Digital Commons Network^™

Advancing Food Equity Through Explainable Ai (Xai): Identifying Place-Based Factors And Conditions Of Food Security, Leslie Hoglund, Hyoshin Park

Health Behavior, Policy & Management Faculty Publications

Food behaviors, food security, and their association with socioeconomic factors constitute a critical area of study with implications for public health, economic stability, and social equity. Understanding these relationships are essential for developing effective policies and interventions that promote sustainable, healthy food systems and greater food equity. This paper employs explainable artificial intelligence (XAI) methods to identify key features influencing household food behaviors. The insights gained from the XAI analysis are further utilized in conjunction with inverse reinforcement learning (IRL) to examine expert behaviors related to eating habits satisfaction. The XAI results reveal that household health conditions, spending patterns, and …

Large Language Model-Assisted Research Question Development In Public Health: A Case Study In The Special Supplemental Nutrition Program For Women, Infants, And Children (Wic), Qi Zhang, Bidusha Neupane, Priyanka Patel, Futun N. Alkhalifah, Yi He, Leslie Hodges

Health Behavior, Policy & Management Faculty Publications

Objective:

To assess the feasibility of using large language models (LLMs) to develop research questions about changes to the Special Supplemental Nutrition Program for Women, Infants, and Children (WIC) food packages.

Design:

We conducted a controlled experiment using ChatGPT-4 and its plugin, MixerBox Scholarly, to generate research questions based on a section of the USDA summary of the final public comments on the WIC revision. Five questions weekly for three weeks were generated using LLMs under two conditions: fed with or without relevant literature. The experiment generated 90 questions, which were evaluated using the FINER criteria (Feasibility, Innovation, Novelty, Ethics, …

Association Between A Lifestyle Medicine Score And Stroke In U.S. Adults With Hyperglycemia: 2007- 2010 Nhanes, Swarnima Naithani

UNF Graduate Theses and Dissertations

The relationship between glycemic control and cardiovascular disease (CVD) is well- established, however, lifestyle modifications to prevent CVD warrant further investigation. Purpose: This study aimed to evaluate the relationship between adherence to the six lifestyle medicine pillars promoted by the American College of Lifestyle Medicine and stroke in U.S. adults with hyperglycemia. A lifestyle medicine composite score (LMS) was developed to quantify adherence with the hypothesis that a higher LMS (greater adherence to lifestyle recommendations) correlates with lower odds of stroke in adults with hyperglycemia. Methods: The study sample (n=2,079) included adult (≥ 40 years of age) participants in the …

The Effects Of Physical Activity Timing And Adherence To Physical Activity Guidelines On Sleep In Children With Adhd, Xiao Liang, Mengping Zhao, Li Su, Justin A. Haegele, Richard H. Xu, Jingjing Li, Andy Choi-Yeung Tse, Shirley X. Li

Human Movement Studies & Special Education Faculty Publications

Regular physical activity (PA) has been shown to benefit sleep. However, the effects of PA timing and adherence to the WHO's recommended 60-min moderate-to-vigorous physical activity (MVPA) guideline on sleep are unclear, especially for children with ADHD who often experience sleep problems. This study examined whether timing of MVPA influenced objectively measured sleep, including sleep latency (SL), sleep efficiency (SE), total sleep time (TST), and wake after sleep onset (WASO), among children with ADHD. This cross-sectional study involved 253 children with ADHD (Mage = 8.60 ± 1.31 years, 81% boys). MVPA timing was categorized as more than 8 h before …

Clinical Challenges Associated With Enhancing Hypertension Among The Underserved African American Population, Ashley Richardson

Doctor of Nursing Practice (DNP) Scholarly Projects

Background 

African Americans face a significantly higher prevalence of hypertension, tend to develop complications at younger ages, and have disproportionately higher mortality rates. Key social determinants of health (SDoH)—including food deserts, unequal access to healthcare, and geographic disparities in healthcare resources—contribute to these ongoing inequities. Addressing both systemic and individual barriers is crucial for effective hypertension management.

Objective

This study aims to assess the effectiveness of a culturally relevant, community-based intervention designed to reduce both systolic and diastolic blood pressure among Black adults with uncontrolled hypertension.

Methods 

Quality improvement (QI) initiatives typically employ multicomponent, equity-focused models. The primary components of …

Selenium And Liver Steatosis And Fibrosis: Opposing Direct And Steatosis-Mediated Associations In A Large Cohort, Neda Rehan, Jubilee Benedict, Rehan Qayyum

Department of Medicine Faculty Publications

Background and Aims

Epidemiologic studies have reported conflicting associations between selenium exposure and liver disease. Whether selenium exerts opposing direct and steatosis-mediated effects on liver fibrosis is unknown. To evaluate the associations of blood selenium with elastography-defined hepatic steatosis and fibrosis and to determine whether hepatic steatosis mediates the relationship between selenium and fibrosis.

Methods

We conducted a cross-sectional analysis of adults aged >= 18 years in NHANES 2017-2023. Hepatic steatosis was assessed using the controlled attenuation parameter (CAP) and fibrosis using liver stiffness measurement (LSM). Blood selenium was categorized into quartiles. Survey-weighted multivariable linear regression and structural equation modeling …

Examining Firefighter Perceptions Of Stress And Recovery Across A Shift And Engagement In Recovery Activities, Nathan T. Ebersole

College of Graduate Studies: Theses & Dissertations

The occupational demands of firefighting, such as fire suppression and rescue tasks, working in hazardous conditions, inconsistent sleep patterns, and exposure to traumatic events, can lead to work-related injuries, burnout, and feelings of isolation. To date, there is limited research on the impact of a single work-shift on firefighter perceptions of stress and recovery and the recovery activities that may influence these perceptions. Thus, the purpose of this study was to examine the effect of a single work-shift on firefighter perceptions of stress and recovery status as well as the recovery activities firefighters choose to engage in. Forty-three firefighters across …

Maternal Healthcare In The United States: An Exploration Of The Organizational And Political Determinants Of Maternal Healthcare Quality And Outcomes, Tamaya S. Browder

College of Graduate Studies: Theses & Dissertations

Despite having an advanced U.S. healthcare system, childbirth remains risky in the US, especially for socially vulnerable populations. Medicaid covers a large portion of births and is equipped to implement large-scale interventions to improve maternity care and patient outcomes. Two studies were conducted to (a) examine the relationship between organizational factors in U.S. hospitals and adverse clinical outcomes among Medicaid-insured maternity patients, and (b) analyze state-level Medicaid bundled payment models for maternity care. Guided by the Donabedian Quality of Care Model, Study One used logistic regression on data from the 2018-2020 National Inpatient Sample to explore how hospital organizational factors …

From Vision To Impact: Strategic Planning For The South Health District, Jason D. Butler Jr

College of Graduate Studies: Theses & Dissertations

This study presents a community health assessment and strategic planning process for the South Health District (SHD), a rural, multi-county public health district.  Using a mixed-methods approach, quantitative surveys and qualitative data from County Nurse Managers, County Boards of Health, and internal staff were integrated with secondary sources to identify community health priorities and organizational gaps.  Broad stakeholder engagement through surveys, SWOT workshops, and town-hall meetings ensured credibility and contextual relevance.

Findings revealed challenges in behavioral health, substance abuse, chronic disease, access to preventive services, transportation, workforce capacity, communication, and infrastructure.  Four strategic issues—Communication, Workforce Development and Retention, Purpose-Driven District, …

Body Image Perception In African American Women, Ages 20-55 Years, Trina Suttles

College of Graduate Studies: Theses & Dissertations

This qualitative study explored the factors that influence body image perception among African American women in the metropolitan Atlanta, Georgia area and examined how these perceptions shape physical activity and dietary behaviors. Body image perception is a critical psychocultural factor influencing obesity-related behaviors, particularly among African American women who navigate culturally specific beauty standards and health beliefs. Guided by the Socioecological Model, this study addressed three research questions: (1) how African American women perceive their body image, (2) how these perceptions influence health behaviors, and (3) what multilevel factors shape body image perceptions. This study employed consensual qualitative research (CQR) …

What Is The Evolving Role Of Nurses In Telehealth As Future Healthcare Professionals?, Emma G. Lowry

Honors College Theses

Telehealth has evolved into an essential component of healthcare delivery in today's world, something that occurred alongside the COVID-19 pandemic. As healthcare professionals, nurses must be adequately prepared and equipped to use the tools for telehealth. This paper examines the evolving role of nurses in telehealth by assessing undergraduate nursing students’ and practicing nurses’ knowledge, attitudes, and perceived competencies. Data will be collected through a Qualtrics survey utilizing the Awareness, Knowledge, Attitude, and Skills (AKAS) Scale for Telemedicine, supplemented by interviews with telehealth practitioners to provide qualitative context. It is expected that variations in proficiency and attitudes, from previous biased …

Diagnosing The Discourse: How The Academy Of Breastfeeding Medicine Constructs And Constrains Treatment Of Tethered Oral Tissues, Mary E. Miller

Antioch University Dissertations & Theses

While breastfeeding is recognized as fundamental to global public health, oral restrictions that can affect infant latch, milk transfer, and feeding efficiency warrant further examination within policy frameworks. This dissertation proposes an expanded conceptualization of tethered oral tissues (TOTs) that encompasses not only anatomical frenal restrictions but also fascial tensions, neuromuscular limitations, and other conditions restricting orofacial function that may be congenital or acquired. The purpose of this study was to critically examine how this clinical guidance document shapes understandings and responses to TOTs. Using Carol Bacchi’s “What’s the Problem Represented to Be?” approach, a critical discourse analysis of the …

Impact Of Social Determinants Of Health On Perioperative And Interstage Outcomes In Congenital Heart Surgery A Systematic Review, Sara Sakowitz, Jennifer S. Nelson, Justin Robinson, Camilla S. Rossi, David M. Shahian, David T. Cooke, Jeffrey P. Jacobs, Shelby Aughtman, Megan Schultz, Meena Nathan, Claude Beaty, Michal Shafer, Deborah Kozik, Glenn J. Pelletier

Department Surgery Faculty Publications

Importance: Social determinants of health (SDoH)- conditions in which patients live, grow, and age, - are increasingly recognized to influence the health of patients with congenital heart disease (CHD).

Objective: To explore the impact of SDoH on short-term mortality and morbidity, interstage outcomes, and resource utilization, among patients following congenital heart surgery.

Evidence Review: A systematic review was completed according to PRISMA guidelines. Relevant studies evaluating the association of SDoH with surgical outcomes of pediatric and adult CHD patients were identified from five databases queried including PubMed, SCOPUS, CINAHL, PYSCINFO, and Cochrane between January 1999 and February 2024. Inclusion criteria …

Machine Learning Derived Abdominal Aortic Calcification Is Associated With Physical Frailty In Community-Dwelling Adults: The Uk Biobank Imaging Study, Abadi K. Gebre, Marion Mundt, Elsa Dent, James Webster, Afsah Saleem, Syed Zulqarnain Gilani, Yuandan Zhang, Cassandra Smith, Parminder Raina, John P. Kemp, William D. Leslie, John T. Schousboe, Nicholas C. Harvey, Joshua R. Lewis, Marc Sim

Research outputs 2022 to 2026

Clinical cardiovascular disease (CVD) is often present in frail individuals. However, it remains unclear whether subclinical CVD, e.g., abdominal aortic calcification (AAC), is associated with frailty. This study investigated the cross-sectional relationship between AAC scored using a validated machine learning model (ML-AAC24) and physical frailty. 49,081 participants from the UK Biobank Imaging Study without atherosclerotic CVD (ASCVD) diagnosis were included. ML-AAC24 extent was categorised as low, moderate and high, based on established severity categories. Physical frailty was based on a modified Fried’s frailty phenotype comprising weak hand grip strength, slow walking speed, weight loss, exhaustion, and physical inactivity. Individuals with …

Overview Of Aboriginal And Torres Strait Islander Health Status 2025, Australian Indigenous Healthinfonet

Research outputs 2022 to 2026

This Overview provides a summary of the most recent indicators of the health and wellbeing of Aboriginal and Torres Strait Islander people (of all ages, where data are available). The topics included in the Overview cover chronic health conditions which are featured on the HealthInfoNet website. Over the years as additional funding has been obtained and in consultation with HealthInfoNet networks, more topics have been covered on the website and are now included in the Overview. The topics aim to reflect the status of Aboriginal and Torres Strait Islander health over this period and going forward.

Under-Five Mortality Estimation Methods: A Methodological Systematic Review, Bereket Kefale, Jonine Jancey, Amanuel T. Gebremedhin, Daniel Gashaneh Belay, Gavin Pereira, Gizachew A. Tessema

Research outputs 2022 to 2026

Purpose This methodological systematic review aimed to identify and synthesise the existing under-five mortality (U5M) estimation methods globally. Methods We searched seven databases including Medline, Embase, Scopus, Web of Science, CINAHL, Global Health, and ProQuest Central, as well as grey literature sources from inception to September 25, 2025. The review protocol was prospectively registered in the International Prospective Register of Systematic Reviews (PROSPERO) (CRD42023465476). Results Fifty-six studies were included in this review. The most frequently employed child mortality estimation method was the indirect method (n = 16), followed by the Global Burden of Disease (GBD) study method (n = 12) …

Sugar Consumption In Aboriginal Children Explored From A Social Practice Perspective, Amy Budrikis, Angela Durey, Dan Mcaullay, Paul Ward, Hanny Calache, Thierry Ng, Roma Winmar, Linda Slack-Smith

Research outputs 2022 to 2026

Australian Aboriginal children have higher sugar intake and are disproportionately affected by sugar-related diseases such as obesity, diabetes and dental caries than non-Aboriginal children. The intention of this paper was to highlight the need for approaches that can capture the complexity of health practices without reducing them to either individual choice or structural determination. We explore sugar consumption in Aboriginal children from a social practice perspective. Here, the unit of analysis is the practice, not the individual, where the elements of a social practice (competence, materials and meanings) are integrated into its performance. We conducted qualitative research using elements of …

Longitudinal Prediction Of Bmi Using Explainable Ai: Integrating Polygenic Scores, Maternal, Early-Life And Familial Factors, Fuling Chen, Phillip E. Melton, Kevin Vinsen, Trevor Mori, Lawrence Beilin, Rae Chi Huang

Research outputs 2022 to 2026

Background/objectives: This study aimed to predict body mass index (BMI) trajectories from childhood to early adulthood using explainable artificial intelligence, integrating adult BMI polygenic scores (PGS), maternal, early-life, and familial factors to identify key predictors of obesity risk and inform prevention strategies. Subjects/methods: We analyzed longitudinal data from the Raine Study Gen2 cohort, recruiting 2868 participants. This observational study, without randomization or case-control design, collected BMI measurements at ages 8, 10, 14, 17, 20, 23, and 27 years. We applied Kolmogorov–Arnold Networks (KAN) alongside conventional machine learning models, integrating epidemiological variables (maternal and paternal anthropometrics, parental education, early-life skinfold measurements) …

Combined Effects Of Cumulative Triglyceride-Glucose And Blood Pressure On Stroke In Middle-Aged And Older Chinese Adults: A Longitudinal Analysis, Xinyue Wang, Wen Zheng, Xiangqian Jin, Hongzhi Liu, Jiheng Hao, Liyong Zhang, Yuanyuan Gu, Haifeng Hou, Wei Wang

Research outputs 2022 to 2026

Background: The triglyceride-glucose (TyG) index has increasingly been recognised an indicator for stroke risk. We aimed to explore the relationship between TyG and blood pressure (BP) and the combined effects of cumulative TyG (CumTyG) and cumulative BP (CumBP) on stroke risk in a cohort of Chinese middle-aged and older adults. Methods: We enrolled 5138 participants from the 2011–2018 waves of the China Health and Retirement Longitudinal Study. Cumulative TyG and BP exposures were recorded between 2011 and 2015, and stroke incidence was then followed up until 2018. We conducted a cross-lagged panel analysis to address the temporal and directional relationships …

Adult Healthy Habits, Belinda E. Vicuna, Mahtab Soleimani, Yvonnie Baik, Elena Martinez, Theresa H. Cruz

Reports & Documents

No abstract provided.

Translating Evidence Into Action: Understanding How Community- Based Practitioners Make Intervention Implementation Decisions In Practice, Kristin C. Bennett

Dissertations and Theses (Open Access)

This study examined how community-based practitioners implement public health interventions in practice settings to identify gaps between existing implementation frameworks and real-world practice. Six farmers' markets in Southeast Texas served as cases to understand implementation decision-making by community-based practitioners addressing food access challenges. A qualitative case study approach was employed, using semi-structured interviews with program adopters and key stakeholders to examine how practitioners addressed food access problems, selected interventions, and navigated implementation decisions. This methodology captured the contextual nature of implementation decision-making in community settings. The findings revealed that program adopters recognized health problems through lived experience rather than formal …

Analysis And Numerical Investigation Of A Breast Cancer Treatment Model Incorporating Ketogenic Diet And Immune Boosters Via Optimal Control Theory, Kunnisai Muniroh, Ummu Habibah, Wuryansari Muharini Kusumawinahyu, Nur’Izzati Hamdan

Mathematical Modelling and Numerical Simulation with Applications

This paper develops a mathematical model to investigate breast cancer dynamics by incorporating tumor–immune interactions, ketogenic diet effects, and medical treatment. The model is formulated as a system of nonlinear ordinary differential equations and analyzed within an optimal control framework. Time-dependent control variables are introduced to represent treatment strategies aimed at minimizing tumor progression while reducing therapeutic costs. The model’s well-posedness is established through positivity and boundedness analysis. The necessary conditions for optimality are derived using Pontryagin’s Minimum Principle, resulting in a coupled system of state and adjoint equations. Numerical solutions are obtained using the fourth-order Runge–Kutta method combined with …

Food Apartheid And The Retail Food Environment In The Bronx, Aissatou Barry

CUNY Mexican Studies Institute

This project examines the structural mechanisms that contribute to unequal food access, both historical and ongoing, in the South Bronx, and applies the food apartheid framework created by Bronx food activist Karen Washington. This paper applies the framework to two food retail initiatives in NYC: the New York State Regional Hub and the New York City FRESH food program to assess whether their policies address the structural mechanisms that contribute to food inequality. I ask: How does the unequal distribution of healthy food access in the Bronx reflect broader patterns of racial and economic exclusion? To what extent do current …

The Association Between E-Cigarette Use And Community Mattering Among Adolescents In Maine, April Hughes

Walden Dissertations and Doctoral Studies

E-cigarette use among U.S. high school students is a significant public health issue. Factors such as mattering, sexual orientation, and gender identity (SOGI) influence e-cigarette use among adolescents, yet few studies have explored the relationship between mattering and e-cigarette use when considering SOGI. This quantitative study explored the association between past 30-day e-cigarette use and mattering among Maine high schoolers while controlling for SOGI and grade level. This correlational cross-sectional study used the 2023 Maine Integrated Youth Health Survey data, and the socioecological model served as the theoretical foundation. A multivariate binary logistic regression analysis indicated a significant association between …

Environmental Health Risks To Children In Sub-Saharan Africa: A Scoping Review Of Evidence And Gaps In Global Interventions, Tadius C. Chitambwe, Dewi Susanna

Jurnal Epidemiologi Kesehatan Indonesia

Sub-Saharan Africa’s (SSA) children experience a disproportionate burden of environmental health risks, contributing to over half of global under-five deaths despite representing only 27% of live births ¹. This scoping review synthesised evidence from sixty-seven (67) eligible studies (2010–2025) to map out environmental exposures affecting children (0–18 years) in Sub-Saharan Africa, and to identify gaps in global interventions. Included studies focused on children (0-18 years) in SSA, addressed one or more of the four predefined environmental exposure domains (air pollution, WASH, toxic chemicals, climate-related risks), and reported on child health outcomes or interventions. Guided by the PRISMA and Arksey …

Kejadian Luar Biasa Gondongan Di Sd Islam X Samarinda, 2024, Rudy Agus Riyanto, Irfansyah Baharuddin Pakki, Mela Sabena, Meli Pasiakan, Erlina Erlina, Rima Andriani

Jurnal Epidemiologi Kesehatan Indonesia

Mumps outbreaks are a public health issue that still frequently occur in elementary school settings, particularly among children with low immunization coverage. Therefore, a comprehensive epidemiological understanding is needed as a basis for control. This research aims to describe the epidemiological picture and causative factors of the mumps outbreak that occurred at Islamic Elementary School X in Samarinda City in 2024, using a case series design. The outbreak occurred from April to October 2024, while epidemiological data collection and case verification were conducted from December 2nd to 8th, 2024. The analysis uses surveillance data, field observations, and questionnaires administered to …

Hubungan Kehamilan Usia Remaja Dengan Kelahiran Prematur Di Rsud Cengkareng Jakarta Barat Tahun 2022: Sebuah Studi Kohort Retrospektif, Anna Triana, Sudarto Ronoatmodjo

Jurnal Epidemiologi Kesehatan Indonesia

Premature birth is leading causes of neonatal mortality. According to the World Health Organization (WHO), global premature birth rates reached 9.9% in 2020, it’s rising compared to preterm birth rates in 2010. One of the risk factors for preterm birth is the mother's age, which pregnant adolescents are more at risk of giving birth to preterm babies due to physiological, psychological, and socioeconomic immaturity. This study is an analytical study with a retrospective cohort design to determine the relationship between adolescents pregnancy and preterm birth. This study was conducted in Cengkareng General Hospital West Jakarta using patient’s medical record data. …

Socio-Demographic Determinants Of Hospitalization Severity Among Type 2 Diabetes Mellitus-Related Hospitalization Visits In Indonesia: A Cross-Sectional Analysis Of Using Bpjs Health Secondary Data, 2023, Nadia Putri, Asri C. Adisasmita, Fitria Fitria, Sely Anggraini

Jurnal Epidemiologi Kesehatan Indonesia

Type 2 diabetes mellitus (T2DM) is a chronic disease with high prevalence and contributes significantly to the burden of inpatient care in Indonesia. The severity of T2DM-related hospitalization as classified under the INA-CBGs system, is an important indicator for assessing disparities in access to care and the health system’s response to vulnerable populations. This study aims to analyze the relationship between socio-demographic characteristics and the severity of T2DM-related hospitalization visits based on 2023 Social Security Administering Body for Health (BPJS Health) data. This study employed a cross-sectional design using secondary data from the 2023 BPJS Health Sample Data. The unit …

Implementasi Pelaksanaan Program I-Help (Integrated Help Promoting School) Pada Sekolah Menengah Pertama Di Jakarta, Rachma Dhiyaa' Arroyyan, Sarah Handayani

Perilaku dan Promosi Kesehatan : Indonesian Journal of Health Promotion and Behavior

Background. The I-HELP (Integrated Help Promoting School Programs) initiative is a school-based behavioural change intervention that integrates health values and belief-related variables into daily school activities. This program was developed as a follow-up to the collaboration between Universitas Muhammadiyah Prof. DR. Hamka (UHAMKA) and SEAMEO RECFON.

Aim. his study aims to describe implementation of the I-HELP (Integrated Help Promoting School Programs) at the junior high school level in Jakarta in 2022.

Method. This qualitative research employed a case study design conducted at SMP Muhammadiyah 4 and SMP Muhammadiyah 36 Jakarta. Data collection techniques included in-depth interviews, focus group discussions (FGDs), …

Efikasi Diri Dalam Melakukan Diet Sehat Pada Masyarakat Desa Cipacing, Sumedang, Hilmi Khairun Nisa, Neti Juniarti, Adelse Prima Mulya

Perilaku dan Promosi Kesehatan : Indonesian Journal of Health Promotion and Behavior

Background. Noncommunicable diseases (NCDs) account for 57 million deaths (71%) worldwide and 73% of all deaths in Indonesia. Eating habits are one of the factors contributing to the incidence of NCDs. In the process of improving a healthy lifestyle, including a healthy diet, self-confidence or self-efficacy in maintaining a healthy diet is necessary.

Objective. This study aims to identify the level of self-efficacy in maintaining a healthy diet among the community in Cipacing Village, Sumedang.

Methods. This study was conducted using a quantitative descriptive research design among the community of Cipacing Village, Sumedang Regency, West Java. The sample was …