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International Journal of
            Population Studies                                                          Urbanization and body weight




            Table 1. Descriptive statistics of the control variables.  method. For BMI, the overall association was driven
                                                               by both between-  and within-community differences,
             Control variables         Women       Men         although the latter played a relatively minor role and was
            Age in years (mean [SD])  42.5  (12.6)  42.1  (13.0)  only marginally significant at α = 0.1 level. For example,
            Marital status (%)                                 according to the standard disaggregation, BMI would
             Never married            9.8        15.1          increase by 0.024 unit for every one-unit increase in
             Married                 84.9        82.0          between-community difference in urbanicity index, but
             Divorced/widowed         5.3        2.9           only by 0.005 unit for every one-unit increase in within-
            Educational attainment (%)                         community difference. The results were almost identical
                                                               according to the growth curve disaggregation.
             No school               16.3        4.1
             Elementary school       29.6        25.8          4.4. Regression results for overweight and
             Middle school           31.9        40.3          abdominal obesity
             High school             17.6        22.9          Table 3 reports multilevel regression disaggregation results
             College or above         4.6        7.0           for the longitudinal associations of urbanization with the
            Per capita household income (%)                    overweight and abdominal obesity measures. In the female
             1  quartile             25.2        24.5          subsample,  urbanicity  index  was  positively  associated
              st
                                                               with both overweight- and WC-based abdominal obesity
             2  quartile             25.0        24.9          measures, but unrelated to WHpR or WHtR (Model  1).
              nd
             3  quartile             25.0        25.0          The  standard  disaggregation  showed  the  association
              rd
             4  quartile             24.8        25.6          between urbanicity index score and the overweight
              th
            Province (%)                                       measure being driven by both between-  and within-
             Liaoning                 9.7        9.3           community differences (Model 2), whereas the growth
             Heilongjiang             8.7        8.8           curve disaggregation suggested that within-community
             Jiangsu                 12.0        11.6          difference did not played any significant role (Model 3).
                                                               In contrast, the two disaggregation methods consistently
             Shandong                11.0        10.7          showed that the association between urbanicity index score
             Henan                   11.6        11.4          and the WC-based abdominal obesity measure was entirely
             Hubei                   11.4        11.6          driven by between-community difference in urbanization.
             Hunan                   11.4        11.3            In the male subsample, urbanicity index score was again
             Guangxi                 12.4        13.3          significantly and positively related to all the four measures
             Guizhou                 11.8        12.0          of overweight and abdominal obesity. For abdominal
            Wave (%)                                           obesity, the two disaggregation methods found that the
             1991                    11.0        10.7          association was attributed to between-  but not within-
             1993                    10.3        10.1          community difference, regardless of which measure was
             1997                    12.0        13.0          used.  For  the  overweight  measure,  between-community
                                                               difference again played a much stronger role than within-
             2000                    11.0        11.0          community difference (i.e., log odds = 0.048  vs. 0.011
             2004                    11.4        11.4          according to the standard disaggregation, and 0.051 versus
             2006                    11.2        11.0          0.01 according to the growth curve disaggregation).
             2009                    11.3        11.3          4.5. Sensitivity analysis
             2011                    10.7        10.4
             2015                    11.1        11.2          Two sensitivity analyses were conducted. First, Table S5 in
             N of person-year observations  32,573  30,880     Supplementary File shows that similar results were obtained
                                                               when alternative cutoff points were used to classify overweight
                                                                                2
                                                               (BMI ≥25 vs. 24 kg/m ) and abdominal obesity (WC ≥80 vs.
              The patterns were different for men. Urbanicity   85 cm in women). For both men and women, urbanicity index
            index was significantly and positively related to all the   was positively related to the risks of being overweight and
            four continuous measures of body weight status. For   having abdominal obesity, and these associations were mainly
            WC, WHpR, and WHtR, the overall associations were   driven by between- rather than within-community difference.
            completely attributable to between-community difference   Second, Table S6 in Supplementary File reports coefficient
            in urbanization, regardless of the choice of disaggregation   estimates from growth curve models of the continuous


            Volume 8 Issue 1 (2022)                         77                      https://doi.org/10.36922/ijps.v8i1.334
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