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. Author manuscript; available in PMC: 2022 Jun 1.
Published in final edited form as: J Rural Health. 2020 Jul 2;37(3):624–635. doi: 10.1111/jrh.12465

Table 1.

Study Population Characteristics of Patients with ADRD by Urban/Rural

Variable Urban (%) Rural (%) P value
Preventable ED Visit Status < .001
 Not Preventable 154,598 (94.79) 31,707 (92.14)
 Preventable 8,492 (5.21) 2,705 (7.86)
Race < .001
 Non-Hispanic White 123,930 (75.99) 28,649 (83.25)
 Non-Hispanic Black 22,499 (13.80) 4,093 (11.89)
 Hispanic 13,389 (8.21) 914 (2.66)
 Non-Hispanic Asian/Pacific Islander 1,206 (0.74) 52 (0.15)
 Non-Hispanic Native American 754 (0.46) 596 (1.73)
 Non-Hispanic Other 1,312 (0.80) 108 (0.31)
Gender .855
 Male 58,317 (35.76) 12,287 (35.71)
 Female 104,773 (64.24) 22,125 (64.29)
Age group < .001
 30–49 years old 1,420 (0.87) 297 (0.86)
 50–64 years old 7,971 (4.89) 1,737 (5.05)
 65–74 years old 22,186 (13.60) 5,429 (15.78)
 75+ years old 131,513 (80.64) 26,949 (78.31)
Income Quartile by ZIP Code < .001
 0–25th percentile 48,609 (29.81) 21,406 (62.21)
 26th–50th percentile 46,882 (28.75) 9,843 (28.60)
 51th–75th percentile 37,965 (23.28) 2,977 (8.65)
 76th–100th percentile 29,634 (18.17) 186 (0.54)
Disposition Location < .001
 Routine 122,892 (75.35) 23,152 (67.28)
 Transfer to Short-term Hospital 5,110 (3.13) 3,751 (10.90)
 Transfer to SNF/ICF/Other 28,999 (17.78) 6,681 (19.41)
 Home Health Care 4,912 (3.01) 702 (2.04)
 Against Medical Advice 1,177 (0.72) 126 (0.37)
Primary Payer < .001
 Medicare 141,044 (86.48) 29,926 (86.96)
 Medicaid 3,737 (2.29) 748 (2.17)
 Other 18,309 (11.23) 3,738 (10.86)
Elixhauser Comorbidities < .001
 ≤2 112,591 (69.04) 22,711 (66.00)
 >2 50,499 (30.96) 11,701 (34.00)
Time Index < .001
 Q1–Q3 122,881 (75.35) 26,238 (76.25)
 Q4 40,209 (24.65) 8,174 (23.75)
County Average Percent African American 15.37% 12.01% < .001
County MD’s per 1000 Residents 2.63 2.63 .530
County Hospitals Beds per 1000 Residents 2.80 2.37 < .001
County Health Professional Shortage Area < .001
 Not/Part of County HPSA 161,066 (98.76) 29,028 (84.35)
 Whole County HPSA 2,024 (1.24) 5,384 (15.65)
County Mental Health Professional Shortage Area < .001
 Not/Part of County Mental Health HPSA 128,383 (78.72) 13,915 (40.44)
 Whole County Mental Health HPSA 34,707 (21.28) 20,497 (59.56)
County Low Education Status (ages 25–64) < .001
 ≥20% High School Graduate 161,555 (99.06) 25,577 (74.33)
 <20% High School Graduate 1,535 (0.94) 8,835 (25.67)
States (% urban/rural patients of state in italics) < .001
 Arizona 21,183 (12.99) 929 (2.70)
95.80 4.20
 Florida 62,429 (38.28) 2,374 (6.90)
96.34 3.66
 Kentucky 8,954 (5.49) 8,350 (24.26)
51.75 48.25
 Maryland 20,228 (12.40) 896 (2.60)
95.76 4.24
 North Carolina 37,237 (22.83) 15,233 (44.27)
70.97 29.03
 Vermont 183 (0.11) 238 (0.69)
43.47 56.53
 Wisconsin 12,876 (7.90) 6,392 (18.57)
66.83 33.17
 Overall 163,090 (82.58) 34,412 (17.42) < .001

Notes. Dataset: 2015 State Emergency Department Databases (SEDD) from HCUP (Healthcare Cost and Utilization Project) as administered by the Agency for Healthcare Research and Quality (AHRQ). P value is based on the χ2 test. The range for each income quartile is as follows; 0–25th: $1 - $41,999, 26th–50th: $42,000 - $51,999, 51st–75th: $52,000 - $67,999, 76th–100th: $68,000+. There were 204,384 observations before regression and 197,502 after taking out incomplete cases which results in 6,882 missing. Race/ethnicity is missing 1,197, gender is missing 23, insurance is missing 46, zip code income is missing 3,419, and disposition is missing 2,266 (these numbers are not mutually exclusive). The missing values make up only 3.3% of the total sample.