Background
Methods
Study population
Questionnaire measuring dilemmas for food choice motives during purchasing
Implicit assessment of dilemma
Explicit assessment of dilemma
Composite variable
Sociodemographic, economic and lifestyle data
Food group intake, adherence to food group guidelines, and dietary quality (mPNNS-GS score)
Statistical analysis
Results
Characteristics of the sample
Meat | Fish | Dairy products | ||||
---|---|---|---|---|---|---|
Strongly agree/agree (%) | Dilemma (%) | Strongly agree/agree (%) | Dilemma (%) | Strongly agree/agree (%) | Dilemma (%) | |
Implicit approach | ||||||
I purchase [meat/fish/dairy products] for health issues | 91.60 | 20.77a
| 86.24 | 19.55a
| 75.14 | 8.32a
|
I avoid purchasing [meat/fish/dairy products] for environmental issues | 25.60 | 24.42 | 11.69 | |||
Explicit approach | ||||||
I am torn between purchasing [meat/fish/dairy products] to follow dietary guidelines or limit purchase for environmental issues | 31.94 | 31.75 | 14.79 | |||
Composite variableb
| 12.01 | 13.09 | 4.64 |
All sample | Meat | Fish | Dairy product | |||||||
---|---|---|---|---|---|---|---|---|---|---|
N = 22,935 | No dilemma | Dilemma | P1
| No dilemma | Dilemma | P1
| No dilemma | Dilemma | P1
| |
N = 18,138 |
N = 2767 |
N = 17,715 |
N = 2913 |
N = 20,221 |
N = 1001 | |||||
Sex, % | <0.0001 | <0.0001 | 0.75 | |||||||
Women | 75.2 | 76.6 | 81.1 | 76.4 | 83.3 | 77.5 | 77.0 | |||
Men | 24.8 | 23.4 | 18.9 | 23.6 | 16.7 | 22.5 | 23.0 | |||
Age (years), % | <0.0001 | <0.0001 | <0.0001 | |||||||
18–30 | 9.0 | 9.1 | 6.7 | 8.6 | 6.5 | 9.4 | 2.5 | |||
30–50 | 32.0 | 33.1 | 27.6 | 32.6 | 29.6 | 33.3 | 17.7 | |||
50–65 | 40.6 | 40.5 | 44.2 | 40.9 | 45.1 | 40.0 | 54.8 | |||
> 65 | 18.4 | 17.4 | 21.6 | 18.0 | 18.8 | 17.3 | 25.1 | |||
Educational level, % | 0.090 | 0.014 | <0.0001 | |||||||
Primary | 2.4 | 2.4 | 2.7 | 2.3 | 2.9 | 2.3 | 4.6 | |||
Secondary | 31.5 | 31.2 | 32.8 | 31.3 | 32.5 | 30.4 | 46.8 | |||
University (≤ 3 years) | 30.7 | 31.1 | 30.0 | 30.8 | 31.8 | 31.2 | 26.0 | |||
University (> 3 years) | 35.4 | 35.3 | 34.5 | 35.6 | 32.8 | 36.2 | 22.6 | |||
Income (€/UC)2, % | 0.27 | 0.0057 | <0.0001 | |||||||
200 | 11.1 | 10.8 | 10.7 | 10.4 | 11.4 | 10.8 | 13.6 | |||
1200–1800 | 22.8 | 22.7 | 23.3 | 22.6 | 24.1 | 22.8 | 24.1 | |||
1800–2700 | 28.7 | 28.7 | 29.8 | 28.8 | 29.8 | 28.8 | 32.1 | |||
700 | 33.2 | 33.6 | 32.3 | 34.1 | 30.7 | 33.6 | 25.0 | |||
Missing data | 4.3 | 4.2 | 3.9 | 4.2 | 4.0 | 4.1 | 5.3 | |||
Household composition, % | 0.0022 | 0.49 | <0.0001 | |||||||
One adult | 18.0 | 17.6 | 19.7 | 17.9 | 18.1 | 18.2 | 20.7 | |||
Two adults | 46.3 | 45.8 | 47.2 | 46.0 | 47.0 | 45.3 | 52.6 | |||
Household with ≥1 child | 13.8 | 14.5 | 12.8 | 14.2 | 14.0 | 14.6 | 7.1 | |||
Household with ≥1 teenager | 17.1 | 17.1 | 16.3 | 17.0 | 16.7 | 17.0 | 16.1 | |||
Household with ≥1 child and 1 teenager | 4.8 | 5.0 | 4.1 | 4.9 | 4.2 | 4.9 | 3.6 | |||
Smoking status, % | 0.0023 | 0.043 | 0.0011 | |||||||
Never smoker | 49.9 | 49.6 | 52.6 | 49.9 | 51.3 | 50.4 | 49.4 | |||
Former smoker | 39.9 | 39.8 | 38.6 | 39.8 | 39.9 | 39.2 | 43.3 | |||
Current smoker | 10.2 | 10.6 | 8.8 | 10.3 | 8.8 | 10.5 | 7.3 | |||
Physical activity, % | <0.0001 | <0.0001 | <0.0001 | |||||||
Low | 18.4 | 19.3 | 14.6 | 18.5 | 16.3 | 18.7 | 14.1 | |||
Moderate | 37.8 | 37.9 | 39.4 | 38.1 | 38.3 | 38.5 | 32.8 | |||
High | 32.6 | 31.7 | 35.4 | 32.1 | 35.8 | 31.7 | 42.5 | |||
Missing data | 11.1 | 11.1 | 10.6 | 11.3 | 9.7 | 11.1 | 10.7 | |||
BMI (kg/m2), % | <0.0001 | <0.0001 | 0.032 | |||||||
< 25 | 69.6 | 68.6 | 75.7 | 69.1 | 74.6 | 70.0 | 66.3 | |||
25–30 | 22.7 | 23.2 | 19.3 | 23.1 | 18.8 | 22.3 | 25.7 | |||
> 30 | 7.70 | 8.20 | 5.1 | 7.90 | 6.60 | 7.7 | 7.8 | |||
Dietary characteristics | ||||||||||
mPNNS-GS3,4
| 7.7 ± 1.6 | 7.6 ± 1.6 | 8.0 ± 1.6 | <0.0001 | 7.7 ± 1.6 | 7.8 ± 1.6 | <0.0001 | 7.6 ± 1.6 | 8.1 ± 1.6 | <0.0001 |
Energy intake (kcal/day) | 1893.8 ± 470.0 | 1894.1 ± 465.0 | 1850.8 ± 461.30 | <0.0001 | 1891.3 ± 465.1 | 1848.5 ± 457.4 | <0.0001 | 1891.1 ± 465.0 | 1827.5 ± 453.5 | 0.0002 |
Meat | ||||||||||
Intake (g/day) | 69.6 ± 51.7 | 72.6 ± 51.8 | 60.3 ± 46.5 | <0.0001 | 71.6 ± 51.8 | 60.5 ± 47.7 | <0.0001 | 69.9 ± 51.6 | 65.2 ± 47.6 | 0.002 |
Adherence to dietary guidelines5
| 51.8 | 53.2 | 48.8 | <0.0001 | 53.4 | 48.7 | <0.0001 | 52.0 | 51.7 | 0.834 |
Fish | ||||||||||
Intake (g/day) | 42.3 ± 44.5 | 43.8 ± 45.1 | 41.6 ± 42.3 | 0.0221 | 42.7 ± 44.7 | 42.9 ± 42.9 | 0.8066 | 42.3 ± 44.5 | 42.0 ± 42.6 | 0.85 |
Adherence to dietary guidelines6
| 56.0 | 55.4 | 65.5 | <0.0001 | 57.8 | 58.3 | 0.60 | 55.6 | 62.6 | <0.0001 |
Dairy products | ||||||||||
Intake (g/day) | 191.3 ± 151.1 | 193.7 ± 150.5 | 178.0 ± 146.3 | <0.0001 | 194.1 ± 151.1 | 175.4 ± 142.6 | <0.0001 | 193.8 ± 150.7 | 181.1 ± 144.8 | 0.02 |
Adherence to dietary guidelines7
| 28.8 | 29.1 | 28.1 | 0.28 | 29.2 | 27.4 | 0.039 | 29.1 | 31.5 | 0.10 |
Meat | Fish | Dairy products | ||||
---|---|---|---|---|---|---|
OR (95% CI) |
P
| OR (95% CI) |
P
| OR (95% CI) |
P
| |
Sex |
< 0.0001
|
< 0.0001
| 0.25 | |||
Women | 1 | 1 | 1 | |||
Men | 0.73 (0.66–0.82) |
< 0.0001
| 0.64 (0.58–0.71) |
< 0.0001
| 0.91 (0.78–1.07) | 0.25 |
Age (years) |
< 0.0001
|
< 0.0001
|
<0.0001
| |||
18–30 | 1 | 1 | 1 | |||
30–50 | 1.26 (1.05–1.45) |
0.011
| 1.30 (1.09–1.56) | 0.099 | 2.15 (1.39–3.32) |
0.0005
|
50–65 | 1.78 (1.49–2.11) |
< 0.0001
| 1.70 (1.43–2.02) |
< 0.0001
| 4.90 (3.23–7.43) |
<0.0001
|
> 65 | 2.12 (1.75–2.56) |
<0.0001
| 1.73 (1.43–2.10) |
< 0.0001
| 4.89 (3.17–7.53) |
<0.0001
|
Educational level | 0.37 | 0.62 |
<0.0001
| |||
University (> 3 years) | 1 | 1 | 1 | |||
University (≤ 3 years) | 0.91 (0.82–1.01) | 0.088 | 1.02 (0.92–1.13) | 0.79 | 1.08 (0.89–1.30) | 0.44 |
Secondary | 0.93 (0.82–1.04) | 0.20 | 0.98 (0.88–1.09) | 0.21 | 1.56 (1.30–1.86) |
<0.0001
|
Primary | 0.94 (0.72–1.22) | 0.63 | 1.13 (0.88–1.46) | 0.31 | 1.73 (1.22–2.45) |
0.0022
|
Income (€/UC) |
0.0063
|
<0.0001
|
<0.0001
| |||
> 2700 | 1 | 1 | 1 | |||
1800–2700 | 1.13 (1.01–1.26) |
0.028
| 1.18 (1.06–1.32) |
0.0020
| 1.46 (1.22–1.74) |
<0.0001
|
1200–1800 | 1.19 (1.05–1.34) |
0.0046
| 1.26 (1.12–1.42) |
<0.0001
| 1.47 (1.20–1.79) |
0.0001
|
< 1200 | 1.28 (1.10–1.50) |
0.0019
| 1.39 (1.19–1.62) |
<0.0001
| 2.10 (1.65–2.68) |
<0.0001
|
Missing data | 0.97 (0.78–1.21) | 0.79 | 1.05 (0.85–1.30) | 0.65 | 1.68 (1.23–2.29) |
0.0012
|
Household composition | 0.39 | 0.39 | 0.67 | |||
One adult | 1 | 1 | 1 | |||
Two adults | 0.94 (0.83–1.05) | 0.26 | 1.08 (0.96–1.20) | 0.31 | 0.98 (0.83–1.17) | 0.85 |
Household with ≥1 child | 0.99 (0.84–1.17) | 0.93 | 1.16 (0.99–1.37) |
0.028
| 0.88 (0.64–1.20) | 0.41 |
Household with ≥1 teenager | 0.90 (0.78–1.04) | 0.14 | 1.00 (0.87–1.15) | 0.50 | 0.86 (0.69–1.08) | 0.19 |
Household with ≥1 child and 1 teenager | 0.85 (0.78–1.07) | 0.16 | 0.93 (0.75–1.17) | 0.22 | 0.89 (0.60–1.31) | 0.56 |
Intake (g/day) | Adherence to food group guidelines | Dietary quality (mPNNS-GS)2,3
| |||||
---|---|---|---|---|---|---|---|
Mean ± SD |
P
4,5
| OR (95% CI) |
P
6,7
| Mean ± SD |
P
4,8,9
| ||
Meat | No dilemma | 72.6 ± 51.8 |
<0.0001
| 16
|
0.0002
| 7.6 ± 1.6 |
<0.0001
|
Dilemma | 60.3 ± 46.5 | 0.83 (0.76–0.92) | 8.0 ± 1.6 | ||||
Fish | No dilemma | 43.8 ± 45.1 |
<0.0001
| 110
| 0.48 | 7.7 ± 1.6 |
0.0048
|
Dilemma | 41.6 ± 42.3 | 0.97 (0.88–1.07) | 7.8 ± 1.6 | ||||
Dairy products | No dilemma | 193.8 ± 150.7 |
0.045
| 111
| 0.41 | 7.6 ± 1.6 |
<0.0001
|
Dilemma | 181.1 ± 144.8 | 1.07 (0.91–1.27) | 8.1 ± 1.6 |