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. 2018 Oct 12;11(Suppl 2):1527557. doi: 10.1080/16549716.2018.1527557

Table 3.

Hierarchical modelling of factors associated with BMI for males and females in rural Burkina Faso.

  Model 1
Model 2
Model 3
  Male
Female
Male
Female
Male
Female
  β coefficient (CI 95%) P β coefficient (CI 95%) P β coefficient (CI 95%) P β coefficient (CI 95%) P β coefficient (CI 95%) P β coefficient (CI 95%) P
Age −0.09 (−0.12; −0.05) < 001 −0.03 (−0.07; 0) 0.067 −0.08 (−0.11; −0.04) < 001 −0.01 (−0.04; 0.03) 0.659 −0.08 (−0.11; −0.04) < 001 0 (−0.04; 0.03) 0.822
Ethnic (Ref: Mossi)                        
Gouroussi −1.32 (−2.94; 0.3) 0.110 −0.16 (−0.82; 0.49) 0.621 −1.28 (−2.86; 0.3) 0.112 −0.12 (−0.76; 0.52) 0.708 −1.27 (−2.85; 0.31) 0.115 −0.11 (−0.76; 0.53) 0.729
Others 0.15 (−1.45; 1.75) 0.854 1.22 (−0.77; 3.2) 0.230 0.1 (−1.46; 1.66) 0.899 1.25 (−0.66; 3.17) 0.200 0.1 (−1.46; 1.66) 0.899 1.24 (−0.68; 3.17) 0.205
Marital status (Ref: Currently married/cohabiting)                        
Previously married/cohabiting/partner deceased 0.26 (−2.01; 2.53) 0.822 −0.54 (−1; −0.08) 0.020 0.04 (−2.17; 2.25) 0.972 −0.38 (−0.82; 0.07) 0.102 0.03 (−2.17; 2.24) 0.975 −0.35 (−0.8; 0.1) 0.128
Never married/cohabiting −2.42 (−4.16; −0.69) 0.006 −4.45 (−10.67; 1.78) 0.162 −1.92 (−3.62; −0.23) 0.026 −4.81 (−10.82; 1.21) 0.117 −1.93 (−3.62; −0.23) 0.026 −4.78 (−10.82; 1.27) 0.121
Education level (Ref: No formal education)                        
Primary −0.01 (−0.56; 0.55) 0.984 1.74 (0.92; 2.56) < 001 0.01 (−0.53; 0.55) 0.970 1.26 (0.46; 2.06) 0.002 0.01 (−0.53; 0.55) 0.975 1.25 (0.45; 2.06) 0.002
Secondary 1.2 (0.38; 2.02) 0.004 7.42 (5.42; 9.42) < 001 1.17 (0.34; 1.99) 0.006 6.56 (4.6; 8.52) < 001 1.16 (0.34; 1.99) 0.006 6.56 (4.59; 8.53) < 001
Tertiary 2.28 (0.52; 4.04) 0.011 7.74 (−0.84; 16.33) 0.077 2.08 (0.32; 3.85) 0.021 7.82 (−0.46; 16.11) 0.064 2.08 (0.31; 3.84) 0.021 8.14 (−0.17; 16.45) 0.055
Household asset status (Ref: Quintile = 1)                        
2 0.32 (−0.39; 1.04) 0.372 −0.06 (−0.67; 0.55) 0.840 0.33 (−0.36; 1.02) 0.351 −0.13 (−0.73; 0.48) 0.675 0.33 (−0.36; 1.03) 0.350 −0.18 (−0.79; 0.43) 0.568
3 0.66 (−0.07; 1.4) 0.076 0.03 (−0.57; 0.62) 0.934 0.7 (−0.03; 1.43) 0.059 −0.06 (−0.67; 0.54) 0.834 0.71 (−0.02; 1.43) 0.058 −0.12 (−0.74; 0.5) 0.702
4 0.85 (0.11; 1.6) 0.025 0.28 (−0.32; 0.88) 0.367 0.78 (0.03; 1.53) 0.042 −0.01 (−0.62; 0.61) 0.986 0.78 (0.03; 1.53) 0.041 −0.06 (−0.68; 0.57) 0.854
5 2.84 (2.13; 3.55) < 001 0.82 (0.23; 1.41) 0.007 2.45 (1.72; 3.18) < 001 0.36 (−0.27; 0.98) 0.261 2.45 (1.72; 3.19) < 001 0.3 (−0.33; 0.93) 0.344
Consumption alcohol status (Ref: Never consumption)                        
Current non problematic         −0.23 (−0.73; 0.26) 0.355 0.2 (−0.25; 0.64) 0.385 −0.23 (−0.73; 0.26) 0.354 0.21 (−0.23; 0.66) 0.344
Current problematic         −0.89 (−1.54; −0.24) 0.007 −0.05 (−0.76; 0.65) 0.882 −0.89 (−1.54; −0.24) 0.007 −0.03 (−0.74; 0.68) 0.939
Ever consumption         −0.63 (−1.5; 0.24) 0.157 0.6 (−0.03; 1.22) 0.060 −0.63 (−1.5; 0.25) 0.160 0.6 (−0.03; 1.22) 0.062
Smoking status (Ref: Never smoked)                        
Current smoker         −2 (−2.59; −1.41) < 001     −2 (−2.59; −1.41) < 001 −2.3 (−6.35; 1.75) 0.266
Former smoker         −0.12 (−0.75; 0.5) 0.706 −2.35 (−6.4; 1.7) 0.255 −0.11 (−0.74; 0.52) 0.724    
Chewing tobacco use (Ref: No)                        
Yes         −0.72 (−1.54; 0.11) 0.091 −0.79 (−1.2; −0.37) < 001 −0.72 (−1.55; 0.11) 0.090 −0.8 (−1.22; −0.39) < 001
Servings bread/day         −0.02 (−0.12; 0.08) 0.721 0.42 (0.27; 0.57) < 001 −0.02 (−0.12; 0.08) 0.719 0.42 (0.27; 0.56) < 001
Fruit serving/day         0.06 (−0.05; 0.17) 0.281 0.07 (−0.04; 0.17) 0.196 0.06 (−0.05; 0.17) 0.274 0.07 (−0.04; 0.18) 0.206
Vegetable serving/day         0.11 (0.03; 0.2) 0.008 0.06 (−0.01; 0.13) 0.106 0.11 (0.03; 0.2) 0.008 0.06 (−0.01; 0.13) 0.105
Physical activity         0 (0; 0) 0.622 0 (0; 0) 0.079 0 (0; 0) 0.618 0 (0; 0) 0.046
Eating out/week         0.06 (−0.03; 0.16) 0.209 0.19 (−0.05; 0.43) 0.125 0.06 (−0.03; 0.16) 0.207 0.19 (−0.05; 0.42) 0.130
Sugar sweetened beverage/week         0.13 (−0.02; 0.29) 0.086 0.47 (−0.17; 1.11) 0.150 0.13 (−0.02; 0.29) 0.087 0.48 (−0.17; 1.12) 0.147
Sleep (hours/night)         −0.06 (−0.24; 0.11) 0.483 −0.15 (−0.31; 0.01) 0.062 −0.06 (−0.24; 0.11) 0.487 −0.15 (−0.31; 0.01) 0.060
Sitting (hours/day)         0 (0; 0) 0.907 0 (0; 0) 0.013 0 (0; 0) 0.907 0 (0; 0) 0.011
TB status (Ref: No)                        
Yes                 −0.19 (−1.64; 1.26) 0.798 −0.75 (−2.58; 1.08) 0.422
Don’t Know                 - - −0.32 (−2.52; 1.87) 0.772
Not answered                 - - −1.82 (−7.54; 3.9) 0.533
Menopause (Ref: Pre-menopause)                        
Peri-menopause                 - - 0.35 (−0.27; 0.98) 0.269
Post-menopause                 - - −0.11 (−0.54; 0.32) 0.627
Number of pregnancies                     0.06 (−0.02; 0.14) 0.153
  Model 1: R2 Male: 0.1855; R2 Female: 0.1022 Model 2: R2 Male: 0.2502; R2 Female: 0.1758 Model 3: R2 Male: 0.2638; R2 Female: 0.1642

Model 1: Association between sociodemographic variables (age, ethnicity, education level, marital status and SES (quintiles)) and BMI. We included all variables with p < 0.20 from the bivariate analyses.

Model 2: Lifestyle (behavioural) variables: alcohol consumption, tobacco exposure, MVPA, sedentary behaviour). Include all variables with p < 0.20

Model 3: Model 1 and Model 2, in addition with TB status, menopause, and number of pregnancies

CI 95%: Confidence Interval 95%