Health Services Research Commons^™

Rural/Urban Disparities In Utilization Of Diabetes Self-Management Training (Dsmt) To The Fee-For-Service Medicare Population, 2017–2024, Wanying Zhu, Aleksandr Taraskin, Jeffrerey Talbert

Rural & Underserved Health Research Center Publications

Key Report Highlights

• A significant rural DSMT access gap exists. Rural beneficiaries accounted for 20.1% of Medicare beneficiaries with diabetes but only 7.8% of DSMT participants.

• Geographic availability remains limited. Only 16.8% of counties with DSMT utilization were rural.

• Access, not demand, appears to be the primary challenge. Rural counties offering DSMT achieved utilization rates more than twice those observed in urban counties (6.0% vs. 2.5%).

• Expanding rural DSMT capacity may represent a high-impact opportunity to improve diabetes self-management support among underserved Medicare beneficiaries.

Non-Metropolitan Vs. Metropolitan Variations In Alcohol, Illicit Drug, And Prescription Therapeutic Drug Misuse, Tyrone F. Borders

Rural & Underserved Health Research Center Publications

Key Findings

Alcohol Use. The prevalence of past year and past 30-day drinking was lower among non-metropolitan (non-metro) than metropolitan (metro) residents. However, non-metro drinkers engaged in more frequent binge drinking than metro drinkers. Drinking 3-5, 6-19, and 20-30 days over the past 30 days were higher among non-metro than metro residents.

Illicit Drug Use. Hallucinogens were the mostly commonly used illicit drugs among non-metro as well as metro residents. Methamphetamine use was significantly higher among non-metro than metro residents.

Prescription Pain Reliever Use. The misuse of prescription pain killers, primarily prescription opioids, was higher among non-metro than …

High-Deductible Health Plans In Rural And Urban Populations: Outpatient Utilization And Out-Of-Pocket Costs, Aaron P. Smith, Jefferey Talbert

Rural & Underserved Health Research Center Publications

Overview of Key Findings This policy brief explores rural-urban differences in High-Deductible Health Plan (HDHP) enrollment, subsequent healthcare utilization, and out-of-pocket (OOP) costs. ▪ HDHP enrollment was uncommon. Rural residents were slightly less likely to enroll than urban residents across all demographic groups. ▪ Switching plans influenced utilization. Compared to those who did not change healthcare plans, switching from a Traditional plan to a HDHP was associated with a larger reduction in 2022 outpatient visits for both rural and urban residents. Moving from a HDHP to a Traditional plan was associated with a smaller reduction in 2022 outpatient visits for …

Rural And Urban Availability Of Substance Use Treatment Facilities, Aaron P. Smith, Tyrone F. Borders

Rural & Underserved Health Research Center Publications

Overview of Key Findings

• Rural counties have higher per capita numbers of substance use disorder treatment facilities than urban counties on average, but also greater variability and large pockets of unmet need.

• The highest proportions of residents living in counties without any treatment facilities are concentrated in rural areas within the Midwestern and Southern United States.

• Rural and urban treatment facilities offer medications for opioid use disorder (MOUD) at similar rates, with inpatient facilities most likely to provide MOUD, followed by residential and outpatient settings.

Exploring Systemic Challenges In The Western North Carolina Dental Safety Net: A Qualitative Analysis, Blaire Mirmow, Bill Milner, Nadia Laniado

Journal of Appalachian Health

Introduction: Despite statewide growth, rural communities in Western North Carolina (WNC) face persistent barriers to oral health care driven by chronic dental workforce shortages and systemic geographic disparities. Within this Appalachian region, the dental safety net serves as a vital yet strained support system, struggling with limited financial resources and a lack of provider participation that leaves many underserved populations without essential oral health services.

Purpose: This study aims to explore the experiences of individuals working within the WNC dental safety net to identify barriers and strategies required to strengthen the delivery of oral health care in high-need rural settings. …

Review Of Current Research Describing The Influence Of Non-Health Care Drivers Of Health In Rural And Urban Populations, Katie Youngen, Julia Cecil, Tyrone F. Borders

Rural & Underserved Health Research Center Publications

Social determinants of health (SDOH) (also called social drivers of health) are the conditions of the environment where people live, learn, work, and play that are known to affect health outcomes.¹ The primary objective of this literature review is to summarize the most recent literature related to the Healthy People 2030 domains of a) economic stability, b) education access and quality, c) neighborhood and built environment, and d) social and community context.² Our particular focus is on non-health care drivers of health. The secondary objective is to identify gaps in literature applied to rural populations.

Management Of Cardiovascular Disease Risk Factors By Rural And Urban Primary Care Practices, Lars E. Peterson, Zachary J. Morgan

Rural & Underserved Health Research Center Publications

In the United States, over 650,000 people die annually from cardiovascular disease (CVD) with high associated health care and economic costs.1 Despite a strong scientific basis for their beneficial impact on health,2 rates of preventive screening remain low.3 Levels of adherence to preventive guidelines are even lower in African American populations, socioeconomically disadvantaged populations, and underserved rural populations.4 Rural populations have higher rates of modifiable risk factors—obesity, smoking, physical inactivity—for CVD than urban populations and bear a disproportionate burden from CVD.5–7 Rates of undiagnosed and poorly treated high blood pressure are more common in rural areas.8,9 Racial/ethnic minority populations also …

Rural-Urban Differences In Dental Care Utilization After A Public Health Emergency, Quazi Minhaz Tabassum, Redwan Bin Abdul Baten, Ahmed A. Arif

Rural & Underserved Health Research Center Publications

Overview of Key Findings

• Past year dental clinic visits declined among both rural and urban populations after the COVID-19 pandemic. However, rural patients are more likely to report delayed dental service utilization than their urban counterparts.

• Participants residing in Medicaid expansion states or with health insurance coverage were 16% less likely to delay dental visits overall.

• The COVID-19 pandemic further worsened the existing challenges in dental healthcare access for urban and rural communities.

Three Essays On Disparities And Outcomes Among Patients With Diabetes, Aiemere O. Oikeh

Theses and Dissertations--Health Services Research (HSR)

The American Diabetes Association (ADA) recommends that patients with diabetes adopt 7 preventive care measures to improve their health outcomes. The recommendations are to check their blood glucose levels daily, undergo biennial hemoglobin A1c tests, undergo dilated eye exams once every 2 years, engage in regular physical activity, check their feet daily, have annual feet examinations performed by a clinician, and receive diabetes self-management education services (DSMES). Marital status has been found to be associated with positive health outcomes; thus, it is ideal to evaluate if there is an association between marital status and diabetes preventive care. The ADA also …

Prevalence Of Screening Patients For Alcohol Use In West Virginia: A Cross-Sectional Observational Study, Bayan Abuhalimeh, Christopher Waters, R. Constance Wiener

Journal of Appalachian Health

Introduction: Consequences of alcohol consumption are well-established and compounded by physiological changes of aging (increased sensitivity; medication interactions; etc.). Alcohol screening for all ages is recommended, especially as most Americans believe moderate drinking is acceptable. Screening is important in high alcohol use regions, such as rural areas where isolation is more likely, especially for older adults. The Appalachian Region has a significant rural population of older adults. West Virginia (WV) is representative of Appalachia. It is a rural state, has many older adults, and all counties are Appalachian.

Purpose: The purpose of this cross-sectional study is to determine the likelihood …

Rural Access To Certified Community Behavioral Health Clinics (Ccbhcs), Aaron P. Smith, Jeffrey Talbert

Rural & Underserved Health Research Center Publications

Overview of Key Findings

▪ The number of Certified Community Behavioral Health Clinics (CCBHCs) expanded from 2022 to 2023, increasing from 371 to 480. Most of the growth was driven by rural counties (57.9% increase, 126 to 199) while urban counties increased by 14.7% (245 to 281).

▪ The number of services offered at CCBHCs is similar in both rural and urban localities, but urban CCBHCs were more likely to offer services that cater to a diverse client base, such as speaking different languages, and nicotine cessation programs. Rural CCBHCs were more likely to have programs for minors, veterans, and …

Clinician Attitudes And Experiences In Screening Patients For Social Determinants Of Health Using Prapare, Pranav Rane, Mathew B. Weimer M.D., Adam Baus

Journal of Appalachian Health

Introduction: Social Determinants of Health (SDOH) are the conditions in which people are born, grow, live, work, and age. SDOH significantly influence health outcomes; as such, healthcare systems should screen for patients’ social needs. PRAPARE is standardized screening tool designed to assess and address patients’ social needs.

Purpose: This study examines SDOH screening at Valley Health Systems, a federally qualified health center based in Huntington, West Virginia. The aim of this research is to assess clinician attitudes and experiences in using the PRAPARE tool to screen for SDOH.

Methods: A self-administered online survey was conducted from April to May 2022 …

Association Of State Cannabis Legalization With Cannabis Use Disorder And Cannabis Poisoning, Jayani Jayawardhana, Jialin Hou, Patricia Freeman, Jeffery C. Talbert

Health Management and Policy Faculty Publications

IMPORTANCE Whether state implementation of medical and recreational cannabis laws is associated with increased cannabis use disorder (CUD) and/or cannabis poisoning among adults is not evident.

OBJECTIVE To examine state-level medical and recreational cannabis laws’ associations with CUD and cannabis poisoning, overall and by sex and age subgroups.

DESIGN, SETTING, AND PARTICIPANTS In this longitudinal cohort study, state-level CUD and cannabis poisoning diagnoses from January 2011 to December 2021 were examined across all 50 US states and the District of Columbia before and after the implementation of medical and recreational cannabis laws (MCLs and RCLs, respectively) using a staggered adoption …

Demographic Variation In Continuous Glucose Monitoring Utilisation Among Patients With Type 1 Diabetes From A Us Regional Academic Medical Centre: A Retrospective Cohort Study, 2018–2021, Omer Atac, Kory R. Heier, Daniela Moga, John L. Fowlkes, Min-Woong Sohn, Aaron J. Kruse-Diehr, Teresa M. Waters, Mary E. Lacy

Health Management and Policy Faculty Publications

Objective: While continuous glucose monitoring (CGM) utilisation has been increasing among patients with type 1 diabetes (T1D), few studies have examined patterns of use across age, race/ethnicity and insurance status together. In this study, we examine CGM utilisation among patients with T1D from a regional academic medical centre across all insurance types.

Design and Setting: This is a retrospective cohort study including both paediatric and adult patients with T1D who visited a regional academic medical centre between 1 January 2018 and 31 December 2021.

Methods: Patients were followed from the date of their first T1D encounter during the study period …

Third Party Negotiated Hospital Pricing In Rural And Urban Hospitals Within 12 U.S. States, Lindsey R. Hammerslag, Aaron P. Smith, Jeffrey C. Talbert

Rural & Underserved Health Research Center Publications

No abstract provided.

Researching Dementia Indicators Among Rural Populations, Justin S. Yount

Theses and Dissertations--Community & Leadership Development

The study explored potential dementia indicators and risk factors among older adults residing in rural areas who are actively engaged in farming operations. Data was collected in three components a questionnaire, an audiogram test, and a memory impairment screening. 104 people responded to the questionnaire, 133 participants took the audiogram test, and 94 participated in the memory impairment screening. The findings revealed that 80.9% of participants showed no sign of cognitive impairment while 19.1% showed signs of possible impairment. Participants reported moderate levels of physical and social activity, but common risk factors such as elevated BMI, diabetes, hearing loss, and …

Disasters And Impacts In Appalachian Kentucky: A Behavioral Health Analysis, Walter David Mathews Phd, Joseph M. Clark, Amy S. Potts

Journal of Appalachian Health

Introduction: Major disasters continue to occur in Appalachian Kentucky with devastating consequences. A major disaster, defined by the Federal Emergency Management Agency (FEMA) as an event too large for a community to manage without outside help, involves emergency responders from the local, state, and federal disaster agencies, plus national volunteers.

Purpose: This paper reports on recent disasters in eight southeast Kentucky counties, the changing nature of these disasters, and the behavioral health impact on the people affected.

Methods: In this large-scale disaster survey in the Appalachian counties in Southeast Kentucky, over 3,500 people were asked about their recent disaster experiences …

Ensuring Equitable Application Of Interventions To Vulnerable Subpopulations In The Kentucky Consortium For Accountable Health Communities (Kc-Ahc), Jing Li, Jessica M. Clouser, Akosua Adu, Aiko Weverka, Nikita Vundi, Terry D. Stratton, Mark V. Williams

Journal of Appalachian Health

Introduction: The Centers for Medicare and Medicaid Services (CMS) has funded the Accountable Health Communities (AHC) model to test whether systematically identifying and addressing the health-related social needs (HRSNs) of individuals would impact healthcare utilization and total cost of care for Medicare and Medicaid beneficiaries. Toward this effort, AHCs implement screening, referral, and community navigation services in their local areas. There are 28 CMS-funded AHCs nationwide, including the Kentucky Consortium for Accountable Health Communities (KC-AHC).

Purpsoe: This study aims to assess the equity of KC-AHC model activities in three vulnerable sub-populations: dual enrollees, disabled individuals, and women.

Methods: Twenty-eight primary …

Acceptability And Feasibility Of Screening With A Pediatric Care Provider-Led Social Determinants Of Health Identification Tool, Alison Eyre, Janice Cohen, Sarah Funnell, Lynsey James, Sheena Guglani, Hounaida Abi Haidar, Lindy Samson, Michelle Ward, Radha Jetty, Megan Harrison, John Lyons Dr., Leigh Fraser-Roberts, Susan Bennet, Douglas Archibald, Soha Khorsand, Tobey Audcent

Health Management and Policy Faculty Publications

Background Complex social determinants of health may not be easily recognized by health care providers and pose a unique challenge in the vulnerable pediatric population where patients may not be able to advocate for themselves. The goal of this study was to examine the acceptability and feasibility of health care providers using an integrated brief pediatric screening tool in primary care and hospital settings.

Methods The framework of the Child and Adolescent Needs and Strengths (CANS) and Pediatric Intermed tools was used to inform the selection of items for the 9-item Child and Adolescent Needs and Strengths-Pediatric Complexity Indicator (CANS-PCI). …

Leveraging Local Knowledge To Contextualize The Opioid Epidemic Within Healing Communities Study Communities: A Photovoice Protocol, Peter Balvanz, Ramona G. Olvera, Margaret Louise Mcgladrey, Marisa Booty, Dacia Beard, Sylvia Ellison, Craig Mcclay, Monica Nouvong, Carrie B. Oser, Owusua Yamoah, Linda Sprague Martinez

Health Management and Policy Faculty Publications

Since its inception 30 years ago, Photovoice has gained increasing popularity as a research method and more recently has been incorporated within randomized controlled trial (RCT) designs. Photovoice is a participatory action research method that pairs photography with focus group discussions to record community strengths and concerns, build critical consciousness, and reach policymakers. Adherence of Photovoice implementation to these original tenets of Photovoice varies. This article provides the Photovoice protocol developed by the authors to improve the methodological rigor of Photovoice integration into RCTs and help contextualize the landscape for the HEALing Communities Study (HCS: NCT04111939), a greater than $350 …

A Sampling Strategy For Longitudinal And Cross-Sectional Analyses Using A Large National Claims Database, Timothy L. Mcmurry, Jennifer M. Lobo, Soyoun Kim, Hyojung Kang, Min-Woong Sohn

Health Management and Policy Faculty Publications

Importance: The United States (US) Medicare claims files are valuable sources of national healthcare utilization data with over 45 million beneficiaries each year. Due to their massive sizes and costs involved in obtaining the data, a method of randomly drawing a representative sample for retrospective cohort studies with multi-year follow-up is not well-documented.

Objective: To present a method to construct longitudinal patient samples from Medicare claims files that are representative of Medicare populations each year.

Design: Retrospective cohort and cross-sectional designs.

Participants: US Medicare beneficiaries with diabetes over a 10-year period.

Methods: Medicare Master Beneficiary Summary Files were used to …

The Role Of Social Determinants Of Health On Patient Recovery After Critical Illness, Lindsey E. Fresenko

Theses and Dissertations--Rehabilitation Sciences

Patients who survive critical illness have a prolonged recovery which impacts their quality of life and outcomes. The sudden life changes from being critically ill may create or exacerbate social factors or needs also known as social determinants of health. Patients’ SDOH are defined as the environments in which we live, work and play that impact health outcomes. Patients’ SDOH impact their life in early recovery from changes in previous roles to their need for increased financial, physical and emotional support. During this early recovery, patients are often recommended to participate in rehabilitation to improve their physical function. Although, accessing …

Role Of Social Determinants Of Health And The Renin- Angiotensin Aldosterone System In Risk For Hypertensive Disorders Of Pregnancy And Related Adverse Outcomes., Esther Letushila Ndashaala

Theses and Dissertations--Nutrition and Food Systems

Background: Hypertensive disorders of pregnancy (HDP) represent a significant public health issue, contributing to maternal and fetal morbidity and mortality. Women from lower socioeconomic backgrounds or marginalized racial and ethnic groups face higher risks of HDP, which have been incompletely described. In addition, risk for HDP may be linked to a reduction in the normal activity of the renin-angiotensin-aldosterone system (RAAS). This study investigates the role of socioeconomic factors and RAAS components in the risk for HDP and adverse maternal and neonatal outcomes. Methods: This study is a secondary analysis of data from 180 pregnant individuals from a high-risk maternal-fetal …

Understanding Intention And Behavior Of Practicing Yoga Through The Lens Of Theory Of Planned Behavior Specifically In Rural Communities; A Qualitative Study, Shelley Meyer

Theses and Dissertations--Kinesiology and Health Promotion

While there are known health benefits for participating in yoga, little has been studied on the intention and behavior for why individuals practice yoga especially through a theoretical lens and intense qualitative thematic analysis. Targeting the rural community considers other extenuating circumstances experienced by rural residents that can impact yoga participation in rural areas. Interviews were used to gain insight into a holistic viewpoint with the rich data bringing clarity to an individual’s thought process (of intention) to incorporate yoga (behavior) in their daily life. Utilizing the Theory of Planned Behavior as the theoretical framework for developing interview questions allowed …

Association Between Insurer Connectivity In Appalachian Population Health Networks And Preventable Hospitalizations: Evidence From Kentucky, Rachel Hogg-Graham, Kelsey R. Gatton, Rick Ingram, Glen P. Mays

Journal of Appalachian Health

Introduction: Addressing complex health and social needs requires cross-sector collaboration to deliver medical, social, and population health services at the community level. Capacity in community health and social services networks may be constrained in regions like Appalachia due to the combined effects of rurality and persistently poor health and social outcomes. One way that cross-sector networks serving low-resource communities can expand their capacity is by engaging partners, like health insurers, who can leverage resources from outside the local area.

Purpose: This study examines insurer connectivity in cross-sector networks across Kentucky’s geographic regions and the association between connectivity and the probability …

Patient Engagement In Patient Portals In Appalachia V. Surrounding U.S. Census Regions: An Analysis Of Hints (Health Information National Trends Survey) Data, 2017–2020, Heather Lea Tudor, Rick Ingram, Sarah Wackerbarth

Journal of Appalachian Health

Introduction: Those living in the Appalachian Region face a greater number of significant health disparities than residents of other areas of the U.S. Patient portals can decrease disparities, increase health literacy, and improve health outcomes.

Purpose: This study explores if those living in the Appalachian Region are offered access to and use their patient portals differently than those in the surrounding U.S. Census regions. Additionally, the study aims to determine if there was a difference in reported reasons for the non-use of patient portals.

Methods: A secondary analysis was completed using data from the National Cancer Institute's Health Information National …

The Appalachian Gap In Preventable Hospitalizations: Are We Seeing Any Progress?, Rachel Hogg-Graham, Juan Lang, Teresa M. Waters

Journal of Appalachian Health

Introduction: Previous studies have documented geographic variation in preventable hospitalizations between rural and urban areas, but much less is known about preventable hospitalization patterns between heterogeneous rural areas. Unique challenges related to access of care and poverty may put the rural Appalachian Region at risk for higher rates of preventable hospitalizations.

Purpose: This study examines whether within-rural differences in Kentucky’s preventable hospitalization rates exist and how these differences may be changing over time.

Methods: Longitudinal and geographic trends in county-level preventable hospitalization rates were examined using Kentucky hospital discharge data from 2016 to 2019. Regression models were run to determine …

Diabetes Prevalence And Monitoring In Nonmetropolitan And Metropolitan Areas Within A Commercially Insured U.S. Population, Lindsey R. Hammerslag, Jeffery Talbert

Rural & Underserved Health Research Center Publications

Overview of Key Findings

• Enrollees living in nonmetropolitan areas had 22% higher likelihood of having diabetes, even after controlling for factors like age and region.
• The prevalence of diabetes in 2019-2020 was 7.9% in nonmetropolitan areas and 6.2% in metropolitan areas.
• Annual hemoglobin A1c (HbA1c) testing occurred for 85.1% of nonmetropolitan and 85.7% of metropolitan enrollees with diabetes. After controlling for other factors, we found significantly lower testing for those in nonmetropolitan areas.
• For diabetic enrollees, having an HbA1c test in 2019 was associated with an 8% decrease in the likelihood of non-cardiovascular complications related to diabetes and a 6% …

A Better Life: Factors That Help And Hinder Entry And Retention In Mat From The Perspective Of People In Recovery, Adam D. Baus, Martha Carter, Jennifer Boyd, Erin Mcmullen, Trey Bennett, Alexandra Persily, Danielle M. Davidov, Christa Lilly

Journal of Appalachian Health

Introduction: Opioid addiction and opioid-related overdoses and deaths are serious public health problems nationally and in West Virginia, in particular. Medication-assisted treatment (MAT) is an effective yet underutilized treatment for opioid use disorder (OUD).

Purpose: Research examining factors that help individuals succeed in MAT has been conducted from provider and program perspectives, but little research has been conducted from the perspective of those in recovery.

Methods: This study, co-developed with individuals in recovery, took place in West Virginia-based MAT programs using an exploratory sequential mixed methods approach. The survey was open February through August 2021. Data were analyzed late 2021 …

Disparities In Mental Health Technology Among African Americans: Breaking Cultural Inclusion Barriers, Nyoki Cosey-Brown

DSW Capstone Projects

Mental health technology is a healthcare delivery model of the future. The engagement in virtual healthcare was intensified when traditional healthcare methods were inaccessible during the federal restrictions implemented due to the COVID-19 pandemic. Utilizing digital apparatuses for healthcare improved the convenience, efficiency, and accessibility of various mental health services that were inoperable in past healthcare models. However, the historical constructs of stigma, discrimination, inequity, exclusion, and structural racism in mental healthcare were prevalent problems that remained present in virtual mental health platforms concerning the experiences of African-American patients and professionals who utilized the spaces.

This research explored mental health …