Geographic variation in spatial accessibility of U.S. healthcare providers.

<h4>Background</h4>Growing physician maldistribution and population demographic shifts have contributed to large geographic variation in healthcare access and the emergence of advanced practice providers as contributors to the healthcare workforce. Current estimates of geographic accessi...

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Main Authors: Keith B Naylor, Joshua Tootoo, Olga Yakusheva, Scott A Shipman, Julie P W Bynum, Matthew A Davis
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2019-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0215016
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spelling doaj-b8429375b54d4f5a83e62c3a2c849a6d2021-03-20T05:30:39ZengPublic Library of Science (PLoS)PLoS ONE1932-62032019-01-01144e021501610.1371/journal.pone.0215016Geographic variation in spatial accessibility of U.S. healthcare providers.Keith B NaylorJoshua TootooOlga YakushevaScott A ShipmanJulie P W BynumMatthew A Davis<h4>Background</h4>Growing physician maldistribution and population demographic shifts have contributed to large geographic variation in healthcare access and the emergence of advanced practice providers as contributors to the healthcare workforce. Current estimates of geographic accessibility of physicians and advanced practice providers rely on outdated "provider per capita" estimates that have shortcomings.<h4>Purpose</h4>To apply state of the art methods to estimate spatial accessibility of physician and non-physician clinician groups and to examine factors associated with higher accessibility.<h4>Methods</h4>We used a combination of provider location, medical claims, and U.S. Census data to perform a national study of health provider accessibility. The National Plan and Provider Enumeration System was used along with Medicare claims to identify providers actively caring for patients in 2014 including: primary care physicians (i.e., internal medicine and family medicine), specialists, nurse practitioners, and chiropractors. For each U.S. ZIP code tabulation area, we estimated provider accessibility using the Variable-distance Enhanced 2 step Floating Catchment Area method and performed a Getis-Ord Gi* analysis for each provider group. Generalized linear models were used to examine associations between population characteristics and provider accessibility.<h4>Results</h4>National spatial patterns of the provider groups differed considerably. Accessibility of internal medicine most resembled specialists with high accessibility in urban locales, whereas relative higher accessibility of family medicine physicians was concentrated in the upper Midwest. In our adjusted analyses independent factors associated with higher accessibility were very similar between internal medicine physicians and specialists-presence of a medical school in the county was associated with approximately 70% higher accessibility and higher accessibility was associated with urban locales. Nurse practitioners were similar to family medicine physicians with both having higher accessibility in rural locales.<h4>Conclusions</h4>The Variable-distance Enhanced 2 step Floating Catchment Area method is a viable approach to measure spatial accessibility at the national scale.https://doi.org/10.1371/journal.pone.0215016
collection DOAJ
language English
format Article
sources DOAJ
author Keith B Naylor
Joshua Tootoo
Olga Yakusheva
Scott A Shipman
Julie P W Bynum
Matthew A Davis
spellingShingle Keith B Naylor
Joshua Tootoo
Olga Yakusheva
Scott A Shipman
Julie P W Bynum
Matthew A Davis
Geographic variation in spatial accessibility of U.S. healthcare providers.
PLoS ONE
author_facet Keith B Naylor
Joshua Tootoo
Olga Yakusheva
Scott A Shipman
Julie P W Bynum
Matthew A Davis
author_sort Keith B Naylor
title Geographic variation in spatial accessibility of U.S. healthcare providers.
title_short Geographic variation in spatial accessibility of U.S. healthcare providers.
title_full Geographic variation in spatial accessibility of U.S. healthcare providers.
title_fullStr Geographic variation in spatial accessibility of U.S. healthcare providers.
title_full_unstemmed Geographic variation in spatial accessibility of U.S. healthcare providers.
title_sort geographic variation in spatial accessibility of u.s. healthcare providers.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2019-01-01
description <h4>Background</h4>Growing physician maldistribution and population demographic shifts have contributed to large geographic variation in healthcare access and the emergence of advanced practice providers as contributors to the healthcare workforce. Current estimates of geographic accessibility of physicians and advanced practice providers rely on outdated "provider per capita" estimates that have shortcomings.<h4>Purpose</h4>To apply state of the art methods to estimate spatial accessibility of physician and non-physician clinician groups and to examine factors associated with higher accessibility.<h4>Methods</h4>We used a combination of provider location, medical claims, and U.S. Census data to perform a national study of health provider accessibility. The National Plan and Provider Enumeration System was used along with Medicare claims to identify providers actively caring for patients in 2014 including: primary care physicians (i.e., internal medicine and family medicine), specialists, nurse practitioners, and chiropractors. For each U.S. ZIP code tabulation area, we estimated provider accessibility using the Variable-distance Enhanced 2 step Floating Catchment Area method and performed a Getis-Ord Gi* analysis for each provider group. Generalized linear models were used to examine associations between population characteristics and provider accessibility.<h4>Results</h4>National spatial patterns of the provider groups differed considerably. Accessibility of internal medicine most resembled specialists with high accessibility in urban locales, whereas relative higher accessibility of family medicine physicians was concentrated in the upper Midwest. In our adjusted analyses independent factors associated with higher accessibility were very similar between internal medicine physicians and specialists-presence of a medical school in the county was associated with approximately 70% higher accessibility and higher accessibility was associated with urban locales. Nurse practitioners were similar to family medicine physicians with both having higher accessibility in rural locales.<h4>Conclusions</h4>The Variable-distance Enhanced 2 step Floating Catchment Area method is a viable approach to measure spatial accessibility at the national scale.
url https://doi.org/10.1371/journal.pone.0215016
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