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. 2005 Aug;40(4):1148–1166. doi: 10.1111/j.1475-6773.2005.00403.x

Table 2.

Data Sources for Analysis of Hospitalization for Ambulatory Care Sensitive Conditions*

Variable Data Sources
Number primary care MDs/100,000 MDs, 1999 data from 2001 ARF; population is 1999 interpolated estimate from 2001 Claritas data*
Short-term general hospital beds per 1,000 1999 American Hospital Association Annual Survey; Claritas*
Percent of hospitals investor owned 2002 ARF, from U.S. Census 2000
Medicaid generosity Centers for Medicare and Medicaid Services—HCFA-2082 Reports; denominator: 1999–2001 Current Population Survey, 3-year average*
Community health center in county Health Resources and Services Administration, Uniform Data System*
Emergency department visits per 1,000 Numerator 1999 American Hospital Association Annual Survey; denominator Claritas (Note: based on physician location, not patient origin)
Percent African American, Hispanic, Asian, and Native American U.S. Census 2000*
Percent < high school graduation 2002 ARF, from U.S. Census 2000
Percent age 16+ unemployed U.S. Census 2000*
Crime rate per 10,000 Numerator Federal Bureau of Investigations Uniform Crime Reports; denominator Claritas*
Persons per square mile Numerator U. S. Census 2000; denominator Claritas*
Percent of: population change, 1990–2000; families headed by single parents; house-holds with income < $15K or > $75K U.S. Census 2000*
Percent ages 5–20/21–64 with disability U.S. Census 2000*
Percent annual days with unhealthy air U.S. Environmental Protection Agency AQS Database. Percent of days when air quality either “unhealthy for sensitive groups” (AQI, 101–150) or “unhealthy, very unhealthy, or hazardous” (AQI≥151). EPA calculates AQI from five major air pollutants: ground-level ozone, particulate matter, carbon monoxide, sulfur dioxide, and nitrogen dioxide.
Death rates: heart disease, COPD, diabetes, liver disease 1997–1999, 3-Year Averages, National Center for Health Statistics, from 2002 ARF
*

The original data source is given in the table; in instances associated with this footnote, we obtained the data not from the original, but from: Monitoring the Health Care Safety Net. Book II: A Data Book for States and Counties (Billings and Weinick, 2003b); all variables are measured at the county level.

MD, doctors of medicine; ARF, Area Resource File; AQS, Air Quality System; AQI, Air Quality Index; COPD, chronic obstructive pulmonary disease.