Skip to main content
. 2023 Mar 30;11(2):980–991. doi: 10.1007/s40615-023-01578-6

Table 4.

Multilevel linear regression models predicting BMI z-scores; N = 8011 in 672 census tracts

Model 1 Model 2 Model 3 Model 4
Coeff 95% CI Coeff 95% CI Coeff 95% CI Coeff 95% CI
Intercept 0.36*** 0.29–0.42 0.09  − 0.07–0.26  − 0.05  − 0.35–0.73  − 0.14  − 0.43–0.16
Patient-level
  Sociodemographic
    Age 0.03*** 0.02–0.03 0.03***  − 0.14–0.02 0.03*** 0.02–0.03
    Sex (girl, ref)
      Boy  − 0.07  − 0.15–0.01  − 0.06  − 0.14–0.02  − 0.06  − 0.14–0.02
    Race/ethnicity (Latinx, ref)
      Non-Latinx White  − 0.32***  − 0.44– − 0.19  − 0.30***  − 0.46– − 0.13  − 0.15  − 0.45–0.15
      Non-Latinx Black  − 0.34**  − 0.58– − 0.09  − 0.39**  − 0.69– − 0.08  − 0.25  − 0.83–0.33
      Asian  − 0.56***  − 0.72– − 0.39  − 0.48***  − 0.70– − 0.27  − 0.23  − 0.65–0.20
      Other Race  − 0.10  − 0.22–0.02  − 0.07  − 0.23–0.10 0.11  − 0.22–0.45
  Patient characteristics
    Health insurance (private provider, ref)
      Public provider 0.15** 0.05–0.26 0.10*  − 0.00–0.22 0.09  − 0.03–0.21
    Admission type (elective, ref)
      Emergency 0.04  − 0.06–0.15 0.04  − 0.06–0.14 0.04  − 0.06–0.14
      Other  − 0.10  − 0.15–0.07  − 0.05  − 0.15–0.06  − 0.05  − 0.15–0.06
    Diagnosis (endocrine, nutritional. and metabolic diseases, ref.)
      Bacterial and viral infection 0.07  − 0.05–0.19 0.07  − 0.05–0.20 0.08  − 0.04–0.20
      Diseases of the blood  − 0.12  − 0.24–0.01  − 0.11  − 0.23–0.01  − 0.11  − 0.23–0.01
      Circulatory system 0.02  − 0.13–0.18 0.03  − 0.13–0.19 0.04  − 0.12–0.19
      Nervous system 0.05  − 0.07–0.16 0.08  − 0.04–0.19 0.08  − 0.04–0.20
      Congenital and chromosomal  − 0.33***  − 0.46– − 0.20  − 0.35***  − 0.48– − 0.21  − 0.35***  − 0.48–0.22
      Digestive system  − 0.02  − 0.12–0.07  − 0.02  − 0.12–0.07  − 0.04  − 0.13–0.06
      Genitourinary system 0.19* 0.04–0.35 0.16* 0.01–0.32 0.16* 0.01–0.32
      Musculoskeletal system  − 0.15*  − 0.28– − 0.01  − 0.14*  − 0.28– − 0.01  − 0.15*  − 0.28– − 0.01
      Respiratory system  − 0.09  − 0.20–0.02  − 0.09  − 0.19–0.02  − 0.09  − 0.19–0.02
      Trauma, injury, poisoning 0.05  − 0.09–0.19 0.05  − 0.09–0.19 0.06  − 0.08–0.19
      Other diagnoses 0.05  − 0.05–0.15 0.05  − 0.05–0.14 0.05  − 0.05–0.14
    Length of stay  − 0.01***  − 0.02– − 0.01  − 0.01***  − 0.02– − 0.01  − 0.01**  − 0.02– − 0.01
    Pain levels 0.04*** 0.03–0.05 0.04*** 0.02–0.05 0.03*** 0.02–0.05
Neighborhood-level
  Neighborhood (Middle-Class, ref)
    Advantaged  − 0.21  − 0.42–0.01 0.01  − 0.43–0.45
    Working-Class 0.06  − 0.12–0.23 0.12  − 0.12–0.35
    Disadvantaged 0.21* 0.01–0.40 0.35** 0.11–0.60
  Neighborhood average race/ethnicity 0.07  − 0.01–0.15 0.05  − 0.37–0.13
  Neighborhood average health insurance 0.05  − 0.23–0.33 0.07  − 0.21–0.35
Interaction effects (Latinx*Middle-Class, ref.)
  Non-Latinx White*Advantaged  − 0.28  − 0.82–0.26
  Non-Latinx White*Working-Class  − 0.20  − 0.62–0.23
  Non-Latinx White*Disadvantaged  − 0.10  − 0.56–0.36
  Non-Latinx Black*Advantaged  − 0.27  − 1.22–0.68
  Non-Latinx Black*Working-Class  − 0.16  − 0.90–0.58
  Non-Latinx Black*Disadvantaged 0.10  − 0.92–1.11
  Asian*Advantaged  − 0.31  − 0.95–0.34
  Asian*Working-Class  − 0.17  − 0.71–0.37
  Asian*Disadvantaged  − 0.76*  − 1.43– − 0.08
  Other Race*Advantaged  − 0.27  − 0.82–0.29
  Other Race*Working-Class 0.04  − 0.39–0.46
  Other Race*Disadvantaged  − 0.44*  − 0.86– − 0.01
Random effects
  Intercept 0.43*** 0.36–0.51 0.26*** 0.20–0.33 0.42*** 0.34–0.51 0.41*** 0.34–0.50
  BMI z-scores 1.77*** 1.71–0.82 1.79*** 1.73–1.87 1.65*** 1.58–1.72 1.64*** 1.58–1.71

Source: Data are from the 2013–2018 electronic medical records and the 2014–2018 ACS

***p < 0.001, **p < 0.01, *p < 0.05