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. Author manuscript; available in PMC: 2011 Feb 15.
Published in final edited form as: Open Health Serv Policy J. 2009 Jan 1;2:45–46.

Table 2.

Age Adjusted Odds Ratios and p-Values for Comparing the Distribution in the Outcome (Breast Cancer Stage) to a Referent Cell for Levels of Various Explanatory Variables

Independent Variable1 Distribution of Cancer Stage for Each Dependent Variable
Age Adjusted OR Confidence Interval for OR P-Value Level (Binary Logistic Regression) $ P-Value from Polytomous Regression#
Sample Size In Situ Localized Regional Distant Unstaged

Age (years)
 18–29 917 7.7% 40.8% 39.6% 6.5% 5.3%
 30–39 9,553 13.6% 40.0% 37.2% 4.6% 4.5%
 40–49 39,988 22.8% 41.7% 28.3% 3.0% 4.1%
 50–64 77,809 21.4% 45.8% 24.5% 3.9% 4.4%
 65+ 89,024 16.6% 51.6% 20.5% 4.4% 6.9%

Race

 White (+) 185,417 19.1% 48.1% 23.6% 3.7% 5.4% 1.0
 Black 21,397 18.8% 40.7% 29.6% 6.6% 4.4% 1.48 (1.43, 1.53) *** <.0001
 American Indian/Alaska Native 837 17.6% 41.9% 24.4% 5.0% 11.1% 1.16 (0.98, 1.37) <.0001
 Asian/Pacific Islander 6,299 22.2% 46.9% 25.3% 3.3% 2.3% 0.99 (0.93, 1.05) <.0001
 Other 764 23.2% 40.4% 25.8% 4.6% 6.0% 1.22 (1.03, 1.45) * 0.0203

Hispanic
 No 204,014 19.4% 47.3% 23.9% 4.0% 5.4% 0.85 (0.82, 0.89) *** <.0001
 Yes (+) 13,285 17.9% 44.4% 28.8% 4.4% 4.6% 1.0

Education (county level)
 Not Low 192,516 19.6% 47.2% 23.9% 3.9% 5.5% 0.88 (0.86, 0.91) *** <.0001
 Low (+) 24,171 16.6% 47.7% 27.1% 4.8% 3.8% 1.0

County Designated as Health Professional Shortage Area
 None of the county 41,445 19.8% 47.6% 24.1% 3.9% 4.6% 0.98 (0.96, 1.01) <.0001
 Part or all of the county (+) 175,242 19.1% 47.2% 24.3% 4.0% 5.4% 1.0

Number of rural health clinics
 < 1 161,045 19.9% 46.8% 23.8% 4.0% 5.5% 0.95 (0.90, 1.00) * 0.0097
 ≥ 1 to < 2 25,014 17.9% 48.6% 24.9% 4.0% 4.5% 0.96 (0.91, 1.02) 0.0263
 ≥ 2 to < 5 21,840 17.5% 47.3% 25.5% 3.9% 5.9% 1.01 (0.95, 1.07) 0.0445
 ≥ 5 (+) 9,400 16.8% 48.3% 25.5% 4.2% 5.2% 1.0

Rural/Urban code for county3
 Metro 179,692 19.8% 47.3% 24.1% 3.9% 4.8% 0.95 (0.92, 0.98) *** <.0001
 Urban (+) 32,956 16.7% 47.1% 24.6% 4.2% 7.4% 1.0
 Rural 4,039 16.4% 46.3% 24.1% 4.3% 8.9% 1.01 (0.94, 1.10) 0.0069

Percent living below poverty level
 ≤ 8.8 (+) 44,010 21.3% 47.0% 22.4% 3.5% 5.8% 1.0
 > 8.8 to ≤ 11.1 46,614 20.3% 47.4% 23.2% 3.6% 5.6% 1.04 (1.00, 1.07) * 0.0090
 > 11.1 to ≤ 13.4 41,980 18.3% 48.0% 24.1% 3.9% 5.7% 1.08 (1.04, 1.11) *** <.0001
 > 13.4 to ≤ 16.3 40,022 18.6% 48.4% 25.0% 4.2% 3.8% 1.11 (1.08, 1.15) *** <.0001
 > 16.3 44,061 17.7% 45.5% 26.5% 4.8% 5.5% 1.25 (1.21, 1.29) *** <.0001

Number of mammography centers per 100,000 females2
  ≤ 1.93 44,388 19.1% 47.9% 24.9% 4.0% 4.2% 0.98 (0.95, 1.02) <.0001
 > 1.93 to ≤ 2.34 42,126 19.2% 47.8% 25.3% 4.0% 3.7% 1.00 (0.96, 1.03) <.0001
 > 2.34 to ≤ 2.97 42,680 19.7% 48.4% 23.9% 3.9% 4.2% 0.94 (0.91, 0.97) *** <.0001
 > 2.97 to ≤ 3.81 43,666 20.2% 46.6% 23.7% 4.0% 5.6% 0.98 (0.95, 1.01) <.0001
 > 3.81 (+) 43,827 18.2% 45.6% 23.4% 4.0% 8.7% 1.0

Number of mammography centers per 1,000 square miles
  ≤ 2.78 44,701 16.9% 47.5% 24.6% 4.1% 6.9% 1.02 (0.99, 1.05) <.0001
 > 2.78 to ≤ 8.39 44,790 18.5% 47.3% 24.2% 3.8% 6.3% 0.99 (0.96, 1.02) <.0001
 > 8.39 to ≤ 20.23 42,816 20.6% 47.4% 23.9% 3.6% 4.5% 0.96 (0.93, 0.99) * <.0001
 > 20.23 to ≤ 42.93 44,423 19.9% 47.0% 24.5% 3.9% 4.6% 1.00 (0.96, 1.03) <.0001
 > 42.93 (+) 39,932 20.7% 47.0% 23.9% 4.5% 3.9% 1.0

Number of office based physicians per 100,000 females2
  ≤ 107 44,100 17.2% 46.6% 25.2% 4.2% 6.8% 1.12 (1.09, 1.16) *** <.0001
 > 107 to ≤ 161 44,008 18.2% 47.0% 24.7% 4.1% 5.9% 1.09 (1.06, 1.12) *** <.0001
 > 161 to ≤ 200 45,338 19.7% 47.8% 24.7% 3.9% 3.9% 1.05 (1.02, 1.09) ** <.0001
 > 200 to ≤ 247 39,437 20.1% 47.4% 23.4% 3.8% 5.4% 1.02 (0.98, 1.05) <.0001
 > 247 (+) 43,804 21.2% 47.4% 23.1% 3.8% 4.5% 1.0

Number of office based physicians per 1,000 square miles
  ≤ 124 44,715 16.6% 46.9% 25.0% 4.2% 7.3% 1.07 (1.03, 1.11) *** <.0001
 > 124 to ≤ 531 43,916 18.5% 47.9% 23.9% 3.8% 6.0% 0.99 (0.95, 1.02) <.0001
 > 531 to ≤ 1,594 44,272 20.6% 47.5% 23.8% 3.6% 4.6% 0.97 (0.94, 1.01) <.0001
 > 1,594 to ≤ 3,961 47,560 19.9% 46.6% 24.4% 4.1% 4.9% 1.02 (0.99, 1.06) <.0001
 > 3,961 (+) 36,199 21.1% 47.4% 24.0% 4.3% 3.3% 1.0

Number of Ob/Gyn physicians per 100,000 females2
  ≤ 5.93 44,725 17.5% 46.7% 24.2% 4.1% 7.3% 1.08 (1.05, 1.12) *** <.0001
 > 5.93 to ≤ 8.91 43,884 18.6% 47.3% 25.2% 4.1% 4.8% 1.09 (1.06, 1.13) *** <.0001
 > 8.91 to ≤ 10.95 45,562 19.3% 47.8% 24.1% 3.9% 4.9% 1.03 (1.00, 1.06) <.0001
 > 10.95 to ≤ 14.10 39,083 19.8% 46.4% 24.0% 4.0% 5.8% 1.06 (1.02, 1.09) ** <.0001
 > 14.10 (+) 43,433 21.3% 47.8% 23.5% 3.8% 3.6% 1.0

Number of OB-Gyn physicians per 1,000 square miles
  ≤ 7.24 44,721 16.8% 47.0% 24.8% 4.1% 7.2% 1.04 (1.01, 1.07) * <.0001
 > 7.24 to ≤ 29.54 44,612 18.4% 47.9% 24.0% 3.8% 5.9% 0.97 (0.94, 1.01) <.0001
 > 29.54 to ≤ 90.38 42,760 20.6% 47.3% 23.9% 3.6% 4.6% 0.97 (0.94, 1.00) <.0001
 > 90.38 to ≤ 225.29 44,977 20.2% 46.5% 23.8% 4.1% 5.3% 0.99 (0.96, 1.02) <.0001
 > 225.29 (+) 39,592 20.6% 47.5% 24.6% 4.3% 3.1% 1.0

Percentage of Hispanic females4
  ≤ 1.60 68,535 18.6% 46.7% 24.1% 4.1% 6.5% 1.00 (0.97, 1.02) <.0001
 > 1.60 to ≤ 6.28 76,316 20.0% 47.3% 23.4% 3.8% 5.4% 0.94 (0.92, 0.97) *** <.0001
 > 6.28 (+) 71,836 19.2% 47.6% 25.2% 4.0% 3.9% 1.0

Percentage of Non-Hispanic black females4
  ≤ 1.87 68,512 18.5% 47.4% 23.4% 3.7% 6.9% 0.91 (0.89, 0.93) *** <.0001
 > 1.87 to ≤ 6.44 75,439 19.8% 47.9% 24.1% 3.8% 4.5% 0.91 (0.89, 0.93) *** <.0001
 > 6.44 (+) 72,736 19.4% 46.4% 25.1% 4.5% 4.6% 1.0
$

The event is regional or distant stage vs. local stage.

(+) indicates reference level.

*

- < 0.05.

**

- < 0.01.

***

< 0.001.

#

Testing that the distribution of the outcome is the same for the reported and the reference level.

1

The individual-level characteristics are: age, race, and Hispanic ethnicity. All other variables are characteristics at the county level (contextual variables). Except for number of mammography centers (FDA) and rural code (USDA), the contextual variables came from the Area Resource File (ARF) of HRSA. Cases from Illinois and Minnesota have been removed.

2

The population used in the computation is the estimated total number of females in 2003 from the US Census Bureau.

3

From U.S. Department of Agriculture.

4

From US Census Bureau.