Skip to main content

Main menu

  • Home
  • Content
    • Current
    • Archive
    • Podcast: NC Health Policy Forum
    • Upcoming Scientific Articles
  • Info for
    • Authors
    • Reviewers
    • Advertisers
    • Subscribers
  • About Us
    • About the North Carolina Medical Journal
    • Editorial Board
  • More
    • Alerts
    • Feedback
    • Help
    • RSS
  • Other Publications
    • North Carolina Medical Journal

User menu

  • My alerts
  • Log in
  • Log out

Search

  • Advanced search
North Carolina Medical Journal
  • Other Publications
    • North Carolina Medical Journal
  • My alerts
  • Log in
  • Log out
North Carolina Medical Journal

Advanced Search

  • Home
  • Content
    • Current
    • Archive
    • Podcast: NC Health Policy Forum
    • Upcoming Scientific Articles
  • Info for
    • Authors
    • Reviewers
    • Advertisers
    • Subscribers
  • About Us
    • About the North Carolina Medical Journal
    • Editorial Board
  • More
    • Alerts
    • Feedback
    • Help
    • RSS
  • Follow ncmj on Twitter
  • Visit ncmj on Facebook
Research ArticleDATA & TRENDS – INVITED COMMENTARY

Primary Care Clinicians in Low-Access Counties

Adam J. Zolotor, Evan Galloway, Margaret Beal and Erin P. Fraher
North Carolina Medical Journal May 2022, 83 (3) 163-168; DOI: https://doi.org/10.18043/ncm.83.3.163
Adam J. Zolotor
Professor, UNC School of Medicine, Department of Family Medicine; associate director for medical education, North Carolina AHEC; UNC Sheps Center for Health Services Research, Chapel Hill, North Carolina.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • For correspondence: Adam_Zolotor@med.unc.edu
Evan Galloway
Research associate, Program on Health Workforce Research and Policy, UNC Sheps Center for Health Services Research, Chapel Hill, North Carolina.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Margaret Beal
Assistant professor, Division of General Medicine and Clinical Epidemiology, Department of Allied Health Sciences, Division of Physician Assistant Studies, UNC School of Medicine, Chapel Hill, North Carolina.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
Erin P. Fraher
Associate professor, Department of Family Medicine, UNC School of Medicine and deputy director, UNC Sheps Center for Health Services Research, Chapel Hill, North Carolina.
  • Find this author on Google Scholar
  • Find this author on PubMed
  • Search for this author on this site
  • Article
  • Figures & Data
  • References
  • Info & Metrics
  • PDF
Loading

Abstract

Advanced practice providers comprise an increasing percentage of the health care and primary care workforce. This paper evaluates the weighted contribution of advanced practice providers to the primary care workforce in well-served and underserved counties across North Carolina using age- and sex-adjusted population measures of access.

Background

Primary care is foundational to a high-functioning, efficient, effective, and high-value health system. Patients who report a usual source of health care are more likely to have timely preventive care [1], lower rates of emergency department use [2], and fewer unmet medical needs [3]. Primary care clinicians (PCCs) typically have a relationship with patients and families over time. That relationship leads to trust, which can improve shared decision-making and adherence, leading to improved health [4]. A recent National Academy of Science, Engineering, and Medicine report on implementing high-quality primary care defines it as care that is continuous, person-centered, relationship-based, and considers the needs and preferences of individuals, families, and communities [5]. The report notes that absence of primary care can lead to delay in care, uncoordinated care, increased emergency department use, less preventive care, and soaring costs [5]. Lower access to primary care services and primary care clinicians may have a detrimental impact on health outcomes in rural communities [6].

Primary care can be provided by physicians or advanced practice providers (APPs). PCCs include those who practice family medicine, general internal medicine, general pediatrics, combined general medicine and pediatrics, and obstetrics and gynecology. APPs include physician assistants (PAs) and advanced practice nurses (APNs). Physician assistants may work across a range of settings, including primary care and specialty care. Advanced practice nurses who practice primary care include nurse practitioners (NPs) and certified nurse-midwives (CNMs). Certification and practice setting can be used to determine primary care practice. Not all family nurse practitioners practice primary care [7]. Length of training, path of training, opportunities for practice, and salary vary widely by provider type. Skills and practice preferences may vary by provider type, but they also vary by individual. PCCs all conduct exams, make diagnoses, and prescribe treatments.

Historically, shortages of primary care services have been studied, reported, and intervened on primarily by addressing the physician workforce. However, in North Carolina and across the United States there has been rapid growth in the number of schools educating both physician assistants and nurse practitioners. Since 2011, North Carolina has added seven new physician assistant programs to the previous five (one is now closed) and is home to nine nurse practitioner programs, one of which has been added since 2011 [8]. The number of physician assistants and nurse practitioners working in the United States has swelled in recent years to 149,000 physician assistants [9] and 325,000 nurse practitioners [10]. At the same time, the number of physicians trained each year has increased only slightly and the number practicing primary care has remained stable [11]. There are 1.02 million physicians licensed to practice in the United States [12]. However, counting the number of physicians and APPs in primary care practice is more complicated.

Inadequate primary care access remains a challenge across much of North Carolina and the United States. For example, North Carolina has 82 geographic or population-specific primary care health professional shortage areas [13]. As part of a process of setting population health goals, North Carolina set a target that all counties should have a PCC-to-population ratio of 1:1500 or fewer, a target met by only 61 counties [14]. This included primary care physicians who report practicing primary care, physician assistants practicing with a supervising primary care physician, and nurse practitioners with a primary care certification and practicing in a primary care setting. This paper documents the relative role of physicians, nurse practitioners, certified nurse-midwives, and physician assistants in primary care in North Carolina counties based on PCC-to-population ratio.

Methods

To calculate the supply of primary care clinicians for 2017–2019, we used data from the North Carolina Health Professions Data System (HPDS), which are derived from annual licensure files received from the North Carolina Board of Nursing and the North Carolina Medical Board. The data includes NPs, PAs, CNMs, and physicians who are licensed and actively practicing in North Carolina as of October 31 of each year.

We also obtained estimates of population and county demographics for 2017–2019 from the North Carolina Office of State Budget and Management, accessible at https://www.osbm.nc.gov/facts-figures/population-demographics. Population estimates are necessary to calculate the population-to-PCC ratio, the metric of interest.

Primary care physicians and physician assistants share common data elements in the licensure data. In both cases, we used self-reported primary area of practice to define clinicians as practicing primary care if they reported one of the following practice areas: family medicine, general practice, internal medicine, internal medicine-pediatrics, pediatrics, adolescent medicine, or obstetrics and gynecology. We excluded resident physicians and clinicians of both types who indicated that they work for the federal government.

Camden County was an outlier in the HPDS data with no clinicians of any type in 2017 and 2018 and one internal medicine physician in 2019. The population-to-PCC ratio was unstable. As a result, Camden County was excluded from our analysis.

Nurse practitioners do not select an area of practice during the licensure process. However, they do select certifications and practice settings. Using a combination of these variables, we can estimate the number of nurse practitioners practicing primary care. As an example, a certified family nurse practitioner (FNP) working in a group medical practice setting would be classified as a PCC, while an FNP working in a hospital inpatient setting would not. The same methodology has been used previously and described elsewhere [7, 8].

All CNMs were assumed to be working in primary care. This assumption may overestimate the number of CNMs in primary care but licensure data do not contain enough detail to determine the practice characteristics for CNMs. The total number of CNMs in the state is relatively small (~ 300) compared to NPs and physicians, so this assumption is unlikely to significantly affect the overall findings.

Because physician and physician assistant data exclude clinicians employed in federal facilities, we removed all NPs and CNMs who appeared to work for the federal government (e.g., Veterans Administration Medical Centers, military hospitals). To do this, we compiled a list of federal government facilities in North Carolina and matched the geocoded locations to the geocoded practice addresses of NPs and CNMs. We used the ArcGIS World Geocoder in ArcMap 10.5 for geocoding, and PostgreSQL/PostGIS for spatial matching.

We assigned weights to each clinician type to reflect potential differences in primary care full-time equivalents (FTE) between clinician types. Following the recommendations of the Negotiated Rulemaking Committee on the Designation of Medically Underserved Populations and Health Professional Shortage Areas [15], we weighted all primary physicians except those practicing obstetrics and gynecology as one primary care FTE. Physicians and physician assistants practicing obstetrics and gynecology were assigned .25 of a primary care FTE. All other PAs, NPs, and CNMs were assigned .75 of a primary care FTE. We refer to this as the adjusted primary care workforce. This reflects approximate differences in productivity based on national data and the recommendations of a federal rule-making committee for the designation of health professional shortage areas [15].

We also followed the recommendations from the same report to adjust for differential rates of use of primary care services by age and sex of the population in each county using the report’s estimates of national age/gender-specific primary care visit rates derived from the Medical Expenditure Panel Survey. This adjustment means that, for example, a county with an older population than average (and a greater primary care visit rate) will have a larger adjusted population to serve based on national data for primary care use by age and gender; this too follows the recommendations of a federal rule-making committee for the designation of health professional shortage areas [15].

Finally, we calculated an estimate of spatial primary care access by dividing the adjusted population in each county by the adjusted primary care workforce in each county. For each county, we also calculated the percentage of the adjusted primary care workforce who are physicians, NPs, PAs, and CNMs. We averaged the data over the three-year period to smooth out variations in counties with relatively few clinicians.

Except in the instances noted above, all analyses were completed in Stata 14. Maps and charts were generated using Observable Plot [16] and D3 [17].

Results

North Carolina had an average population-to-PCC ratio of 984:1 from 2017 to 2019, ranging from 340:1 (Orange County) to 8267:1 (Gates County). Based on adjusted FTEs, APPs comprised 39% of the primary care workforce. The adjusted primary care workforce consisted of 60.6% physicians, 25.7% nurse practitioners, 11.6% physician assistants, and 2.1% certified nurse-midwives. Between 2017 and 2019, the adjusted APP primary care workforce grew by 18.6% while the primary care physician workforce grew by 3.8%.

We performed a simple bivariate regression of the percentage of primary care APPs versus the primary care clinician ratio. With a P value < .05 and an r2 of 0.19, we find evidence of positive association between the two variables, suggesting that as the ratio of population to primary care clinicians increases so does the proportion of the primary care workforce comprised of APPs. These results are presented in the scatter plot in Figure 1. Figure 2 shows the contribution to primary care by APPs and by type of APP in counties grouped by population-to-PCC ratio.

FIGURE 1.
  • Download figure
  • Open in new tab
  • Download powerpoint
FIGURE 1.

Population Per Primary Care Clinician versus Percentage NP/PA/CNM of Primary Care Workforce by County, North Carolina, 2017–2019

Note. *Camden County excluded as an outlier, see methods. NP = Nurse Practitioner, PA = Physician Assistant, CNM = Certified Nurse-Midwife. A ratio of 1500:1 is highlighted. The Negotiated Rulemaking Committee on the Designation of Medically Underserved Populations and Health Professional Shortage Areas15 recommended 1500:1 as the low threshold under which geographic areas would not be eligible for HPSA designation.

FIGURE 2.
  • Download figure
  • Open in new tab
  • Download powerpoint
FIGURE 2.

The Composition of the Primary Care Workforce Stratified by Population per Primary Care Clinician, North Carolina, 2017–2019

Note. Camden County excluded, see methods. NP = Nurse Practitioner, PA = Physician Assistant, CNM = Certified Nurse Midwife, MD = Doctor of Medicine, DO = Doctor of Osteopathic Medicine.

In general, the counties where APPs comprise a larger share of the primary care workforce are more rural. Figure 3 displays a map of North Carolina counties where the shading indicates the percentage of the primary care workforce who are APPs broken into quintiles. The darkest shading indicates the top quintile, i.e., the places where APPs are a higher percentage of the primary care workforce. Overlaid on this map are Census urbanized areas indicating denser metropolitan areas, as well as outlying linked areas (e.g., suburbs) [18]. Areas outside of these boundaries are typically rural areas or small towns not linked to a metropolitan area. Notably, none of the top quintile counties overlap significantly with urbanized areas.

FIGURE 3.
  • Download figure
  • Open in new tab
  • Download powerpoint
FIGURE 3.

Percentage Adjusted NPs, PAs, CNMs of Primary Care Workforce, North Carolina, 2017–2019

Note. Camden County excluded, see methods. NP = Nurse Practitioner, PA = Physician Assistant, CNM = Certified Nurse Midwife. Urbanized Areas are areas defined by the US Census Bureau containing 50,000 or more people, along with adjacent outlying areas linked to the metropolitan core.

Discussion

APPs make up a growing and important part of our primary care workforce. As such, they should be included in analysis and policy-making around access to primary care. This analysis in North Carolina shows that APPs make up 39% of the primary care workforce in the state. APPs in North Carolina make up a larger proportion of the primary care workforce in the most under-resourced counties. Even those counties have more nurse practitioners than physician assistants (and more physicians than nurse practitioners). However, the rapid growth of PA workforces in the last 11 years and the disproportionate deployment in under-resourced communities may suggest opportunities for future workforce planning. The relative lack of certified nurse-midwives in the most under-resourced communities is likely related to a lack of birthing facilities and a lack of potential collaborating physicians.

This analysis has several potential limitations. It is based entirely on licensure data. We are unable to tell what kind of service health care providers offer based on licensure data. Licensure data report primary site of practice. Many providers have multiple sites of practice that may take place across county lines. Also, we are unable to account for part-time providers.

This analysis has important implications for policy makers. In the most under-resourced counties, APPs make up a higher percent of the primary care workforce. Loan repayment programs, pathway programs, school admissions committees, and recruitment programs should invest in a range of primary care providers [19]. It is possible that these programs will have differential success with different provider types. Supervision requirements may impact location of practice for APPs [20]. In the case of certified nurse-midwives, current practice environment has resulted in no midwives in the least-resourced communities. This could be due to a variety of factors, including recruitment, location of facilities, and availability of collaborating physicians.

Adequate primary care in all of North Carolina’s counties will require a robust investment across provider types. Students from rural communities should be introduced to the range of career opportunities, recruited into health professions schools, and trained and mentored for—and eventually recruited into—rural practice. Special attention should be paid to our most under-resourced communities.

Acknowledgments

Disclosure of interests. A.J.Z. served as guest editor for this issue of the North Carolina Medical Journal. No other interests were disclosed.

  • ©2022 by the North Carolina Institute of Medicine and The Duke Endowment. All rights reserved.

References

  1. 1.↵
    1. Xu KT
    . Usual source of care in preventive service use: a regular doctor versus a regular site. Health Serv Res. 2002;37(6):1509–1529. doi:10.1111/1475-6773.10524
    OpenUrlCrossRefPubMed
  2. 2.↵
    1. Mian O,
    2. Pong R
    . Does better access to FPs decrease the likelihood of emergency department use? Results from the Primary Care Access Survey. Can Fam Physician Med Fam Can. 2012;58(11):e658–666.
    OpenUrlAbstract/FREE Full Text
  3. 3.↵
    1. DeVoe JE,
    2. Tillotson CJ,
    3. Lesko SE,
    4. Wallace LS,
    5. Angier H
    . The case for synergy between a usual source of care and health insurance coverage. J Gen Intern Med. 2011;26(9):1059–1066. doi:10.1007/s11606-011-1666-0
    OpenUrlCrossRefPubMed
  4. 4.↵
    1. Baker R,
    2. Freeman GK,
    3. Haggerty JL,
    4. Bankart MJ,
    5. Nockels KH
    . Primary medical care continuity and patient mortality: a systematic review. Br J Gen Pract J R Coll Gen Pract. 2020;70(698):e600–e611. doi:10.3399/bjgp20X712289
    OpenUrlAbstract/FREE Full Text
  5. 5.↵
    1. McCauley L,
    2. Phillips RL,
    3. Meisnere M,
    4. Robinson SK
    , eds. Implementing High-Quality Primary Care: Rebuilding the Foundation of Health Care. The National Academies Press; 2021. doi:10.17226/25983
    OpenUrlCrossRef
  6. 6.↵
    1. Capriotti T
    . Health Disparities in Rural America: Current Challenges and Future Solutions. Clinical Advisor. Published February 3, 2020. Accessed February 21, 2022. https://www.clinicaladvisor.com/home/topics/practice-management-information-center/health-disparities-in-rural-america-current-challenges-and-future-solutions/
  7. 7.↵
    1. Spetz J,
    2. Fraher E,
    3. Li Y,
    4. Bates T
    . How many nurse practitioners provide primary care? It depends on how you count them. Med Care Res Rev MCRR. 2015;72(3):359–375. doi:10.1177/1077558715579868
    OpenUrlCrossRefPubMed
  8. 8.↵
    1. Spero JC,
    2. Galloway EM
    . Running the numbers: the rapid expansion of nurse practitioners and physician assistants in North Carolina. N C Med J. 2019;80(3):186–190. doi:10.18043/ncm.80.3.186
    OpenUrlAbstract/FREE Full Text
  9. 9.↵
    1. National Commission on Certification of PAs
    . Statistical Profile of Certified PAs: Annual Report. Published 2020. Accessed February 18, 2022. https://www.nccpa.net/wp-content/uploads/2021/07/Statistical-Profile-of-Certified-PAs-2020.pdf
  10. 10.↵
    1. NP Fact Sheet
    . American Association of Nurse Practitioners website. Accessed February 18, 2022. https://www.aanp.org/about/all-about-nps/np-fact-sheet
  11. 11.↵
    1. Hing E,
    2. Hsiao CJ
    . State Variability in Supply of Office-Based Primary Care Providers: United States, 2012. National Center for Health Statistics; 2014. Published May 2014. Accessed February 18, 2022. https://www.cdc.gov/nchs/data/databriefs/db151.pdf
  12. 12.↵
    1. Young A,
    2. Chaudhry HJ,
    3. Pei X,
    4. Arnhart K,
    5. Dugan M,
    6. Simons KB
    . FSMB Census of Licensed Physicians in the United States, 2020. J Med Regul. 2021;102(2):57–64.
    OpenUrl
  13. 13.↵
    1. North Carolina Department of Health and Human Services Office of Rural Health
    . North Carolina Health Professional Shortage Area. 2018 Profile. Published January 1, 2018. Accessed February 18, 2022. https://files.nc.gov/ncdhhs/2018%20NC%20DHHS%20ORH%20HPSA%20One%20Pager_0.pdf
  14. 14.↵
    1. North Carolina Department of Health and Human Services and North Carolina Institute of Medicine
    . Healthy North Carolina 2030: A Path Toward Health. NCIOM; 2020. Published January 2020. Accessed February 18, 2022. https://nciom.org/wp-content/uploads/2020/01/HNC-REPORT-FINAL-Spread2.pdf
  15. 15.↵
    1. Negotiated Rule Making Committee
    . Negotiated Rulemaking Committee on the Designation of Medically Underserved Populations and Health Professional Shortage Areas: Appendices and Addenda. Negotiated Rule Making Committee; 2011. Published October 31, 2011. Accessed February 18, 2022. https://www.ruralhealthinfo.org/assets/3262-13312/nrmcreportattachments.pdf
  16. 16.↵
    1. Observable Plot
    . Accessed February 18, 2022. https://observablehq.com/@observablehq/plot
  17. 17.↵
    1. Bostock M
    . D3.js - Data-Driven Documents. Accessed February 18, 2022. https://d3js.org/
  18. 18.↵
    1. United States Census Bureau
    . 2010 Census Urban and Rural Classification and Urban Area Criteria. US Census website. Accessed February 18, 2022. https://www.census.gov/programs-surveys/geography/guidance/geo-areas/urban-rural/2010-urban-rural.html
  19. 19.↵
    1. Ries M,
    2. Yorkery B,
    3. Zolotor A
    . Issue Brief: Recruitment and Retention of the Rural Health Workforce. North Carolina Institute of Medicine; 2018. Published June 2018. Accessed February 18, 2022. https://nciom.org/recruitment-and-retention-of-the-rural-health-workforce/
  20. 20.↵
    1. Pohl JM,
    2. Thomas A,
    3. Bigley MB,
    4. Kopanos T
    . Primary Care Workforce Data And The Need For Nurse Practitioner Full Practice Authority. Health Affairs. Published December 13, 2018. Accessed February 24, 2022. https://www.healthaffairs.org/do/10.1377/forefront.20181211.872778/full/
PreviousNext
Back to top

In this issue

North Carolina Medical Journal: 83 (3)
North Carolina Medical Journal
Vol. 83, Issue 3
May/June 2022
  • Table of Contents
  • Index by author
Print
Download PDF
Email Article

Thank you for your interest in spreading the word on North Carolina Medical Journal.

NOTE: We only request your email address so that the person you are recommending the page to knows that you wanted them to see it, and that it is not junk mail. We do not capture any email address.

Enter multiple addresses on separate lines or separate them with commas.
Primary Care Clinicians in Low-Access Counties
(Your Name) has sent you a message from North Carolina Medical Journal
(Your Name) thought you would like to see the North Carolina Medical Journal web site.
CAPTCHA
This question is for testing whether or not you are a human visitor and to prevent automated spam submissions.
7 + 3 =
Solve this simple math problem and enter the result. E.g. for 1+3, enter 4.
Citation Tools
Primary Care Clinicians in Low-Access Counties
Adam J. Zolotor, Evan Galloway, Margaret Beal, Erin P. Fraher
North Carolina Medical Journal May 2022, 83 (3) 163-168; DOI: 10.18043/ncm.83.3.163

Citation Manager Formats

  • BibTeX
  • Bookends
  • EasyBib
  • EndNote (tagged)
  • EndNote 8 (xml)
  • Medlars
  • Mendeley
  • Papers
  • RefWorks Tagged
  • Ref Manager
  • RIS
  • Zotero
Share
Primary Care Clinicians in Low-Access Counties
Adam J. Zolotor, Evan Galloway, Margaret Beal, Erin P. Fraher
North Carolina Medical Journal May 2022, 83 (3) 163-168; DOI: 10.18043/ncm.83.3.163
del.icio.us logo Digg logo Reddit logo Twitter logo Facebook logo Google logo Mendeley logo
  • Tweet Widget
  • Facebook Like
  • Google Plus One

Jump to section

  • Article
    • Abstract
    • Background
    • Methods
    • Results
    • Discussion
    • Acknowledgments
    • References
  • Figures & Data
  • Info & Metrics
  • References
  • PDF

Related Articles

  • No related articles found.
  • PubMed
  • Google Scholar

Cited By...

  • No citing articles found.
  • Google Scholar

More in this TOC Section

  • Evidence-Based Point-of-Sale Policies to Reduce Youth Tobacco Use in North Carolina
  • Swimming Upstream: Addressing Racial Disparities in Teen Births in North Carolina
Show more Data & Trends – Invited Commentary

Similar Articles

About & Contact

  • About the NCMJ
  • Editorial Board
  • Feedback

Info for

  • Advertisers
  • Authors
  • Reviewers
  • Subscribers

Articles & Alerts

  • Archive
  • Current Issue
  • Get Alerts
  • Upcoming Articles

Additional Content

  • Current NCIOM Task Forces
  • NC Health Data & Resources
  • NCIOM Blog
North Carolina Medical Journal

ISSN: 0029-2559

© 2022 North Carolina Medical Journal

Powered by HighWire