Rural Health
Resources by Topic: Statistics and data
A Comparison of Classifications for Geographic Location and Their Associations with Tobacco Use among US Adults
Details a study on the differences in 2 different rural classification in rates of cigarette, e-cigarette, and smokeless tobacco usage. Compares U.S. Census Bureau's definition of urban and rural areas with the National Center for Education Statistics' urban/suburban/town/rural classification.
Author(s): Jenny E. Ozga, Andrea Milstred, Melissa D. Blank, et al.
Citation: Journal of Rural Health, 41(3), e70070
Date: 06/2025
view details
Details a study on the differences in 2 different rural classification in rates of cigarette, e-cigarette, and smokeless tobacco usage. Compares U.S. Census Bureau's definition of urban and rural areas with the National Center for Education Statistics' urban/suburban/town/rural classification.
Author(s): Jenny E. Ozga, Andrea Milstred, Melissa D. Blank, et al.
Citation: Journal of Rural Health, 41(3), e70070
Date: 06/2025
view details
Lifespan Exposures to Rural-Urban Conditions and Later-Life Cognitive Function
Examines associations between rural or urban residence during childhood and adulthood and cognitive outcomes, including mild cognitive impairment and dementia, among older adults, utilizing 2016 Harmonized Cognitive Assessment Protocol (HCAP) data of 3496 individuals aged 65 years or older.
Author(s): Lingzhi Chu, Yingyan Wu, Heidi Karjalainen, Olivia E Atherton
Citation: Alzheimer's & Dementia, 21(6), e70267
Date: 06/2025
view details
Examines associations between rural or urban residence during childhood and adulthood and cognitive outcomes, including mild cognitive impairment and dementia, among older adults, utilizing 2016 Harmonized Cognitive Assessment Protocol (HCAP) data of 3496 individuals aged 65 years or older.
Author(s): Lingzhi Chu, Yingyan Wu, Heidi Karjalainen, Olivia E Atherton
Citation: Alzheimer's & Dementia, 21(6), e70267
Date: 06/2025
view details
Primary Care Practices' Choice of Implementation Strategy for Continuous Glucose Monitoring for Patients with Diabetes: A Multiple Methods Study Within a Larger Hybrid Type-3 Effectiveness-Implementation Study
Examines characteristics of primary care (PC) practices that utilize either a self-paced or virtual continuous glucose monitoring (CGM) implementation service. Provides feedback on CGM implementation from 76 PC practices in Colorado as well as characteristics of those practices. Compares metro versus nonmetro PC utilization of two CGM services: the self-paced American Academy of Family Physicians Transformation in Practice Series (TIPS) service or the virtual CGM initiation service (virCIS).
Author(s): Kimberly T. Wiggins, Tristen L. Hall, Bonnie Jortberg, et al.
Citation: BMC Primary Care, 26, 195
Date: 06/2025
view details
Examines characteristics of primary care (PC) practices that utilize either a self-paced or virtual continuous glucose monitoring (CGM) implementation service. Provides feedback on CGM implementation from 76 PC practices in Colorado as well as characteristics of those practices. Compares metro versus nonmetro PC utilization of two CGM services: the self-paced American Academy of Family Physicians Transformation in Practice Series (TIPS) service or the virtual CGM initiation service (virCIS).
Author(s): Kimberly T. Wiggins, Tristen L. Hall, Bonnie Jortberg, et al.
Citation: BMC Primary Care, 26, 195
Date: 06/2025
view details
Logistic and Time Burdens Reported by Gynecologic and Breast Cancer Survivors
Examines logistic and time burdens of cancer care in breast and gynecologic cancer survivors. Analyzes survey feedback from 224 participants related to travel time, wait time, and trips to the cancer center, with data breakdowns according to patient's employment, education, cancer type and treatment status, dependent status, income, and rural versus urban residence. Discusses the impact of cancer care on time for other activities.
Author(s): Allison C. Dona, Aisha Ambo, Patricia Jewett, et al.
Citation: BMC Women's Health, 25, 273
Date: 06/2025
view details
Examines logistic and time burdens of cancer care in breast and gynecologic cancer survivors. Analyzes survey feedback from 224 participants related to travel time, wait time, and trips to the cancer center, with data breakdowns according to patient's employment, education, cancer type and treatment status, dependent status, income, and rural versus urban residence. Discusses the impact of cancer care on time for other activities.
Author(s): Allison C. Dona, Aisha Ambo, Patricia Jewett, et al.
Citation: BMC Women's Health, 25, 273
Date: 06/2025
view details
Primary Care Screening for Sexually Transmitted Infections in the United States from 2019 to 2021
Examines the impact of COVID-19 on sexually transmitted infection (STI) testing in primary care settings from 2019-2021. Analyzes data from 4,410,609 patient encounters recorded in the PRIME Registry and observes testing rates according to STI type, patient demographics, patient region and community type, and metropolitan, micropolitan, small town, or rural location.
Author(s): Shiying Hao, Esther E. Velásquez, William S. Pearson, et al.
Citation: PLOS ONE, 20(6)
Date: 06/2025
view details
Examines the impact of COVID-19 on sexually transmitted infection (STI) testing in primary care settings from 2019-2021. Analyzes data from 4,410,609 patient encounters recorded in the PRIME Registry and observes testing rates according to STI type, patient demographics, patient region and community type, and metropolitan, micropolitan, small town, or rural location.
Author(s): Shiying Hao, Esther E. Velásquez, William S. Pearson, et al.
Citation: PLOS ONE, 20(6)
Date: 06/2025
view details
Economic Factors Associated With County-Level Mental Health – United States, 2019
Explores the correlation between economic factors, such as household income, education, and supplemental income and nutritional support, and county-level mental health. Breaks down economic factors, such as employment, income and wealth, and expenses by rural and urban location.
Author(s): Michele L.F. Bolduc, Parya Saberi, Torsten B. Neilands, et al.
Citation: PLoS One, 20(6), e0300939
Date: 06/2025
view details
Explores the correlation between economic factors, such as household income, education, and supplemental income and nutritional support, and county-level mental health. Breaks down economic factors, such as employment, income and wealth, and expenses by rural and urban location.
Author(s): Michele L.F. Bolduc, Parya Saberi, Torsten B. Neilands, et al.
Citation: PLoS One, 20(6), e0300939
Date: 06/2025
view details
Closing the Food Access Gap in Rural Mississippi: Evaluation of the Grocery Online Ordering Distribution Service (GOODS) Program Using an Assets-Based Framework
Examines the impact of the Grocery Online Ordering Distribution Service (GOODS) food program on nutritious food access in rural Mississippi. Includes data on participant characteristics, eating and shopping habits, and food purchases. Discusses program framework, design, and feedback from staff and participants.
Author(s): Ivonne Quiroz, Sara Evans Miller, Kevin Coogan, Nevin Cohen
Citation: Journal of Agriculture, Food Systems, and Community Development, 14(3), 251–271
Date: 06/2025
view details
Examines the impact of the Grocery Online Ordering Distribution Service (GOODS) food program on nutritious food access in rural Mississippi. Includes data on participant characteristics, eating and shopping habits, and food purchases. Discusses program framework, design, and feedback from staff and participants.
Author(s): Ivonne Quiroz, Sara Evans Miller, Kevin Coogan, Nevin Cohen
Citation: Journal of Agriculture, Food Systems, and Community Development, 14(3), 251–271
Date: 06/2025
view details
Pharmacy Deserts in Rural Pennsylvania
Describes the landscape of pharmacies and pharmacists in Pennsylvania as of May 2025 and examines the projected impact of Rite Aid pharmacy closures. Features statistics on numbers of pharmacies and pharmacists, with breakdowns by urban and rural areas, and county-level maps showing areas within a 5-mile radius of all pharmacies and all non-Rite Aid pharmacies, with shadings showing urban and rural areas.
Date: 06/2025
Sponsoring organization: Center for Rural Pennsylvania
view details
Describes the landscape of pharmacies and pharmacists in Pennsylvania as of May 2025 and examines the projected impact of Rite Aid pharmacy closures. Features statistics on numbers of pharmacies and pharmacists, with breakdowns by urban and rural areas, and county-level maps showing areas within a 5-mile radius of all pharmacies and all non-Rite Aid pharmacies, with shadings showing urban and rural areas.
Date: 06/2025
Sponsoring organization: Center for Rural Pennsylvania
view details
Effects of Using Different Rural Measurements on Estimates of Hospitalizations for Depression and Substance Use
Explores how using different rural measurements can affect estimates of hospitalization rates for behavioral health conditions. Highlights how Rural-Urban Commuting Areas (RUCA) codes, Core-Based Statistical Areas (CBSA), Urban-Rural Category 4 (URCategory4), and Rural-Urban Continuum Codes (RUCC) affect hospitalization estimates. Discusses the consequences these difference can have on policy.
Author(s): Robin Danek, Justin Blackburn, Marion Greene, et al.
Citation: BMC Health Services Research, 25, 818
Date: 06/2025
view details
Explores how using different rural measurements can affect estimates of hospitalization rates for behavioral health conditions. Highlights how Rural-Urban Commuting Areas (RUCA) codes, Core-Based Statistical Areas (CBSA), Urban-Rural Category 4 (URCategory4), and Rural-Urban Continuum Codes (RUCC) affect hospitalization estimates. Discusses the consequences these difference can have on policy.
Author(s): Robin Danek, Justin Blackburn, Marion Greene, et al.
Citation: BMC Health Services Research, 25, 818
Date: 06/2025
view details
Payment Source Shift for Surgical Care Among Veterans Enrolled in Medicare Advantage Plans
Examines the likelihood of veterans enrolled in Medicare Advantage (MA) plans to shift payments for inpatient surgical care from MA to the Veterans Health Administration (VHA). Analyzes 54,754 inpatient surgeries of VHA enrollees to observe payment trends, with data broken down by demographics, insurance characteristics, region, and rurality.
Author(s): Winta T. Mehtsun, Yanlei Ma, Ellen Latsko, et al.
Citation: JAMA Health Forum, 6(6)
Date: 06/2025
view details
Examines the likelihood of veterans enrolled in Medicare Advantage (MA) plans to shift payments for inpatient surgical care from MA to the Veterans Health Administration (VHA). Analyzes 54,754 inpatient surgeries of VHA enrollees to observe payment trends, with data broken down by demographics, insurance characteristics, region, and rurality.
Author(s): Winta T. Mehtsun, Yanlei Ma, Ellen Latsko, et al.
Citation: JAMA Health Forum, 6(6)
Date: 06/2025
view details