“…Radiologists' primary billing locations were mapped (1) to US Census regions based on their primary states of practice and (2) as either urban or rural using the Census tract-based Rural-Urban Commuting Area classification scheme, with urban defined by Rural-Urban Commuting Area codes corresponding to a metropolitan area core or metropolitan area with high commuting [27]. Consistent with previous studies [21,28,29], we grouped each practice size by the number of employed or affiliated physicians as follows: 1 to 9, 10 to 49, 50 to 99, and !100. Also consistent with an earlier investigation [21], an academic assignment was made for each practice included in the Harvey L. Neiman Health Policy Institute Academic Radiology Practices list [28,30] of if the practice name included the following words or text strings: "univ," "faculty," "college," or "school."…”