Digital Commons Network^™

Predictive Modeling Of Healthcare Traffic Using Machine Learning: A Comparative Study, Shadman Mahmood Khan Pathan, Sakan Binte Imran, M. M. Shabab Iqbal, Muhammad Enayetur Rahman, Md Nurul Absar Siddiky, Muhammad Rezaur Rahman, Md. Rafid Hassan, Nondon Lal Dey, Md. Sobuj Hossain

Electrical & Computer Engineering Faculty Publications

Effective healthcare traffic management is critical for ensuring prompt medical services, particularly in emergencies where delays can have life-threatening consequences. This study conducts a comparative analysis of three popular machine learning models—Linear Regression, Decision Trees, and Random Forests—for predicting healthcare-related traffic volumes. Utilizing a comprehensive dataset from a metropolitan interstate traffic system, the models were evaluated based on key performance metrics, including Mean Squared Error (MSE), R² Score, and execution time. The findings demonstrate that the Random Forest model outperforms the others, offering superior predictive accuracy and efficiency. These insights are valuable for optimizing traffic management in healthcare, ultimately contributing …

Dental Students’ Psychological Stress: A Comprehensive Investigation Of Stress Inducing Factors At Mohammed Vi University Of Sciences And Health, Latifa El Mouden, Elmehdi Fettach

Health Sciences

Dental students are significantly confronted with mental health problems. We conducted a prospective recruitment of students at the Faculty of Dentistry of the Mohammed VI University of Sciences and Health to investigate the determinants of stress specific to this population in order to find solutions to improve their quality of life. In our study, 410 students responded to the survey, the average age of the students was 21.51 ± 2.102 years, 70% were female, 30% were in their 6th year, and 60% of the students were from Casablanca. The average MSP-25B score was 101.94 ± 33.035. In our study, there …

Editorial Welcome, Stacy Smallfield, Nancy Krusen, Nicole Martino

Translational Science in Occupation

No abstract provided.

Translational Science Is Occupation, Stacy Smallfield, Wanda J. Mahoney

Translational Science in Occupation

No abstract provided.

Intersections Of Occupational Therapy And Translational Science, M Nicole Martino

Translational Science in Occupation

No abstract provided.

Knowledge Translation Through A Camera Lens, Nancy E. Krusen

Translational Science in Occupation

The journal Translational Science in Occupation (TSO) embraces art and science through the inclusion of a humanities section within the journal. Health humanities gives insight into the human condition (Health Humanities Consortium, 2021). Health humanities enables us to explore daily life occupation, reveal our similarities and differences, and to translate human experience through a variety of media. The following photographs represent concepts of knowledge translation through my camera lens.

Pilot Study Evaluating A Brief Chronic Pain Education Program In Occupational Therapy Practitioners, Occupational Therapy Students, And Lay People, Rose Mcandrew, Jacob Sturtevant, Vicki K. Kaskutas

Translational Science in Occupation

Background: Chronic pain and resultant disability can persist long after tissue healing. Past research suggests educating individuals about chronic pain is efficacious in changing knowledge, health beliefs, and healthcare utilization. This study piloted an educational intervention to teach participants about the nature of chronic, nociplastic pain.

Design: Pre-post study using three groups: occupational therapy (OT) practitioners, OT students, and lay people.

Methods: Participants rated their agreement with four statements pre-intervention regarding the relationship between chronic pain, tissue damage, and activity performance to ascertain accurate knowledge. Participants were presented with studies comparing acute and chronic pain and acknowledging that some people …

Evaluation Of A Student Experiential Learning Clinic For Hand Therapy Using A Logic Model, Rose Mcandrew, Nathaniel Baniqued, Vicki Kaskutas

Translational Science in Occupation

Student clinics (SC) provide experiential learning opportunities in occupational therapy (OT) education that develop clinical reasoning, while providing much needed rehabilitation to under and un-insured patients in the community. The Student Experiential Learning Clinic for Hand Therapy (SELC-HT) is a SC that used a logic model for planning, implementing, and evaluating the SELC-HT. The purpose of this study is to report on outcome data on students and patients, as outlined in the evaluation phase of the logic model.

The 13 OT master/doctorate students, who delivered care in the SELC-HT, demonstrated growth in self-reported hand therapy knowledge (p=0.002) measured with …

Mapping Occupational Therapy Interventions In Adult Patients With Post-Covid Diagnosis: A Scoping Review, Jennifer Ng, Hannah Franks, Marissa Halvorson, Sarah Malone, Claudia L. Hilton Phd, Karthik Mani

Translational Science in Occupation

Importance: Post-COVID patients experience difficulties in their everyday lives due to the persistent nature of their symptoms. This scoping review explores the role of occupational therapists in treating post-COVID patients and examines occupational therapy intervention options for this population.

Objective: This scoping review seeks to answer the following questions: What does the literature say about the role of occupational therapy with post-COVID patients? Which rehabilitation interventions are currently being utilized for treatment? How often are occupational therapists involved in the treatment of and research of post-COVID patient care?

Data Sources: Articles were obtained through an exhaustive search in the following …

Improving Patient Self-Advocacy And Communication With Providers Through Diabetes Self-Management Education: Analyses From A Randomized Controlled Trial, Brenna Owens Kirk

Graduate Theses, Dissertations, and Problem Reports (ETD)

Background: West Virginia (WV), a rural state in Appalachia, has the highest type 2 diabetes mellitus (T2DM) prevalence in the United States. Open communication in the patient-provider relationship is an integral part of comprehensive chronic disease management. This is especially true for patients living with T2DM, a disease that requires many complex, daily self-management activities and is associated with increased emotional distress. However, patients living with T2DM are often reluctant to openly share their concerns regarding self-care with their provider. This study aimed to test the effectiveness of the Diabetes and Hypertension Self-Management Program (DHSMP), a 12-week group lifestyle …

Implementing A Nurse-Driven Clostridium Difficile Screening Protocol, Sandrela Magnuson

Graduate Theses, Dissertations, and Problem Reports (ETD)

ABSTRACT

Background: Clostridium difficile infection (CDI) is a prevalent infection often contracted in hospitals. CDI is also increasingly originating from community settings. In addition to the health risks associated with CDI, diagnosis of a hospital-acquired CDI can have a significant financial impact on hospital systems. When hospital acquired, hospital systems are no longer reimbursed by payers. Secondary to the increasing prevalence of community-acquired CDI, mechanisms for early detection and isolation are warranted.

Local Problem: J.W. Ruby Memorial Hospital has an integrated Clostridium difficile (C. difficile) electronic health record (EHR) screening questionnaire that requires updating to align with current guidelines.

Purpose: …

Developing And Adapting An Art Therapy Mask Creation (Atmc) Intervention For Individuals With Traumatic Brain Injury (Tbi) Across Select Clinical And Non-Clinical Settings, Stephen John Heck

Graduate Theses, Dissertations, and Problem Reports (ETD)

The study aimed to explore the feasibility and adaptation of the Art Therapy Mask Creation (ATMC) technique in select clinical and non-clinical settings for individuals with traumatic brain injuries (TBIs). Utilizing the Consolidated Framework for Implementation Research (CFIR), qualitative interviews were conducted to assess barriers, facilitators, and feasibility of implementing the ATMC. Major findings included the ATMC’s adaptability across diverse settings, the flexibility and accessibility of art therapy as an intervention, and the significance of addressing emotional and psychological needs in individuals with TBIs. These insights contributed to understanding evolving healthcare practices, the role of technology, the importance of human …

Factors Associated With The Prevalence Of Iron Deficiency And Anemia In Women Of Reproductive Age In The U.S.: Nhanes 2015-2020, Catherine Wise

All Master's Theses

Iron deficiency (ID) is well recognized as the most prevalent nutrient insufficiency and a leading cause of anemia. Women of reproductive age (WRA), females 15 to 49, are at an increased risk of ID and anemia. This is due to the heightened iron demands of this life stage, including puberty, menstruation, and pregnancy, which require iron intakes ranging from 15 to 27 mg/day. Poor health and nutrition increase the risk of ID and progression to anemia. Consequences of ID and anemia range from exhaustion and decreased cognitive function to an increased risk of mortality. This study aimed to assess the …

Sociodemographic Correlates Of Low Health Literacy Skills Among Cancer Survivors: National Findings From Brfss 2016 And Implications For Precision Survivorship Care, Qi Chen, John Moore, Lailea Noel, Kirk Von Sternberg, Barbara Jones

Publications and Research

Purpose: This study aimed to explore associations of sociodemographic factors with difficulties in three health literacy (HL) skills and the severity of low HL skills.

Design: Cross-sectional secondary data analysis. Subjects: Data came from 17,834 adults who responded to the HL module with a response rate of 47% in the 2016 Behavioral Risk Factor Surveillance System.

Measures: Independent variables included sex, age, race/ethnicity, education, employment and income. Dependent variables are three HL skills: obtaining, understanding oral, and understanding written health information.

Analysis: We conducted weighted Chi-square tests and multinominal logistic regressions.

Results: Cancer survivors younger than 65 (aged 18-39: AOR=4.46, …

Infographic: Equity Opportunities: Race And Ethnicity: Need For Dental Care Among Third Grade Students In North Dakota, Shawnda Schroeder

Indigenous Health Faculty Publications

Third grade students who are American Indian or Black/African American have a significantly higher need for early or urgent dental care than those who are non-Hispanic white. Those who are American Indian or Hispanic/Latinx have a significantly higher rate of rampant decay than those who are non-Hispanic white.

Diagnostic Utility Of Chest Radiographs In Children With Clinically Diagnosed Pneumonia As Per The Kenya Basic Paediatric Protocol, Ivy Waruguru Wakahora

Master of Medicine in Imaging and Diagnostic Radiology

Introduction; Pneumonia causes significant morbidity and mortality in children globally, emphasizing the need for accurate diagnosis. While chest radiographs have traditionally been the gold standard for diagnosis, recent international guidelines discourage their routine use in paediatric community acquired pneumonia (pCAP). Despite this, chest radiographs are still regularly acquired for pneumonia diagnosis, resulting in practice variations and imaging overutilization. This study aims to evaluate the diagnostic utility of chest radiographs in children with clinically diagnosed pneumonia as per the Kenya Basic Paediatric Protocol (KBPP).

Materials and methods: Data was retrospectively reviewed of 159 paediatric patients at Aga Khan University Hospital, Nairobi …

Voting Restrictions And Increased Odds Of Adverse Birth Outcomes In The Us, Sze Yan Liu, Erin Grinshteyn, Daniel Cook, Roman Pabayo

Department of Public Health Scholarship and Creative Works

Background: Disparities persist in adverse birth outcomes — preterm birth and small-for-gestational age (SGA) among racialized populations. Previous studies have indicated that voting restrictions are associated with health outcomes, such as access to health insurance and teenage birth rates. This paper examines whether the association between voting restrictions and adverse birth outcomes varies according to birthing individuals’ race/ethnicity. Methods: These analyses merged individual-level 2019–2020 Pregnancy Risk Assessment Monitoring System (PRAMS, 8th edition) data with state-level exposure information. The exposure, the Cost of Voting Index (COVI), is a 2020 state-level measure of voting restrictions, and the outcomes were preterm birth and …

Examining Adolescent Sexual Patterns In Creek Town, Nigeria: Insights From A Cross-Sectional Survey And Implications For Tailored Interventions, Rowland Edet, Kabiru K. Salami

Department of Sociology: Faculty Publications

In the dynamic landscape of global health, the sexual behaviors of adolescents are of particular significance due to their profound implications for individual well-being and public health. This article focuses on Creek Town, a vibrant community in Nigeria, and aims to provide a nuanced exploration of the sexual behaviors of adolescents within the context of local culture and socioeconomic factors. A cross-sectional survey design was employed, involving a multi-stage sampling approach with 422 participants. A comprehensive 112-item questionnaire captured various aspects of adolescent sexual behaviors. Additionally, four focus group discussions, including both in-school and out-of-school adolescents, provided qualitative insights. The …

The Impact Of Scaling And Root Planning Combined With Mouthwash During Pregnancy On Preterm Birth And Low Birth Weight: A Systematic Review And Meta-Analysis, May Salama, Abdullah Al-Taiar, Denise C. Mckinney, Estiar Rahman, Anwar T. Merchant

Dental Hygiene Faculty Publications

The effect of treating periodontal disease (PD) during pregnancy on adverse birth outcomes, such as preterm birth (PTB) and/or low birth weight (LBW), remains unclear. This is partially due to the fact that Randomized Controlled Trials (RCTs) have used different combinations of treatment approaches to test this hypothesis. In this meta-analysis of RCTs, we assessed the impact of treating PD during pregnancy with scaling and root planning (SRP) and mouthwash use on PTB and LBW.

Background

The effect of treating periodontal disease (PD) during pregnancy on adverse birth outcomes, such as preterm birth (PTB) and/or low birth weight (LBW), remains …

Effects Of Ultrasonic Use On Hearing Loss In Dental Hygienists: A Matched Pairs Design Study, Jessica Suedbeck, Emily A. Ludwig, James Blando, Nathan Michalak

Dental Hygiene Faculty Publications

Purpose: Dental professionals are exposed to hazardous noise levels on a daily basis in clinical practice. The purpose of this study was to compare the hearing status of dental hygienists who utilize ultrasonic scalers in the workplace compared to age-matched control participants (non-dental hygienists) who were not exposed to ultrasonic noise.

Methods: A convenience sample of nineteen dental hygienists (experimental) and nineteen non-dental hygienists (control) was recruited for this study. A matched pairs design was utilized; participants in each group were matched based on age and gender to eliminate confounding variables. The testing procedure consisted of an audiologist performing a …

Predictors Of Occupational Distress Of Catholic Priests On The Eastern Seaboard Of The United States, Michael D. Kostick, Xihe Zhu, Justin A. Haegele, Pete Baker

Human Movement Studies & Special Education Faculty Publications

With ever-increasing demands placed upon active priests in the United States, insight into protecting their mental health may help strengthen vocational resilience for individual priests. The purpose of this study was to examine the association of individual variables, workplace characteristics, and physical activity participation with occupational distress levels among Catholic priests. A 22-question survey consisting of a demographic questionnaire, the Clergy Occupational Distress Index, and the International Physical Activity Questionnaire was employed to collect individual variables, workplace characteristics, physical activity participation, and occupational distress levels of Catholic priests from the Eastern seaboard of the United States. Regression analyses showed that …

The Associations Of Physical Activity And Sedentary Behavior With Self-Rated Health In Chinese Children And Adolescents, Yahan Liang, Youzhi Ke, Yang Liu

Human Movement Studies & Special Education Faculty Publications

Objective

The study aimed to analyze the independent and joint associations of physical activity (PA) and sedentary behavior (SB) with self-rated health (SRH) among Chinese children and adolescents.

Methods

Cross-sectional data on moderate-to-vigorous physical activity (MVPA), school-based PA, extracurricular physical activity (EPA), screen time (ST), homework time, and SRH were assessed through a self-report questionnaire in the sample of 4227 Chinese children and adolescents aged 13.04 ± 2.62 years. Binary logistic regression was used to compare gender differences in PA, SB, and SRH among children and adolescents, and analyses were adjusted for age and ethnicity.

Results

In independent associations, boys …

Teachers' Perception On Physical Activity Promotion In Kindergarten Children In China: A Qualitative Study Connecting Social Ecological Model, Yahan Liang, Fangyuan Ju, Yueran Hao, Jia Yang, Yang Liu

Human Movement Studies & Special Education Faculty Publications

Background

Globally, the majority of kindergarten-aged children face obesity issues and insufficient physical activity (PA) engagement. Regular PA participation can provide various health benefits, including obesity reduction, for kindergarten-aged children. However, limited studies have investigated the factors influencing kindergarten-aged children's PA engagement from the perspective of their teachers. This qualitative study aimed to identify factors that could help promote PA among kindergarten-aged children from teachers' perspectives, including facilitators, barriers, and teachers' recommendations.

Methods

Fifteen kindergarten teachers (age range: 28-50 years; mean age: 38.53 years) with teaching experience ranging from 2 to 31 years (mean: 16.27 years) were recruited from Shanghai …

Screening Tools For Employment In Clinical Healthcare Delivery Systems: A Content Analysis, Mina Colon, Julia M. Goodman

OHSU-PSU School of Public Health Faculty Publications and Presentations

Background The relationship between work and health is complex and bidirectional, where work can have both health-harming and health-enhancing effects. Though employment is recognized as a social determinant of health, and clinical healthcare delivery systems are increasingly using screening tools to ask patients about social needs, little research has explored the extent to which employment-related social risk is captured in these screening tools. This study aimed to identify and characterize employment- and work-related questions in social risk screening tools that have been implemented in clinical healthcare delivery systems.

Methods We conducted a qualitative content analysis of employment-related items in screening …

Challenges And Coping Strategies In Transitioning From Caregiving To Widowhood: A Systematic Review, Abby Baumbach, M. Courtney Hughes, Yujun Liu

Faculty Articles, Papers, and Other Scholarship

Ninety-one percent of surviving spouses in the U.S. cared for their spouses before they died. This review explores the challenges of the transition from caregiving to widowhood and different coping strategies used by widowed spousal caregivers. A systematic review of literature on the transition from caregiving to widowhood was conducted using four major academic search engines. Overall, 280 articles were identified, with 22 meeting the inclusion criteria. Challenges for widowed caregivers included experiencing care burden, letting go of the caregiver role, grief, and triggers. Widowed caregivers’ coping strategies included social support and services use, filling the time gap, finding spirituality, …

Geospatial Hotspots And Coldspots In Us Cancer Disparities And Associated Risk Factors, 2004-2008 To 2014-2018, Lei Guo, M. Courtney Hughes, Margaret E. Wright, Alyssa H. Harris, Meredith C. Osias

Faculty Articles, Papers, and Other Scholarship

Introduction

Despite declining cancer death rates in the US, cancer remains the second deadliest disease and disparities persist. Although research has focused on identifying risk factors for cancer deaths and associated disparities, few studies have examined how these relationships vary over time and space. The primary objective of this study was to identify cancer mortality hot spots and cold spots — areas where cancer death rates decreased less than or more than neighboring areas over time. A secondary objective was to identify risk factors of cancer mortality hot spots and cold spots.

Methods

We analyzed county-level cancer death rates from …

Assessing Life Expectancy Disparities In Chicago With A Deep Dive Into Green Space, Elizabeth J. Folkmann, M. Courtney Hughes, Lei Hua, Mohammad Alarifi, Mahdi Vaezi

Faculty Articles, Papers, and Other Scholarship

Background

Few studies have examined the association between green space and life expectancy, and only one study has looked at that data for small areas in the United States. These studies have found a positive association between green space and life expectancy. This study investigates the association between green space and small-area life expectancy in Chicago, a city in the United States with distinct environmental and socioeconomic characteristics and the largest U.S. life expectancy gap between neighborhoods.

Methods

We conducted a spatial analysis using the green space metrics of normalized difference vegetation index(NDVI), park access, and tree canopy. Additionally, …

Examining Noncommunicable Diseases Using Satellite Imagery: A Systematic Review, Elizabeth J. Folkmann, M. Courtney Hughes, Uzma A. Khan, Mahdi Vaezi

Faculty Articles, Papers, and Other Scholarship

Introduction

Noncommunicable diseases (NCDs) are the leading cause of morbidity and mortality worldwide, accounting for 74% of deaths annually. Satellite imagery provides previously unattainable data about factors related to NCDs that overcome limitations of traditional, non-satellite-derived environmental data, such as subjectivity and requirements of a smaller geographic area of focus. This systematic literature review determined how satellite imagery has been used to address the top NCDs in the world, including cardiovascular diseases, cancers, chronic respiratory diseases, and diabetes.

Methods

A literature search was performed using PubMed (including MEDLINE), CINAHL, Web of Science, Science Direct, Green FILE, and Engineering Village for …

Correlates Of Transactional Sex Among Black Men And Women Who Misuse Opioids, Shemeka Thorpe, Paige Orphé, Gabriella Pitcher, Kendall Mccleod, Natalie Malone, Danelle Stevens-Watkins

Kinesiology and Health Promotion Faculty Publications

The rise in opioid misuse coincides with increased sexually transmitted infection (STI) and HIV incidence. Transactional sex is an under-researched phenomenon among Black Americans who misuse opioids, and may increase their risk of STI or HIV transmission. Given the disproportionate impact of the opioid epidemic on Black Americans and the risks associated with opioid misuse, the current study aims to investigate sociostructural factors, history of violence, and sexual risk factors associated with transactional sex among Black men and women. A sample of n = 375 Black adult Kentuckians reporting opioid misuse completed a survey including transactional sex, sociostructural, violence history, …

Physical And Mental Health Benefits Of An Intergenerational Yoga Intervention On Individuals And Communities, Crystal Rose Mckinney

Cal Poly Humboldt theses and projects

Intergenerational health programming has been shown to elicit positive physical, mental, psychological and social health benefits of all participants due to the educational impact and social engagement of synchronized movement and understanding of other generations. Research continues to show the efficacy of yoga in mind - body - spirit - connection health benefits and is accessible to bodies across the lifespan. People of all ages can benefit from an intergenerational yoga program, particularly in a rural location where there are less opportunities for physical activity participation. The purpose of this project is to apply for Humboldt Area Foundation + Wild …