Rural Health
Resources by Topic: Physicians
Digital Innovations at Community Health Centers: AI Ambient Scribing in Rural Health Care
Describes how artificial intelligence (AI) ambient scribing technology is used in community health centers and its potential implications for rural and frontier health centers. Covers the documentation experience, impact on comprehensive care, and patient experience.
Author(s): Katie Coleman, Nicole Van Borkulo
Date: 05/2026
Sponsoring organization: Commonwealth Fund
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Describes how artificial intelligence (AI) ambient scribing technology is used in community health centers and its potential implications for rural and frontier health centers. Covers the documentation experience, impact on comprehensive care, and patient experience.
Author(s): Katie Coleman, Nicole Van Borkulo
Date: 05/2026
Sponsoring organization: Commonwealth Fund
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Louisiana Rural Primary Care Workforce
Offers maps and tables of the primary care workforce distribution in Louisiana in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Offers maps and tables of the primary care workforce distribution in Louisiana in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Maryland Rural Primary Care Workforce
Offers maps and tables of the primary care workforce distribution in Maryland in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Offers maps and tables of the primary care workforce distribution in Maryland in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Oklahoma Rural Primary Care Workforce
Offers maps and tables of the primary care workforce distribution in Oklahoma in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Offers maps and tables of the primary care workforce distribution in Oklahoma in 2025. Includes county-level data and rural and urban comparisons.
Author(s): S.C. Woolcock, C.H.A. Andrilla, L.A. Garberson, J.M. Graves
Date: 05/2026
Sponsoring organization: WWAMI Rural Health Research Center
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The Distribution of the Youth Behavioral Health Workforce in Rural and Urban America in 2025
Examines the distribution of school counselors; youth, family, or school psychologists; youth or family mental health nurses; school social workers; and pediatric psychiatrists or behavioral pediatricians across rural and urban areas of the U.S. Features statistics with breakdowns by provider type and location by 6 levels of population density, and a county-level map with shadings showing rural counties with and without youth behavioral health clinicians.
Author(s): Janessa M. Graves, Sara C. Woolcock, Lisa A. Garberson, C. Holly A. Andrilla
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Examines the distribution of school counselors; youth, family, or school psychologists; youth or family mental health nurses; school social workers; and pediatric psychiatrists or behavioral pediatricians across rural and urban areas of the U.S. Features statistics with breakdowns by provider type and location by 6 levels of population density, and a county-level map with shadings showing rural counties with and without youth behavioral health clinicians.
Author(s): Janessa M. Graves, Sara C. Woolcock, Lisa A. Garberson, C. Holly A. Andrilla
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Comparing the Care, Distance Traveled, and Health Workforce Clinician Mix for Rural and Urban Commercially Insured Enrollees With Opioid Use Disorder
Examines characteristics of opioid treatment in rural and urban communities across the United States. Utilizes 2019 commercial claims data from the Health Care Cost Institute (HCCI) to analyze rural versus urban differences in opioid use disorder and overdose diagnoses, healthcare utilization, healthcare visits by clinician type, average distance traveled to utilize healthcare, and location of received care.
Author(s): C. Holly A. Andrilla, Sara C. Woolcock, Lisa A. Garberson, Janessa M. Graves
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Examines characteristics of opioid treatment in rural and urban communities across the United States. Utilizes 2019 commercial claims data from the Health Care Cost Institute (HCCI) to analyze rural versus urban differences in opioid use disorder and overdose diagnoses, healthcare utilization, healthcare visits by clinician type, average distance traveled to utilize healthcare, and location of received care.
Author(s): C. Holly A. Andrilla, Sara C. Woolcock, Lisa A. Garberson, Janessa M. Graves
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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A Roadmap for Building and Implementing a Comprehensive State Graduate Medical Education Strategy: Actionable Steps to Align Investments with Workforce Needs
Offers an evidence-based framework that organizes a graduate medical education (GME) growth strategy into 5 stages. Can be used as part of federal Rural Health Transformation Program activities to strengthen workforce recruitment and retention and to improve healthcare access in rural areas. Table 1 shows state GME models and technical assistance initiatives.
Author(s): Lori Rodefeld, Emily M. Hawes, Raquel Davis, et al.
Date: 04/2026
Sponsoring organization: Milbank Memorial Fund
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Offers an evidence-based framework that organizes a graduate medical education (GME) growth strategy into 5 stages. Can be used as part of federal Rural Health Transformation Program activities to strengthen workforce recruitment and retention and to improve healthcare access in rural areas. Table 1 shows state GME models and technical assistance initiatives.
Author(s): Lori Rodefeld, Emily M. Hawes, Raquel Davis, et al.
Date: 04/2026
Sponsoring organization: Milbank Memorial Fund
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Identification and Characteristics of Under-Resourced and High-Need Rural Counties
Describes how county-level data on healthcare workforce, chronic disease prevalence, and socioeconomic environment of rural communities can help policymakers identify the highest need counties for targeted policy initiatives and public health intervention. Features county-level U.S. maps showing geographic distribution of chronic disease burden, socioeconomic status, physician density, and overall resource need, with shadings showing level of need or nonrural status.
Author(s): Gabriel A. Benavidez, Emma Boswell, Peiyin Hung, Eyram Owusu-Sekyere, Elizabeth Crouch
Date: 04/2026
Sponsoring organization: University of South Carolina Rural Health Research Center
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Describes how county-level data on healthcare workforce, chronic disease prevalence, and socioeconomic environment of rural communities can help policymakers identify the highest need counties for targeted policy initiatives and public health intervention. Features county-level U.S. maps showing geographic distribution of chronic disease burden, socioeconomic status, physician density, and overall resource need, with shadings showing level of need or nonrural status.
Author(s): Gabriel A. Benavidez, Emma Boswell, Peiyin Hung, Eyram Owusu-Sekyere, Elizabeth Crouch
Date: 04/2026
Sponsoring organization: University of South Carolina Rural Health Research Center
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Student Enrollment in Rural Medical Schools
Data brief summarizing the distribution of student enrollment in Doctor of Medicine (MD)- and Doctor of Osteopathic Medicine (DO)-granting schools or sites in rural areas. Features statistics with breakdowns by urban and rural communities.
Author(s): Janessa M. Graves, Randall Longenecker, C. Holly A. Andrilla
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Data brief summarizing the distribution of student enrollment in Doctor of Medicine (MD)- and Doctor of Osteopathic Medicine (DO)-granting schools or sites in rural areas. Features statistics with breakdowns by urban and rural communities.
Author(s): Janessa M. Graves, Randall Longenecker, C. Holly A. Andrilla
Date: 04/2026
Sponsoring organization: WWAMI Rural Health Research Center
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Assessing Access to Cardiologists and Endocrinologists in the Texas ACA Market
Uses secret shopper surveys to assess patient access to cardiologists and endocrinologists in the Texas Affordable Care Act marketplace. Includes breakdown of data by rurality of both patient and provider. Discusses appointment wait times and distance to care for rural patients.
Author(s): Simon F. Haeder, Yuqin Lou, Wendy Xu
Citation: Health Affairs Scholar, 4(4)
Date: 03/2026
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Uses secret shopper surveys to assess patient access to cardiologists and endocrinologists in the Texas Affordable Care Act marketplace. Includes breakdown of data by rurality of both patient and provider. Discusses appointment wait times and distance to care for rural patients.
Author(s): Simon F. Haeder, Yuqin Lou, Wendy Xu
Citation: Health Affairs Scholar, 4(4)
Date: 03/2026
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