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. 2022 Jun 23;14(13):2607. doi: 10.3390/nu14132607

Table 4.

Associations between diet and physical activity and BMI in pre-pregnant women (N = 755).

Unadjusted Model Adjusted Model
β (95% CI) p Value β (95% CI) p Value
Age, year 0.20 (0.14, 0.25) <0.001 0.22 (0.15, 0.29) <0.001
Country of birth
Australia (ref.)
Other English-speaking country −0.20 (−2.05, 1.66) 0.832 0.34 (−1.10, 1.79) 0.639
Others −3.04 (−4.11, −1.96) <0.001 −3.20 (−4.52, −1.88) <0.001
Remoteness area
Major cities (ref.)
Inner regional 1.77 (0.22, 3.32) 0.026 0.36 (−1.04, 1.76) 0.613
Other 3.01 (0.83, 5.20) 0.008 1.73 (−0.37, 3.83) 0.104
Marital status
Not married (ref.)
Married 0.30 (−0.95, 1.55) 0.633 −0.51 (−1.79, 0.77) 0.432
Education
Bachelor/Graduate diploma (ref.)
Certificates/Advanced diploma 0.99 (−0.42, 2.41) 0.164 −0.97 (−2.62, 0.67) 0.242
No non-school qualification 2.09 (0.34, 3.85) 0.020 −0.56 (−2.18,1.06) 0.491
Household income (cont. decile) −0.08 (−0.33, 0.18) 0.553 ·· ··
Occupation
Clerical trade (ref.)
Professional −0.82 (−2.54, 0.91) 0.347 −0.77 (−2.33, 0.79) 0.327
Assoc. Professional −0.90 (−2.50, 0.70) 0.265 −1.08 (−2.55, 0.40) 0.150
Other 0.05 (−2.18, 2.27) 0.967 −0.54 (−2.50, 1.42) 0.584
SEIFA
1st (highest disadvantage) (ref.)
2nd quintile −0.52 (−2.36,1.32) 0.575 −0.65 (−2.65, 1.36) 0.521
3rd quintile −2.10 (−3.98, −0.22) 0.029 −1.16 (−2.90, 0.57) 0.184
4th quintile −1.55 (−3.79,0.69) 0.171 −1.48 (−3.53, 0.57) 0.15
5th quintile (least disadvantage) −2.18 (−3.98, −0.38) 0.018 −1.85 (−3.71, 0.01) 0.051
Smoking status
Never smoked (ref.)
Current smoker 0.55 (−1.09, 2.18) 0.505 −1.40 (−2.76, −0.04) 0.044
Ex-smoker 1.73 (0.05, 3.41) 0.043 0.53 (−1.08, 2.15) 0.512
Self-assessed health
Fair/poor (ref.)
Excellent/very good/good −2.77 (−5.57, 0.03) 0.052 −2.89 (−5.51, −0.28) 0.030
Dieting
Not currently on diet (ref)
Currently on diet 2.41 (0.21, 4.61) 0.032 2.25 (0.25, 4.24) 0.028
Vegetables, legumes/beans (categorical)
<1 serves/day (ref.)
≥1 to <3 serves/day −0.43 (−1.82, 0.96) 0.537 ·· ··
≥3 to <5 serves/day 0.49 (−1.24, 2.21) 0.574 ·· ··
≥5 serves/day −1.56 (−3.32, 0.21) 0.083 ·· ··
Vegetables, legumes/beans (binary)
<5 serves/day (ref.)
≥5 serves/day −1.48 (−2.93, −0.03) 0.046 −1.06 (−2.54, 0.42) 0.156
Fruit (categorical)
<1 serves/day (ref.)
≥1 to <2 serves/day −1.55 (−3.86, 0.72) 0.007 ·· ··
≥2 to <3 serves/day −0.79 (−2.50, 0.93) 0.363 ·· ··
≥3 serves/day −1.13 (−3.19, 0.94) 0.279 ·· ··
Fruit (binary)
<2 serves/day (ref.)
≥2 serves/day −0.47 (−1.84, 0.90) 0.494 0.39 (−1.04, 1.81) 0.588
Grain (cereal) foods (categorical)
Zero or none (ref.)
>0 to <2 serves/day −1.62 (−4.71, 1.47) 0.299 ·· ··
≥2 to <4 serves/day −2.48 (−5.67, 0.71) 0.125 ·· ··
≥4 to <6 serves/day −2.42 (−5.73, 0.89) 0.149 ·· ··
≥6 serves/day −2.78 (−6.09, 0.53) 0.098 ·· ··
Grain (cereal) foods (binary)
<6 serves/day (ref.)
≥6 serves/day −0.64 (−2.07, 0.79) 0.373 0.74 (−0.92, 2.39) 0.376
Whole grain (categorical)
<1 serves/day (ref.)
≥1 to <2 serves/day −0.64 (−2.34, 1.07) 0.459 −0.12 (−1.69, 1.44) 0.874
≥2 to <3 serves/day −1.88 (3.43, −0.33) 0.019 −1.63 (−3.44, 0.17) 0.075
≥3 serves/day −2.10 (−3.78, −0.41) 0.016 −1.58 (−2.96, −0.21) 0.025
Whole grains (binary)
<48 g/day (ref.)
≥48 g/day −1.65 (−2.96, −0.34) 0.014 ·· ··
Whole grain (half of total grain intake)
<50% (ref.)
≥50% −1.84 (−3.12, −0.56) 0.006 ·· ··
Milk and/or alternatives (categorical)
<0.5 serves/day (ref.)
≥0.5 to <1.5 serves/day −1.23 (−3.19, 0.73) 0.214 ·· ··
≥1.5 to <2.5 serves/day −1.08 (−3.05, 0.89) 0.280 ·· ··
≥2.5 serves/day −1.66 (−4.22, 0.89) 0.199 ·· ··
Milk and/or alternatives (binary)
<2.5 serves/day (ref.)
≥2.5 serves/day −0.86 (−2.89, 1.17) 0.401 ·· ··
Meats and/or alternatives (categorical)
<0.5 serves/day (ref.)
≥0.5 to <1.5 serves/day −1.86 (−3.54, −0.17) 0.032 ·· ··
≥1.5 to <2.5 serves/day −0.38 (−1.93, 1.17) 0.624 ·· ··
≥2.5 serves/day −0.58 (−2.32. 1.17) 0.510 ·· ··
Meats and/or alternatives (binary)
<2.5 serves/day (ref.)
≥2.5 serves/day 0.22 (−1.12, 1.55) 0.748 0.87 (−0.34, 2.08) 0.157
Fibre (g/day) −0.07 (−0.11, −0.03) 0.001 ·· ··
CHO (%E) 0.01 (−0.04, 0.07) 0.639 ·· ··
Protein (%E) 0.11 (0.03, 0.20) 0.010 ·· ··
Total fat (%E) −0.03 (−0.07, 0.02) 0.197 −0.06 (−0.14, 0.03) 0.179
Trans-fat (%E) 0.84 (−0.66, 2.34) 0.268 ·· ··
Saturated and trans-fat (%E) −0.05 (−0.17, 0.07) 0.414 ·· ··
Monosaturated fat (%E) −0.04 (−0.18, 0.10) 0.545 ·· ··
Polyunsaturated fat (%E) −0.14 (−0.47, 0.18) 0.381 ·· ··
Alcohol (%E) −0.03 (0.09, 0.03) 0.352 −0.08 (−0.14, −0.005) 0.035
DF (%E) 0.02 (−0.01, 0.05) 0.221 0.01 (−0.03,0.05) 0.475
SSBs (%E) 0.09 (−0.007,0.18) 0.069 0.04 (−0.06, 0.15) 0.378
Added sugar intake (%E) 0.05 (−0.03, 0.13) 0.211 ·· ··
Total energy (MJ) −0.24 (−0.42, −0.05) 0.013 −0.16 (−0.37, 0.05) 0.135
Total PA (minutes/wk) cont 1 −0.003 (−0.004, −0.001) 0.005 −0.002 (−0.004, 0.0002) 0.080
Total PA (minutes/wk) 1
Did not meet recommended guideline (ref.)
Met recommended guidelines −1.38 (−2.86, 0.09) 0.066 ·· ··

Data were analysed using linear regression with data presented from univariable and multivariable linear regression analyses. Collinear diet variables (VIF > 10) were excluded (protein correlated with meat and alternatives, carbohydrate with alcohol, monosaturated fat, polyunsaturated fat, trans-fat saturated fat + trans-fat correlated with total fat, added sugar correlated with SSBs). β, beta-coefficient; CHO, carbohydrate; DF, discretionary foods; MJ, megajoules; MVPA, moderate–vigorous physical activity; PA, physical activity; SEIFA, socio-economic index of disadvantage for areas; SSBs, sugar sweetened beverage, %E, percentage energy. 1 Total minutes of physical activity undertaken in last week (includes walking for transport + walking for fitness + Moderate + Vigorous time but does not include sessions). Used as continuous and dichotomized as whether physical activity last week met 150 min recommended guidelines.