To identify active providers, we linked providers listed in the 2014 National Plan and Provider Enumeration System to Medicare claims. Using practice location and specialty code, we identified the total number of adult primary care physicians (internal medicine, family medicine, and general practice), nurse practitioners, physician assistants, and chiropractors in each US county. Data on county characteristics were gathered from the 2010 US Census, and the presence of a hospital was identified using the Area Health Resource File. To control for the presence of training institutions, we geocoded US professional schools for these provider groups using data from school accreditation bodies. County-level life expectancy was used as a measure of regional health status5 and county-level median household income as a measure of socioeconomic status—both were collapsed into quartiles.
To examine the relationship of per capita supply of providers with county socioeconomic and health status level, Poisson regression was used, with the adult population as an offset to adjust for county differences.