theses, Dissertations and Capstones

Introduction: Teledermatology, a subset of telemedicine, has gained prominence as a means to increase access to dermatologic care while reducing costs and improving patient satisfaction. The swift expansion of teledermatology during the COVID-19 pandemic was driven by the necessity to limit physical contact and adapt to public health restrictions. This technological shift aimed to address longstanding disparities in dermatology access, especially in rural and underserved populations, and to respond to the rising demand for dermatologic services amid provider shortages.

Purpose of the Study: The purpose of this study was to analyze the effects that teledermatology following the COVID-19 pandemic had …

Beyond The Screen: Assessing The Impact Of Hospitalist Reliance On Electronic Medical Records In Patient-Centered Care, Brian H. Cox

Theses, Dissertations and Capstones

The integration of Electronic Medical Record (EMR) systems has transformed healthcare delivery, offering enhanced data accessibility, improved communication, and operational efficiency. However, concerns persist regarding the potential erosion of patient-centered care due to EMR overutilization. This study investigated how hospitalists’ use of EMR systems correlates with patient satisfaction, focusing on the dynamics of physician communication, hospital length of stay, and regional characteristics. Using a comprehensive framework combining Resource Dependency Theory and Donabedian’s Structure-Process-Outcome model, the research examines the influence of demographic, technological, and structural factors on healthcare outcomes.

The analysis, based on patient survey data from a large integrated delivery …

Optimizing Advance Care Planning: Leveraging An Electronic Medical Record Prompt To Impact Advance Directive Documentation, Annette L. Meares

Doctor of Nursing Practice Scholarly Projects

Abstract

Background: Advance Directives (ADs) support patient-centered care by documenting preferences for future medical treatment. While the Centers for Medicare & Medicaid Services (CMS) incentivizes AD documentation through billing codes, national adoption remains low.

Local Problem: A rural Northern Illinois primary care practice had electronic referral capabilities for ACP; however, referrals remained low and inconsistent during Medicare Annual Wellness Visits (AWVs), limiting opportunities for AD completion.

Methods: This quality improvement project targeted Medicare AWV patients without ADs documented in the electronic medical record (EMR). During a 10-week pre-intervention period, baseline data were collected. In the subsequent 10-week intervention phase, an …

Unlocking Healthcare Potential: Telemedicine As A Catalyst For Inclusive And Quality Healthcare In Rural Nigeria, Chijoke Anyaehie

Gulf Coast Division GME Research Day 2025

No abstract provided.

Hemifacial Spasm Due To Dolichoectasia Of Vertebral And Basilar Arteries, Meena Iyer, Shasthara Paneyala Dr.

Digital Journal of Clinical Medicine

Dolichoectasia refers to the non-focal dilatation and tortuosity of arteries, primarily affecting the vertebral and basilar arteries due to severe tunica intima degeneration. It is associated with genetic predisposition and atherosclerosis, leading to vessel wall weakening. Patients may remain asymptomatic or develop neurological deficits due to mass effect. We report a case of a 60-year-old male presenting with hemifacial spasm secondary to vertebral artery dolichoectasia. Magnetic Resonance Angiography (MRA) revealed ectatic and tortuous basilar and vertebral arteries, with the left vertebral artery compressing the left facial nerve complex. Using Smoker’s criteria, a diagnosis of dolichoectasia was confirmed. Dolichoectasia-induced hemifacial spasm …

Comparison Of The Effectiveness Of Preoperative Dexmedetomidine Nebulization Versus Lignocaine Nebulization In Attenuation Of Stress Response During Direct Laryngoscopy And Endotracheal Intubation In Elective Surgeries Under General Anaesthesia: A Randomised Control Study At A Tertiary Care Hospital, Mandya, Sumayya E., Kiran A V., Santhosh M C B., Shivakumar G

Digital Journal of Clinical Medicine

Introduction: Direct laryngoscopy and tracheal intubation are known to provoke harmful stimuli that can lead to transient, unpredictable, and variable hemodynamic alterations, primarily due to heightened sympathoadrenal activity.¹ Various pharmacological agents have been explored to mitigate this stress response; however, none have emerged as optimal.²

Aim: This study aims to compare the effects of nebulized dexmedetomidine in comparison to nebulized lignocaine on the hemodynamic stress response during direct laryngoscopy and tracheal intubation, including any adverse effects in patients undergoing general endotracheal anesthesia.

Materials and Methods: Informed consent was obtained from 60 patients aged 18 to …

Felt Need For Psychiatry Clubs In Medical Colleges To Enhance Teaching-Learning, Aditya Rao, Sheryl Agarwal, Sharanya Bose, M Kishor

Digital Journal of Clinical Medicine

Mental health competence is critical for medical graduates, yet in India the treatment gap for common mental disorders remains substantial, with prevalence estimates indicating up to 80.4% of unmet need. Recent reforms under the Competency-based Medical Education (CBME) curriculum have expanded psychiatry training; however, deficiencies in applied skills, preventive psychiatry, and communication remain. Psychiatry clubs have been proposed as supplementary, student-led platforms to address these limitations. This cross-sectional study assessed the perceived need for psychiatry clubs among undergraduate medical students and explored their potential role in enhancing teaching–learning. A structured online survey was administered to 94 students across different phases …

Prevalence Of Depression Among Type 2 Diabetes Mellitus Patients In Urban Mysuru – A Cross-Sectional Study, Jesymol Joy, Renuka M, Chiranjeevi G S

Digital Journal of Clinical Medicine

Background: Depression is a significant comorbidity among individuals with Type 2 Diabetes Mellitus (T2DM) adversely affecting disease management and overall quality of life. Diabetes and depression have a bidirectional relationship, where poorly managed diabetes increases the risk of depression, and depression exacerbates diabetes-related complications. Depression contributes to poor glycemic control, decreased adherence to treatment, increased risk of diabetes-related complications, and higher healthcare utilization.

Objectives: To determine the prevalence of depression and its associated factors among Type 2 Diabetes Mellitus patients in urban Mysuru.

Methods: A community-based cross-sectional study was conducted among 300 Type 2 Diabetes mellitus patients >18 years of …

Allergic Bronchopulmonary Aspergillosis In Pediatric Asthma : A Diagnostic Challenge Mimicking Tuberculosis, Praveen Das, Santosh Kondekar, Surbhi Rathi

Digital Journal of Clinical Medicine

Allergic bronchopulmonary aspergillosis (ABPA) is a rare hypersensitivity reaction to Aspergillus fumigatus, more commonly observed in adults and patients with cystic fibrosis. It can, however, present in pediatric asthmatics with refractory symptoms, leading to diagnostic challenges due to overlapping features with other pulmonary diseases, including tuberculosis. ABPA should be considered in children with uncontrolled asthma and atypical radiologic features, especially when unresponsive to standard therapies. Early recognition and appropriate management are critical to prevent irreversible lung damage and improve quality of life.

One Airway, One Disease In Pregnancy: A Prospective Observational Study On The Correlation Between Upper And Lower Airway Inflammation In Pregnant Women, Durga K, Yuvarajan S

Digital Journal of Clinical Medicine

Background: The well-established "One Airway, One Disease" concept recognizes the deep physiological and pathological connections between conditions affecting both the upper and lower respiratory tracts, most notably allergic rhinitis and asthma. During pregnancy, a woman's body undergoes significant immunological, hormonal, and physiological changes, which can profoundly influence and modulate existing or emerging airway inflammation.

Objective: This prospective observational study was designed with the primary objective of meticulously evaluating the correlation between upper and lower airway inflammation in pregnant women. We aimed to achieve this by assessing a range of clinical symptoms, objective functional parameters, and specific inflammatory markers.

Methods: We …

Comparision Of Buprenorphine Versus Butorphanol As An Adjuvant To Intrathecal Hyperbaric Bupivacaine For Elective Infraumbilical Surgeries : A Randomised Control Study At A Tertiary Care Hospital, Mandya, Surabhi C A, Dr. Kiran A V. Associate Professor, Dr. Shivakumar G Pofessor And Hod, Umesh N P

Digital Journal of Clinical Medicine

Introduction: Spinal anaesthesia is the most popularly performed procedure in the field of anaesthesiology. Hyperbaric bupivacaine, the local anaesthetic most commonly used, has limitation as its effect lasts only for 1.5-2 hours. Hence a lot of adjuvants have been tried to enhance the analgesic effect of bupivacaine.^[2] Opioids remain the mainstay among the various adjuvants to local anesthetics in spinal anaesthesia primarily by virtue of its various properties such as reducing the dose of local anaesthetic, minimizing side effects, and prolonging the duration of anaesthesia.^[3]

Aim: This study aims to compare the sensory and motor characteristics …

Navigating Barriers: Challenges And Strategies For Adopting Artificial Intelligence In Qualitative Research In Low-Income African Contexts, Kahabi Isangula

School of Nursing & Midwifery, East Africa

Introduction:

 AI is transforming qualitative research. It enhances efficiency, accuracy, and depth in studies. Technologies like machine learning (ML), natural language processing (NLP), and large language models (LLMs) simplify tasks like transcription, coding, and thematic analysis. However, in low-income African settings, there are barriers to AI adoption. These include ethical concerns, infrastructure limitations, financial constraints, and technical skill gaps. Issues around data privacy and the dehumanization of research also add challenges.

Methods: 

This paper explores the challenges and opportunities of AI in qualitative research in low-income African contexts. It uses a descriptive approach, reviewing literature and personal experiences from rural …

Decreasing Charting Errors On An Antepartum Testing Unit, Morley Mullins

West Chester University Doctoral Projects

Abstract

This evidence-based quality improvement project addresses problematic documentation noted on a Maternal-Fetal Medicine Antepartum Testing Unit. The quality of patient care and billing practices can be impacted by minor “typos” that exist in electronic medical records (EMRs), creating a significant challenge for those who use them. This project evaluates key areas contributing to inaccuracies in medical records using chart audits to identify frequency and types of errors. Educational sessions via PowerPoint were used to discuss charting practices. A designed framework for ongoing training and support emphasizes the importance of accurate documentation and specific areas of concern via audits to …

Parent Social Media Use And Gaming On Mobile Phones, Technoference In Family Time, And Parenting Stress., Brandon Mcdaniel, Alison K. Ventura, Michelle Drouin

Health Services and Informatics Research

Possible effects of parent phone use on parent–child interactions and child behavior are of concern, warranting research to understand parent phone use. In this survey study of 183 families with a young child (M = 2.89 years), we examined parents’ phone use for texting/calling, social media (SM) use, mobile gaming (MG), and perceptions of cutting into family time; we also examined differences between mothers and fathers and associations with parenting stress. Mothers engaged in greater SM use but less MG compared to fathers; 61% of mothers and 38% of fathers used SM 31+ min per day, while 23% of …

January 2025, Swosu Rural Health Center

RURAL ROCKS

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

Hypnosis And Mindfulness Audio Recordings For Reducing Fatigue In Individuals With Multiple Sclerosis: A Randomized Controlled Study, Mark P. Jensen, Susan Robles, Michael G. Nash, Susanne May, Dwan M. Ehde, Melissa A. Day, Owen Gottlieb, Laurence I. Sugarman, Kevin N. Alschuler

Articles

Background

Fatigue is a common problem in individuals with multiple sclerosis (MS).

Objective

The objective was to evaluate the effects on fatigue of having 4 weeks of

access to audio recordings of therapeutic hypnosis (HYP) and mindfulness meditation

(MM) practices.

Methods

A total of 333 individuals with MS and fatigue were randomly assigned to

one of the three treatment conditions for 28 weeks: (1) access to therapeutic HYP audio

recordings, (2) access to MM audio recordings, or (3) no access to recordings

(treatment as usual or TAU). Fatigue impact (primary outcome) and other outcomes

were assessed at 4, 16, and …

Approaches To Care For Children With Special Needs In Dental Settings: Desensitization And Teledentistry, Hannah Bergeron D.M.D., M.S., Chia-En Tsai D.D.S., Giovana Anovazzi D.D.S., M.Sc., Ph.D., James R. Boynton D.D.S., M.S.

The Journal of the Michigan Dental Association

Children with special health care needs (SHCN) are at a heightened risk of developing chronic physical, developmental, behavioral, or cognitive conditions that significantly affect their oral and general health. These children often encounter significant barriers to receiving adequate dental care, which contributes to neglected oral health needs. Common challenges include increased risk of dental diseases due to medication use, oral hygiene difficulties, and dietary restrictions. Newer strategies aimed at overcoming these barriers include the use of dental social stories, desensitization techniques, and teledentistry.

Social stories offer a structured way for parents to help prepare children for their dental visits. Desensitization …

A Bibliometric Analysis Of Ai-Driven Healthcare Literature Containing Kos Keywords: Trends, Themes, And Gaps, Julaine Clunis, Eric Asare

STEMPS Faculty Publications

As artificial intelligence (AI) becomes increasingly embedded in healthcare applications, concerns have emerged around the trustworthiness, interpretability, and context-awareness of these systems. Knowledge Organization Systems (KOS) hold considerable potential to address these challenges by supporting semantic standardization, explainability, and domain alignment. This study presents a bibliometric analysis of scholarly publications referencing both AI and healthcare concepts to examine how KOS are positioned within this evolving discourse. The findings indicate that while early literature frequently and explicitly referenced KOS—such as ontologies, controlled vocabularies, and classification systems—their visibility has declined relative to newer paradigms such as machine learning and large language models. …

Exploring The Reassessment Of Palliative Home Care Clients: A Mixed Methods Study, Maya Canham

Theses and Dissertations (Comprehensive)

Introduction: The timely reassessment of clients receiving palliative home care (HC) is critical for supporting clinicians with care planning and service delivery. However, there is little information on the frequency of reassessments and factors driving reassessment in palliative HC clients.

Objectives: The objectives of this study were to: (i) determine the proportion of palliative HC clients reassessed with the interRAI Palliative Care (interRAI PC) instrument, (ii) calculate the average interRAI PC reassessment interval, (iii) identify the key factors driving interRAI PC reassessment at various intervals, and (iv) explore the factors that influence palliative HC clinicians to reassess their clients in …

Synthetic Data Generation Of Health And Demographic Surveillance Systems Data: A Case Study In A Low- And Middle-Income Country, Dorcas G. Mwigereri, Nigel T. Kamotho, Akbar K. Waljee, Ryan T. Rego, Eileen M. Weinheimer-Haus, Farhana Alarakhiya, Anthony K. Ngugi, W. Nicholson Price, Ji Zhu, Stephen Peter Wong, Geoffrey H. Siwo

Articles

Objective: To evaluate effectiveness of open-source generative models in producing high-quality tabular synthetic data using a Health and Demographic Surveillance System (HDSS) dataset from rural Kenya, as a proof of concept in a low- and middle-income (LMIC) setting.

Materials and Methods: Three open-source models (CTGAN, TableGAN, and CopulaGAN) were used to generate synthetic data from the Kaloleni/ Rabai HDSS dataset. To assess the quality of the synthetic datasets generated by each model, we performed fidelity, utility, and privacy tests.

Results: CTGAN outperformed the other models, producing synthetic data that closely mirrored the statistical properties of the real dataset while preserving …

Developing An Educational Session And Epic-Based Tools To Help Nurses Provide Culturally Sensitive Care To Their Muslim Patients, Laila Albutmeh

Nursing | Student Research Posters

Islam is currently the fastest growing religion in the world. The chances of nurses getting Muslim patients are on a rise. Islam is not just a religion but a way of life that shapes/guides every aspect of human experience. With religion being such an important part in a Muslim's life, they need nurses to be able to provide them culturally sensitive care. Nurses can do this if they are equipped with the right knowledge and tools. Implementing educational resources on how to provide culturally sensitive care to Muslim patients for nurses to use will help them be able to provide …

Role Of Online Health Information Resources In Shaping Self Confidence Of Nursing And Midwifery Students In The Digital Era At Aga Khan University, Tanzania, Getrude Ngowi, Jackline Estomihi Kiwelu

Book Chapters / Conference Papers

Digital technologies have transformed the way people learn in the current age. Innovative multimedia online nursing and midwifery information resources have improved nursing education and brought about adaptive, interactive, and collaborative learning. This study aims to find out whether the online nursing information resources provided at Aga Khan University Tanzania are shaping the self-confidence of nurses and midwives in the digital era, to understand gaps and areas for improvement. This study used both quantitative and qualitative research approach were used. The researchers collecting data using online Google Forms, which were analysed thematically through Atlas ti. The results revealed that persistent …

A Spine-Specific Lexicon For The Sentiment Analysis Of Interviews With Adult Spinal Deformity Patients Correlate With Sf-36, Sf-36, And Odi Scores: A Pilot Study Of 25 Patients, Ross Gore, Michael M. Safaee, Christopher J. Lynch, Christopher P. Ames

VMASC Publications

Classic health-related quality of life (HRQOL) metrics are cumbersome, time-intensive, and subject to biases based on the patient’s native language, educational level, and cultural values. Natural language processing (NLP) converts text into quantitative metrics. Sentiment analysis enables subject matter experts to construct domain-specific lexicons that assign a value of either negative (−1) or positive (1) to certain words. The growth of telehealth provides opportunities to apply sentiment analysis to transcripts of adult spinal deformity patients’ visits to derive a novel and less biased HRQOL metric. In this study, we demonstrate the feasibility of constructing a spine-specific lexicon for sentiment analysis …

A Happy Medium?: Using Image Generators To Explore Solution-Focused Art Therapy’S Miracle Question, Daniel A. Hernried

Art Therapy | Master's Theses

This mixed methods, randomized, single-session study tested whether integrating text-to-image generations into Solution-Focused Brief Art Therapy alters therapeutic rapport and short-term outcomes relative to traditional artmaking materials. Participants were assigned by coin flip to create using either a text-to-image generator or convention media (23 per group), completing immediate and three-day follow-ups. Alliance was measured using DREAM (Dimensions of Regard, Empathy, and Authenticity Metric), and problems were rated pre/post; groups did not differ significantly on DREAM total or facets, and both modalities produced reliable pre-to-post reductions in problem severity. At the same time, process differences were pronounced: the AI condition showed …

Focus Group Interview: Perspectives Of Virtual Dietary Counseling Methods Post Covid-19 Pandemic, Maria R. Mendoza

All Master's Theses

In response to the prevalence of morbidity and mortality, studies to avert these conditions in a cost-effective and accessible manner are also increasing. Developing new methods to provide nutrition education that are more accessible is critical to reaching individuals who may experience socioeconomic barriers impacting their ability to access healthcare. The purpose of this study is to examine the perceptions related to different delivery methods of dietary counseling. This qualitative research study will examine the perceptions related to different methods of dietary counseling (telephone calls, video calls, or face-to-face visits). Focus group one contained provider participants (N = 7), which …

Development Of A Personalized Conversational Health Agent To Enhance Physical Activity For Blind And Low-Vision Individuals, Soyoung Choi, Jooyoung Seo, Ashwath Krishnan, Sanchita Kamath, Justin Haegele

Human Movement Studies & Special Education Faculty Publications

Background: With the advancements in mobile health (mHealth) technologies, sighted individuals can benefit from mobile apps and wearable devices to more easily manage their physical activity (PA) and wellness data through intuitive touch gestures and effective data visualizations. However, for blind and low-vision (BLV) individuals, these conventional interaction methods are often challenging, not only limiting their ability to use these technologies but also potentially diminishing their motivation to adopt them to support health-promoting behaviors. We aimed to develop a health monitoring application called Personalized and Conversational Health Agent (PCHA) that supports BLV individuals with self-monitoring and management of their PA …