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. Author manuscript; available in PMC: 2024 Apr 1.
Published in final edited form as: Am J Prev Med. 2023 Apr;64(4):468–476. doi: 10.1016/j.amepre.2022.10.008

Table 3.

Bivariate Associations and Multilevel Regression Model Results, High- and Low-Density Urban Areas

Variables Hlgh-densIty urban (n=15,120)
Low-density urban (n=23,480)
Bivariatea
Multivariable
Bivariate
Multivariable
Rs p-Value β (95% CI) Rs p-Value β (95% CI)

Limited healthy food (z)b −0.17 <0.01 −0.06 (−0.11, −0.01) 0.06 <0.01 −0.01 (−0.05, 0.02)
Liquor store/1,000 (z) −0.04 <0.01 −0.01 (−0.06, 0.04) −0.07 <0.01 −0.02 (−0.05, 0.02)
Tobacco store/1,000 (z) 0.00 0.77 0.02 (−0.03, 0.06) −0.06 <0.01 −0.01 (−0.04, 0.02)
Convenience store/1,000 (z) −0.17 <0.01 −0.10 (−0.14, −0.05) −0.28 <0.01 −0.14 (−0.17, −0.1)
Gas station/1,000 (z) −0.01 0.14 0.00 (−0.04, 0.04) −0.02 <0.01 −0.04 (−0.07, −0.01)
Fast-food/1,000 (z) −0.04 <0.01 −0.02 (−0.08, 0.03) −0.12 <0.01 0.00 (−0.04, 0.04)
Bar/1,000 (z) −0.10 <0.01 −0.12 (−0.17, −0.07) −0.20 <0.01 −0.11 (−0.15, −0.08)
Intersection density (z) −0.04 <0.01 0.02 (−0.02, 0.07) −0.17 <0.01 −0.16 (−0.19, −0.12)
Transit stop coverage (z) 0.12 <0.01 0.06 (0, 0.12) 0.07 <0.01 0.02 (−0.02, 0.05)
Count of open parks (z) 0.02 0.02 0.08 (0.04, 0.13) 0.12 <0.01 0.05 (0.02, 0.09)
Percentage green space (z) −0.01 0.32 0.22 (0.16, 0.28) 0.17 <0.01 0.10 (0.05, 0.16)
CO (z) 0.19 <0.01 0.09 (0, 0.19) −0.01 0.07 −0.02 (−0.07, 0.03)
NO2 (z) 0.19 <0.01 0.37 (0.24, 0.5) −0.03 <0.01 0.07 (0, 0.15)
O3 (z) −0.05 <0.01 −0.03 (−0.16, 0.1) 0.00 0.61 −0.26 (−0.37, −0.14)
PM10 (z) 0.01 0.09 −0.13 (−0.24, −0.02) −0.15 <0.01 0.00 (−0.08, 0.08)
PM2.5 (z) −0.19 <0.01 −0.05 (−0.19, 0.08) −0.28 <0.01 −0.09 (−0.2, 0.02)
SO2 (z) −0.25 <0.01 −0.32 (−0.43, −0.22) −0.27 <0.01 −0.25 (−0.32, −0.19)
Renter (z) −0.20 <0.01 −0.43 (−0.51, −0.34) −0.46 <0.01 −0.37 (−0.43, −0.31)
House before 1979 (z) −0.08 <0.01 −0.08 (−0.14, −0.03) −0.24 <0.01 −0.33 (−0.37, −0.28)
Crowding (z) 0.08 <0.01 −0.16 (−0.24, −0.08) −0.20 <0.01 0.00 (−0.05, 0.04)
Excessive housing cost (z) −0.16 <0.01 −0.02 (−0.09, 0.05) −0.31 <0.01 −0.12 (−0.17, −0.07)
Null-model ICC 0.411 0.355
Conditional ICC 0.070 0.076
Marginal R2 0.571 0.596
Conditional R2 0.641 0.672

Note: Boldface indicates statistical significance (p<0.05) in multivariable models.

Rs were calculated from Pearson correlation test.

CO, carbon monoxide; ICC, intraclass correlation coefficient; NO2, nitrogen dioxide; O3, ozone; PM10, particulate matter smaller than 10 μm; PM2.5, particulate matter smaller than 2.5 μm; SO2, sulfur dioxide.

a

Four hierarchical geographic boundaries, county, state, census division, and region were included as random effects. Multivariable models adjusted for median household income; population density; proportions of non-Hispanic Black, Hispanic, and residents with a 4-year college degree or higher; as well as age groups, unemployment rate, the proportion of foreign-born residents, and the proportions of households with children and without vehicles.

b

Half mile buffer for high-density urban areas, and 1 mile for low-density urban areas.