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. Author manuscript; available in PMC: 2018 Aug 1.
Published in final edited form as: Health Aff (Millwood). 2017 Aug 1;36(8):1433–1442. doi: 10.1377/hlthaff.2017.0122
Men Women

Cross-sectional Longitudinal Cross-sectional Longitudinal

Total sample Total sample Non-migrant
sample
Total sample Total sample Non-migrant
sample

Persons n=1,522,803 n=1,522,803 n=1,034,375 n=183,618 n=183,618 n=112,670

Person-year observations n=6,668,033 n=6,668,033 n=4,229,727 n=773,511 n=773,511 n=424,329

Coefficient
(SE)
Coefficient
(SE)
Coefficient
(SE)
Coefficient
(SE)
Coefficient
(SE)
Coefficient
(SE)
1 mile

Chain supermarkets
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1 or more stores −0.010 0.007* 0.001 −0.034 0.009 −0.002
(0.014) (0.003) (0.005) (0.036) (0.011) (0.018)
Non-chain supermarkets
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1 or more stores −0.027 −0.007 −0.002 −0.020 −0.005 −0.033
(0.017) (0.004) (0.005) (0.039) (0.011) (0.021)
Mass merchandisers
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1 or more stores 0.123*** 0.011* −0.004 0.081 0.019 −0.000
(0.016) (0.005) (0.007) (0.043) (0.014) (0.025)
Chain fast food restaurants
  0 restaurants 1.000 1.000 1.000 1.000 1.000 1.000
  1–2 restaurants 0.027 0.016*** 0.018** 0.059 0.009 0.009
(0.014) (0.005) (0.006) (0.039) (0.014) (0.022)
  3–6 restaurants 0.057** 0.015** 0.012 0.139** 0.025 0.035
(0.018) (0.006) (0.009) (0.051) (0.017) (0.027)
  7+ restaurants 0.085*** 0.025*** 0.019 0.168** 0.007 0.030
(0.025) (0.007) (0.012) (0.062) (0.021) (0.034)
Non-chain fast food restaurants
  0 restaurants 1.000 1.000 1.000 1.000 1.000 1.000
  1–2 restaurants −0.014 0.013*** 0.013** −0.035 −0.025* −0.032
(0.014) (0.004) (0.005) (0.037) (0.011) (0.019)
  3–6 restaurants −0.062** 0.013** 0.015* −0.130** −0.013 0.002
(0.020) (0.005) (0.007) (0.047) (0.014) (0.025)
  7+ restaurants −0.206*** 0.010 0.013 −0.426*** −0.024 −0.015
(0.028) (0.006) (0.009) (0.069) (0.020) (0.034)

3 miles

Chain supermarkets
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1–2 stores 0.006 0.003 −0.005 −0.078 0.012 −0.024
(0.020) (0.006) (0.008) (0.050) (0.018) (0.027)
  3–6 stores −0.039 0.003 −0.001 −0.106 0.016 −0.033
(0.029) (0.007) (0.010) (0.063) (0.021) (0.031)
  7+ stores −0.078 −0.001 −0.013 −0.156 0.004 −0.048
(0.045) (0.008) (0.011) (0.082) (0.025) (0.039)
Non-chain supermarkets
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1 store −0.001 −0.003 −0.004 0.073* 0.025* 0.018
(0.017) (0.004) (0.005) (0.035) (0.012) (0.016)
  2–3 stores 0.010 −0.010* −0.010 0.104* 0.026 0.030
(0.024) (0.005) (0.006) (0.046) (0.015) (0.021)
  4+ stores −0.080* −0.017** −0.015 −0.000 0.006 0.008
(0.037) (0.006) (0.009) (0.069) (0.020) (0.029)
Mass merchandisers
  0 stores 1.000 1.000 1.000 1.000 1.000 1.000
  1 store 0.122*** 0.009* 0.007 0.158*** −0.009 −0.026
(0.019) (0.005) (0.007) (0.045) (0.015) (0.025)
  2 stores 0.196*** 0.021*** 0.016 0.161** −0.010 −0.018
(0.022) (0.006) (0.009) (0.054) (0.017) (0.031)
  3+ stores 0.283*** 0.026*** 0.012 0.338*** 0.019 0.020
(0.031) (0.007) (0.011) (0.065) (0.018) (0.034)
Chain fast food restaurants
  0 restaurants 1.000 1.000 1.000 1.000 1.000 1.000
  1–14 restaurants 0.024 0.012 −0.004 0.062 −0.041 −0.063
(0.020) (0.007) (0.012) (0.069) (0.026) (0.051)
  15–32 restaurants 0.011 0.011 −0.003 0.069 −0.050 −0.017
(0.029) (0.009) (0.014) (0.088) (0.030) (0.058)
  33+ restaurants 0.043 0.011 −0.003 0.111 −0.026 0.015
(0.038) (0.010) (0.016) (0.106) (0.034) (0.067)
Non-chain fast food restaurants
  0–5 restaurants 1.000 1.000 1.000 1.000 1.000 1.000
  6–18 restaurants −0.091*** 0.010 0.014 −0.232*** −0.018 −0.009
(0.022) (0.005) (0.007) (0.057) (0.016) (0.022)
  19–39 restaurants −0.228*** 0.005 0.009 −0.411*** −0.010 −0.009
(0.033) (0.007) (0.009) (0.078) (0.022) (0.031)
  40+ restaurants −0.370*** (0.044) −0.002 (0.008) 0.002 (0.011) −0.871*** (0.104) −0.027 (0.027) 0.007 (0.039)

Authors’ analysis of participant BMI from the VA corporate Data Warehouse, 2009–2014; Urbanicity data from National Center for Health Statistics (2006, 2013); Census tract demographic data from US Census Bureau (2005–2009, 2006–2010, 2007–2011, 2008–2012, 2009–2013, 2010–2014); Food store data from InfoUSA (2008–2013); Fast food restaurant data from Dun & Bradstreet (2008–2013); Park data from TeleAtlas and NAVTEQ (2010, 2014); and Fitness facility data from InfoUSA (2008–2013).

Note: Covariates for cross-sectional and longitudinal models included year, marital status, multiple health conditions, region, population density, median household income, poverty, and accessibility of grocery stores, convenience stores, parks, and fitness facilities. Cross-sectional models also controlled for baseline age and race/ethnicity.

*

p ≤ 0.05

**

p ≤ 0.01

***

p ≤ 0.001