Drivers and Barriers Influencing Adherence to the Mediterranean Diet: A Comparative Study across Five Countries
Abstract
:1. Introduction
2. Theoretical Framework and Research Hypothesis
3. Materials and Methods
3.1. Data Collection and Sample
3.2. Measures
3.2.1. The Food Choice Questionnaire
3.2.2. The Sustainable Food Choice Questionnaire
3.2.3. Health and Taste Attitude Scale
3.2.4. Adult Picky Eating Questionnaire
3.2.5. Assessment of Attitudes, Adherence, Drivers, and Barriers to the Mediterranean Diet
3.2.6. Anthropometric and Sociodemographic Variables
3.3. Statistical Analysis
4. Results
4.1. Descriptive Statistics
4.1.1. Food Choice Motives and Picky Eating
- Sensory appeal, health, and natural content were the most important food choice motives across the studied countries;
- Weight control and familiarity were the least important factors;
- Ethical concerns and environmental welfare were the most important sustainability food choice motives in all countries;
- Animal welfare was the least important sustainability food choice motive in Greece, Italy, and Slovenia and became relatively more important, especially in Italy, when the halal item was excluded;
- The local and seasonal dimension was the least relevant sustainability food choice motive in all countries;
- Picky eating was more endorsed in Morocco and Tunisia and relatively less so in Italy and Slovenia;
- Considering its four dimensions, taste aversion was the facet of PE with the highest values across the five countries, followed by food variety;
- Meal disengagement is the least important PE factor in almost all countries.
4.1.2. Adherence to the Mediterranean Diet
4.2. Factors Predicting Adherence to the Mediterranean Diet
4.3. Barriers and Motives to Adherence to the Mediterranean Diet
5. Discussion
Strengths, Limitations, and Future Directions
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A
Predictors | Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | |||||
---|---|---|---|---|---|---|---|---|---|---|
Sex | n | % | n | % | n | % | n | % | n | % |
Females | 414 | 51.8 | 406 | 50.6 | 404 | 50.3 | 410 | 50.9 | 362 | 44.5 |
Males | 382 | 47.8 | 394 | 49.1 | 396 | 49.3 | 395 | 49.0 | 448 | 55.0 |
Other, or prefer not to reply | 4 | 0.5 | 2 | 0.2 | 3 | 0.4 | 1 | 0.1 | 4 | 0.5 |
Age (categories) | n | % | n | % | n | % | n | % | n | % |
18–29 | 150 | 18.8 | 123 | 15.3 | 305 | 38.0 | 107 | 13.3 | 232 | 28.5 |
30–44 | 246 | 30.8 | 186 | 23.2 | 320 | 39.9 | 241 | 29.9 | 387 | 47.5 |
45–59 | 279 | 34.9 | 252 | 31.4 | 151 | 18.8 | 261 | 32.4 | 151 | 18.6 |
60–79 | 125 | 15.6 | 241 | 30.0 | 27 | 3.4 | 197 | 24.4 | 44 | 5.4 |
Age (mean, sd) | 43.9 | 13.5 | 48.7 | 15.4 | 35.6 | 10.9 | 47.4 | 14.4 | 37.1 | 11.4 |
Education level | n | % | n | % | n | % | n | % | n | % |
Lower secondary or below | 23 | 2.9 | 59 | 7.4 | 76 | 9.5 | 60 | 7.4 | 27 | 3.3 |
Upper secondary | 344 | 43.0 | 417 | 52.0 | 293 | 36.5 | 381 | 47.3 | 206 | 25.3 |
Bachelor’s or equivalent | 265 | 33.1 | 88 | 11.0 | 286 | 35.6 | 135 | 16.7 | 249 | 30.6 |
Postgraduate MSc or PhD | 155 | 19.4 | 237 | 29.6 | 137 | 17.1 | 202 | 25.1 | 319 | 39.2 |
Other | 13 | 1.6 | 1 | 0.1 | 11 | 1.4 | 28 | 3.5 | 13 | 1.6 |
Geographical area | n | % | n | % | n | % | n | % | n | % |
Large urbanization area | 232 | 29.0 | 96 | 12.0 | 244 | 30.4 | 14 | 1.7 | 187 | 23.0 |
Metropolitan area | 101 | 12.6 | 63 | 7.9 | 197 | 24.5 | 17 | 2.1 | 157 | 19.3 |
Medium-sized urban area | 119 | 14.9 | 84 | 10.5 | 184 | 22.9 | 144 | 17.9 | 196 | 24.1 |
Small urban area | 219 | 27.4 | 239 | 29.8 | 120 | 14.9 | 182 | 22.6 | 164 | 20.1 |
Nearby rural area | 90 | 11.3 | 255 | 31.8 | 36 | 4.5 | 344 | 42.7 | 85 | 10.4 |
Remote rural area | 39 | 4.9 | 65 | 8.1 | 22 | 2.7 | 105 | 13.0 | 25 | 3.1 |
Income level | n | % | n | % | n | % | n | % | n | % |
A lot of difficulties getting to the end of the month | 154 | 19.3 | 59 | 7.4 | 188 | 23.4 | 83 | 10.3 | 198 | 24.3 |
Some difficulty getting to the end of the month | 400 | 50.0 | 260 | 32.4 | 287 | 35.7 | 240 | 29.8 | 374 | 45.9 |
No difficulty in reaching the end of the month | 169 | 21.1 | 300 | 37.4 | 161 | 20.0 | 264 | 32.8 | 112 | 13.8 |
Manage to save money every month | 49 | 6.1 | 157 | 19.6 | 96 | 12.0 | 182 | 22.6 | 72 | 8.8 |
I refuse to answer | 28 | 3.5 | 26 | 3.2 | 71 | 8.8 | 37 | 4.6 | 58 | 7.1 |
BMI (mean, sd) | 26.0 | 4.8 | 24.4 | 5.1 | 24.7 | 4.8 | 26.3 | 5.1 | 25.8 | 6.2 |
Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) | |
---|---|---|---|---|---|---|
FCQ | ||||||
Health | 5.75 (1.10) a,b | 5.71 (1.02) a | 5.88 (1.28) b | 5.61 (1.19) a | 5.66 (1.35) a | 5.72 (1.20) |
Convenience | 5.21 (1.19) a,b | 5.30 (1.16) b | 5.08 (1.42) a | 5.18 (1.30) a,b | 4.87 (1.51) c | 5.13 (1.33) |
Sensory appeal | 5.87 (1.03) a | 5.81 (0.98) a | 5.93 (1.15) a | 5.56 (1.12) b | 5.80 (1.17) a | 5.79 (1.10) |
Natural content | 5.71 (1.21) a,b | 5.79 (1.21) b | 5.74 (1.33) a,b | 5.57 (1.34) a | 5.59 (1.36) a | 5.68 (1.30) |
Price | 5.76 (1.07) a | 5.47 (1.10) b | 5.46 (1.26) b | 5.50 (1.15) b | 5.36 (1.23) b | 5.51 (1.17) |
Weight control | 5.15 (1.38) a | 4.86 (1.46) b | 4.69 (1.63) b | 4.48 (1.52) c | 4.46 (1.57) c | 4.73 (1.54) |
Familiarity | 5.04 (1.21) a | 4.54 (1.28) b | 4.78 (1.43) c | 5.03 (1.13) a | 4.44 (1.45) b | 4.76 (1.33) |
SUS-FCQ | ||||||
General sustainability (+halal) 1 | 5.24 (1.22) a | 5.42 (1.19) b | 5.80 (1.23) c | 5.06 (1.46) d | 5.76 (1.13) c | 5.46 (1.28) |
General sustainability 2 | 5.53 (1.26) a | 5.79 (1.24) b | 5.65 (1.36) a,b | 5.34 (1.49) c | 5.60 (1.29) a | 5.58 (1.34) |
Animal welfare (+halal) 1 | 4.70 (1.41) a,c | 4.83 (1.33) a | 5.70 (1.39) b | 4.58 (1.63) c | 5.69 (1.30) b | 5.10 (1.50) |
Animal welfare 2 | 5.32 (1.55) a | 5.63 (1.46) b | 5.20 (1.88) a | 5.15 (1.72) a | 5.18 (1.84) a | 5.30 (1.71) |
Ethical concern | 5.68 (1.29) a | 5.83 (1.31) a,b | 5.89 (1.41) b | 5.48 (1.56) c | 5.76 (1.45) a | 5.73 (1.41) |
Environmental welfare | 5.61 (1.38) a | 5.89 (1.3) b | 5.84 (1.48) b | 5.39 (1.54) a | 5.86 (1.42) b | 5.72 (1.44) |
Local and seasonal | 5.12 (1.34) a | 5.43 (1.21) b | 4.89 (1.54) c | 5.29 (1.38) a,b | 4.48 (1.63) d | 5.04 (1.47) |
APEQ | ||||||
Picky eating | 2.29 (0.58) a | 2.20 (0.64) b | 2.75 (0.52) c | 2.14 (0.54) b | 2.70 (0.48) c | 2.42 (0.61) |
Meal presentation | 2.30 (0.66) a | 2.17 (0.72) b | 2.77 (0.66) c | 2.05 (0.62) d | 2.67 (0.64) e | 2.39 (0.71) |
Food variety | 2.29 (0.74) a | 2.21 (0.80) a | 2.65 (0.71) b | 2.20 (0.74) a | 2.64 (0.66) b | 2.40 (0.76) |
Meal disengagement | 2.09 (0.77) a | 1.83 (0.80) b | 2.48 (0.79) c | 2.09 (0.73) a | 2.46 (0.74) c | 2.19 (0.80) |
Taste aversion | 2.37 (0.69) a | 2.42 (0.78) a | 2.91 (0.67) b | 2.24 (0.61) c | 2.90 (0.64) b | 2.57 (0.74) |
AMD | ||||||
Attitude toward MD | 6.22 (1.36) a | 6.29 (1.17) a | 5.14 (1.75) b | 5.71 (1.39) c | 5.26 (1.78) b | 5.72 (1.58) |
HTAS | ||||||
Attitude healthy eating | 4.64 (0.91) a | 4.80 (0.97) b | 4.82 (0.90) b | 4.47 (0.94) c | 4.95 (0.98) d | 4.74 (0.95) |
Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) | |
---|---|---|---|---|---|---|
Health | 0.889 | 0.842 | 0.830 | 0.867 | 0.851 | 0.855 |
Natural content | 0.873 | 0.909 | 0.796 | 0.900 | 0.768 | 0.844 |
Weight control | 0.886 | 0.909 | 0.840 | 0.899 | 0.765 | 0.856 |
Sensory appeal | 0.823 | 0.828 | 0.783 | 0.802 | 0.750 | 0.787 |
Convenience | 0.770 | 0.836 | 0.794 | 0.856 | 0.788 | 0.807 |
Price | 0.790 | 0.856 | 0.712 | 0.811 | 0.702 | 0.767 |
Familiarity | 0.758 | 0.822 | 0.747 | 0.761 | 0.706 | 0.761 |
General sustainability | 0.920 | 0.939 | 0.875 | 0.947 | 0.830 | 0.912 |
Local and seasonal | 0.842 | 0.859 | 0.751 | 0.881 | 0.772 | 0.815 |
Attitude toward MD | 0.953 | 0.919 | 0.888 | 0.922 | 0.916 | 0.922 |
Attitude healthy eating | 0.774 | 0.798 | 0.718 | 0.770 | 0.721 | 0.746 |
Picky eating | 0.877 | 0.898 | 0.798 | 0.874 | 0.756 | 0.873 |
Predictors | Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | |||||
---|---|---|---|---|---|---|---|---|---|---|
Attitude toward MD | beta | se | beta | se | beta | se | beta | se | beta | se |
Health | 0.002 | 0.059 | −0.007 | 0.053 | 0.064 | 0.063 | 0.028 | 0.053 | 0.143 | 0.054 |
Natural content | 0.156 | 0.054 | −0.032 | 0.048 | 0.012 | 0.061 | 0.118 | 0.051 | 0.109 | 0.056 |
Weight control | 0.041 | 0.045 | −0.004 | 0.037 | 0.000 | 0.046 | −0.071 | 0.042 | −0.057 | 0.049 |
Sensory appeal | 0.101 | 0.052 | 0.067 | 0.048 | −0.028 | 0.066 | 0.094 | 0.050 | −0.069 | 0.061 |
Convenience | −0.074 | 0.046 | −0.021 | 0.041 | 0.095 | 0.052 | 0.111 | 0.044 | 0.020 | 0.047 |
Price | 0.034 | 0.049 | −0.049 | 0.041 | 0.027 | 0.058 | −0.086 | 0.048 | 0.095 | 0.056 |
Familiarity | 0.007 | 0.047 | 0.132 | 0.038 | −0.001 | 0.052 | −0.041 | 0.049 | 0.017 | 0.051 |
General sustainability | −0.007 | 0.045 | 0.156 | 0.043 | −0.001 | 0.055 | 0.003 | 0.043 | −0.075 | 0.057 |
Local and seasonal | 0.088 | 0.044 | 0.072 | 0.043 | 0.030 | 0.050 | 0.092 | 0.046 | 0.025 | 0.046 |
Attitude healthy eating | 0.057 | 0.068 | 0.070 | 0.057 | 0.041 | 0.080 | 0.135 | 0.070 | 0.084 | 0.080 |
Picky eating | −0.213 | 0.083 | −0.209 | 0.068 | 0.075 | 0.124 | −0.230 | 0.092 | −0.170 | 0.134 |
Adherence to the MD | beta | se | beta | se | beta | se | beta | se | beta | se |
Health | 0.078 | 0.072 | 0.099 | 0.080 | 0.161 | 0.063 | 0.196 | 0.069 | 0.101 | 0.056 |
Natural content | 0.117 | 0.067 | 0.349 | 0.072 | 0.122 | 0.060 | 0.094 | 0.067 | 0.183 | 0.057 |
Weight control | 0.140 | 0.056 | 0.068 | 0.056 | 0.072 | 0.046 | 0.126 | 0.055 | 0.055 | 0.050 |
Sensory appeal | −0.058 | 0.065 | −0.227 | 0.072 | −0.124 | 0.065 | −0.122 | 0.067 | −0.046 | 0.063 |
Convenience | −0.150 | 0.057 | −0.109 | 0.062 | −0.041 | 0.052 | −0.074 | 0.059 | −0.036 | 0.049 |
Price | −0.051 | 0.061 | −0.086 | 0.062 | −0.098 | 0.058 | −0.002 | 0.063 | −0.170 | 0.057 |
Familiarity | −0.084 | 0.058 | −0.071 | 0.058 | −0.041 | 0.051 | −0.059 | 0.065 | 0.029 | 0.053 |
General sustainability | −0.023 | 0.055 | −0.104 | 0.065 | 0.006 | 0.054 | 0.041 | 0.057 | −0.028 | 0.058 |
Local and seasonal | 0.109 | 0.055 | 0.115 | 0.065 | 0.124 | 0.050 | 0.069 | 0.061 | 0.067 | 0.047 |
Attitude toward MD | 0.095 | 0.044 | 0.185 | 0.053 | 0.034 | 0.035 | 0.223 | 0.047 | 0.053 | 0.036 |
Attitude healthy eating | 0.465 | 0.084 | 0.426 | 0.085 | 0.365 | 0.079 | 0.566 | 0.093 | 0.289 | 0.082 |
Picky eating | −0.092 | 0.103 | −0.207 | 0.102 | −0.253 | 0.122 | −0.356 | 0.122 | −0.313 | 0.138 |
Drivers and Barriers to the MD | Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) |
---|---|---|---|---|---|---|
Drivers | ||||||
Health (positive effect on cholesterol, lowers LDL, and reduces health risks) | 5.85 (1.00) a | 5.80 (1.00) a | 5.07 (1.17) b | 5.42 (1.20) c | 4.82 (1.32) d | 5.39 (1.21) |
Diet quality (healthier, more nutritious food, higher F&Vs, and lower meat consumption) | 6.08 (0.86) a | 6.07 (0.80) a | 5.62 (0.98) b | 5.65 (1.02) b | 5.39 (1.09) c | 5.76 (0.99) |
Applicability (tastier and more sustainable than other diets) | 5.97 (1.04) a | 6.02 (1.04) a | 5.57 (1.21) b | 5.22 (1.32) c | 5.59 (1.21) b | 5.67 (1.21) |
Lifestyle (homemade, unprocessed, additive-free, socialization, and family relations) | 5.78 (0.92) a | 5.72 (0.95) a,c | 5.54 (1.07) b | 5.18 (1.14) d | 5.62 (1.00) b,c | 5.57 (1.04) |
Affordability (easier food access and lower-priced food) | 5.00 (1.15) a | 5.25 (1.15) b | 5.15 (1.17) a,b | 4.13 (1.27) c | 5.14 (1.17) a,b | 4.93 (1.25) |
Environment (positive for environment, better carbon footprint, and local food) | 5.29 (1.00) a | 5.46 (0.98) b | 5.30 (0.92) a | 4.77 (1.12) c | 5.18 (0.97) a | 5.20 (1.03) |
Barriers | ||||||
Health (contain allergenic foods) | 3.92 (1.26) a | 4.03 (1.38) a | 3.95 (1.27) a | 3.63 (1.31) b | 3.94 (1.30) a | 3.89 (1.31) |
Restrictiveness (insufficient food variety, restrictive, difficult diversify food recipes) | 2.60 (1.17) a | 2.39 (1.29) b | 3.47 (1.36) c | 3.00 (1.15) d | 3.11 (1.31) d | 2.91 (1.31) |
Convenience (difficult to prepare and time-consuming) | 3.19 (1.50) a | 2.98 (1.56) a | 3.88 (1.59) b | 3.44 (1.44) c | 3.70 (1.71) b | 3.44 (1.60) |
Taste (contains unpleasant-tasting foods) | 2.18 (1.32) a | 2.04 (1.45) a | 3.11 (1.79) b | 2.63 (1.44) c | 2.53 (1.63) c | 2.50 (1.58) |
Food culture (conflict with cultural habits) | 2.66 (1.49) a | 2.27 (1.45) b | 3.39 (1.76) c | 2.71 (1.46) a,d | 2.91 (1.72) d | 2.79 (1.62) |
Affordability (contains high-priced foods) | 3.83 (1.49) a | 3.18 (1.62) b | 3.96 (1.63) a | 4.00 (1.54) a | 3.86 (1.66) a | 3.77 (1.62) |
Access (limited options in shops and restaurants) | 3.20 (1.38) a | 2.52 (1.46) b | 3.85 (1.52) c | 3.81 (1.40) c | 3.53 (1.56) d | 3.38 (1.55) |
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Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) | |
---|---|---|---|---|---|---|
FCQ | ||||||
Health | 6.0 (5.0–6.9) a | 5.7 (5.0–6.7) a | 6.3 (5.3–7.0) b | 5.7 (4.7–6.7) a | 6.0 (5.0–7.0) a | 6.0 (5.0–7.0) |
Convenience | 5.3 (4.3–6.0) a | 5.3 (4.7–6.0) a | 5.3 (4.3–6.3) a | 5.3 (4.3–6.0) a | 5.0 (5.0–7.0) b | 5.3 (4.3–6.0) |
Sensory appeal | 6.0 (5.3–6.7) a,b | 6.0 (5.3–6.7) a | 6.3 (5.3–7.0) b | 5.7 (5.0–6.3) c | 6.0 (5.0–7.0) a,b | 6.0 (5.0–6.7) |
Natural content | 6.0 (5.0–7.0) a,b | 6.0 (5.0–7.0) a | 6.0 (5.0–7.0) a | 6.0 (4.7–6.7) b | 6.0 (4.7–7.0) a,b | 6.0 (5.0–7.0) |
Price | 6.0 (5.0–6.7) a | 5.7 (4.7–6.3) b | 5.7 (4.7–6.3) b | 5.7 (4.7–6.3) b | 5.3 (4.7–6.3) b | 5.7 (4.7–6.3) |
Weight control | 5.3 (4.3–6.3) a | 5.0 (4.0–6.0) b | 5.0 (4.0–6.0) b | 4.7 (3.7–5.7) c | 4.7 (3.3–5.7) c | 5.0 (4.0–6.0) |
Familiarity | 5.0 (4.3–6.0) a | 4.7 (3.7–5.3) b | 5.0 (4.0–6.0) c | 5.0 (4.3–6.0) a | 4.7 (3.3–5.3) b | 5.0 (4.0–5.7) |
SUS-FCQ | ||||||
General sustainability (+halal) 1 | 5.4 (4.6–6.1) a | 5.7 (4.9–6.3) b | 6.1 (5.1–6.9) c | 5.2 (4.1–6.1) a | 6.0 (5.1–6.7) c | 5.7 (4.7–6.4) |
General sustainability 2 | 5.7 (4.8–6.7) a | 6.0 (5.2–6.8) b | 6.0 (5.0–6.8) b,c | 5.7 (4.5–6.5) a | 6.0 (4.8–6.7) a,c | 5.8 (4.8–6.7) |
Animal welfare (+halal) 1 | 5.0 (4.0–5.7) a | 5.0 (4.0–6.0) a | 6.0 (5.0–7.0) b | 4.7 (3.3–6.0) a | 6.0 (5.0–7.0) b | 5.3 (4.0–6.3) |
Animal welfare 2 | 5.5 (4.0–7.0) a | 6.0 (5.0–7.0) b | 5.5 (4.0–7.0) a | 5.5 (4.0–7.0) a | 5.5 (4.0–7.0) a | 5.5 (4.0–7.0) |
Ethical concern | 6.0 (5.0–7.0) a | 6.0 (5.0–7.0) b | 6.5 (5.0–7.0) b | 6.0 (4.5–7.0) a | 6.0 (5.0–7.0) b | 6.0 (5.0–7.0) |
Environmental welfare | 6.0 (5.0–7.0) a | 6.0 (5.0–7.0) b | 6.0 (5.0–7.0) b | 6.0 (4.5–7.0) a | 6.0 (5.0–7.0) b | 6.0 (5.0–7.0) |
Local and seasonal | 5.3 (4.3–6.0) a | 5.7 (4.7–6.3) b | 5.0 (4.0–6.0) a | 5.3 (4.3–6.3) b | 4.7 (3.3–5.7) c | 5.3 (4.0–6.0) |
APEQ | ||||||
Picky eating | 2.3 (1.9–2.7) a | 2.2 (1.7–2.6) a,b | 2.8 (2.4–3.1) c | 2.1 (1.8–2.5) b | 2.7 (2.4–3.0) c | 2.4 (2.0–2.8) |
Meal presentation | 2.3 (1.9–2.7) a | 2.1 (1.6–2.6) b | 2.7 (2.3–3.1) c | 2.0 (1.6–2.4) d | 2.7 (2.3–3.1) c | 2.4 (1.9–2.9) |
Food variety | 2.3 (1.8–2.8) a | 2.3 (1.5–2.8) a | 2.8 (2.3–3.0) b | 2.3 (1.8–2.8) a | 2.8 (2.3–3.0) b | 2.5 (1.8–3.0) |
Meal disengagement | 2.0 (1.3–2.7) a | 1.7 (1.0–2.3) b | 2.3 (2.0–3.0) c | 2.0 (1.7–2.7) a | 2.3 (2.0–3.0) c | 2.0 (1.7–2.7) |
Taste aversion | 2.3 (1.8–2.8) a | 2.4 (1.8–3.0) a | 3.0 (2.5–3.3) b | 2.2 (1.8–2.7) c | 3.0 (2.5–3.3) b | 2.5 (2.0–3.0) |
AMD | ||||||
Attitude toward MD | 7.0 (6.0–7.0) a | 6.8 (6.0–7.0) a | 5.5 (4.3–6.8) b | 6.0 (5.0–7.0) c | 6.0 (4.3–6.8) b | 6.3 (5.0–7.0) |
HTAS | ||||||
Attitude healthy eating | 4.6 (4.0–5.3) a | 4.8 (4.1–5.5) b | 4.8 (4.3–5.5) b | 4.4 (3.9–5.1) c | 5.0 (4.3–5.6) d | 4.8 (4.1–5.4) |
Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) | ||
---|---|---|---|---|---|---|---|
Mean (SD) | 7.17 (1.79) b | 7.67 (1.89) a | 7.62 (1.84) a | 6.06 (2.05) c | 7.21 (1.91) b | 7.14 (1.98) | |
Median (IQR) | 7.00 (6.00–8.00) b | 8.00 (6.00–9.00) a | 8.00 (6.00–9.00) a | 6.00 (5.00–8.00) c | 7.00 (6.00–9.00) b | 7.00 (6.00–8.00) | |
Low adherence (scores 0–5) | N | 132 | 95 | 95 | 314 | 158 | 794 |
% | 16.5 | 11.8 | 11.8 | 39.0 | 19.4 | 19.7 | |
Medium adherence (scores 6–9) | N | 597 | 575 | 591 | 458 | 564 | 2785 |
% | 74.6 | 71.7 | 73.6 | 56.8 | 69.3 | 69.2 | |
High adherence (scores ≥ 10) | N | 71 | 132 | 117 | 34 | 92 | 446 |
% | 8.9 | 16.5 | 14.6 | 4.2 | 11.3 | 11.1 |
Predictors | Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | |||||
---|---|---|---|---|---|---|---|---|---|---|
Attitude toward MD | β | p | β | p | β | p | β | p | β | p |
Health | 0.001 | 0.978 | −0.006 | 0.899 | 0.047 | 0.309 | 0.024 | 0.591 | 0.109 | 0.008 |
Natural content | 0.139 | 0.004 | −0.033 | 0.503 | 0.009 | 0.847 | 0.114 | 0.019 | 0.083 | 0.049 |
Weight control | 0.041 | 0.370 | −0.005 | 0.904 | 0.000 | 0.997 | −0.078 | 0.088 | −0.050 | 0.242 |
Sensory appeal | 0.076 | 0.055 | 0.056 | 0.158 | −0.019 | 0.665 | 0.076 | 0.061 | −0.045 | 0.254 |
Convenience | −0.065 | 0.108 | −0.021 | 0.604 | 0.077 | 0.067 | 0.104 | 0.013 | 0.017 | 0.674 |
Price | 0.027 | 0.486 | −0.046 | 0.236 | 0.019 | 0.646 | −0.071 | 0.073 | 0.066 | 0.088 |
Familiarity | 0.006 | 0.885 | 0.143 | <0.001 | −0.001 | 0.980 | −0.033 | 0.405 | 0.013 | 0.748 |
General sustainability | −0.006 | 0.883 | 0.164 | <0.001 | 0.000 | 0.992 | 0.003 | 0.948 | −0.055 | 0.182 |
Local and seasonal | 0.086 | 0.047 | 0.073 | 0.097 | 0.026 | 0.553 | 0.091 | 0.047 | 0.023 | 0.584 |
Attitude healthy eating | 0.038 | 0.400 | 0.058 | 0.219 | 0.021 | 0.611 | 0.092 | 0.054 | 0.046 | 0.294 |
Picky eating | −0.090 | 0.010 | −0.115 | 0.002 | 0.022 | 0.542 | −0.090 | 0.012 | −0.046 | 0.207 |
R2 | 0.095 | 0.096 | 0.016 | 0.083 | 0.035 | |||||
Adherence to the MD | β | p | β | p | β | p | β | p | β | p |
Health | 0.049 | 0.278 | 0.052 | 0.213 | 0.111 | 0.010 | 0.112 | 0.005 | 0.072 | 0.071 |
Natural content | 0.079 | 0.081 | 0.220 | <0.001 | 0.087 | 0.043 | 0.061 | 0.160 | 0.130 | 0.001 |
Weight control | 0.109 | 0.012 | 0.051 | 0.223 | 0.063 | 0.115 | 0.092 | 0.024 | 0.045 | 0.275 |
Sensory appeal | −0.033 | 0.371 | −0.117 | 0.002 | −0.077 | 0.057 | −0.066 | 0.068 | −0.028 | 0.463 |
Convenience | −0.099 | 0.009 | −0.066 | 0.080 | −0.032 | 0.426 | −0.047 | 0.209 | −0.029 | 0.453 |
Price | −0.030 | 0.402 | −0.050 | 0.165 | −0.067 | 0.090 | −0.001 | 0.979 | −0.110 | 0.003 |
Familiarity | −0.057 | 0.144 | −0.047 | 0.222 | −0.032 | 0.425 | −0.033 | 0.360 | 0.022 | 0.589 |
General sustainability | −0.016 | 0.677 | −0.067 | 0.113 | 0.005 | 0.906 | 0.030 | 0.469 | −0.019 | 0.634 |
Local and seasonal | 0.082 | 0.046 | 0.073 | 0.077 | 0.102 | 0.013 | 0.046 | 0.262 | 0.057 | 0.159 |
Attitude toward MD | 0.073 | 0.029 | 0.114 | <0.001 | 0.032 | 0.333 | 0.151 | <0.001 | 0.050 | 0.139 |
Attitude healthy eating | 0.238 | <0.001 | 0.218 | <0.001 | 0.178 | <0.001 | 0.260 | <0.001 | 0.148 | <0.001 |
Picky eating | −0.030 | 0.371 | −0.070 | 0.044 | −0.072 | 0.039 | −0.094 | 0.003 | −0.079 | 0.024 |
R2 | 0.190 | 0.221 | 0.120 | 0.266 | 0.110 | |||||
Model fit indices: | ||||||||||
χ2 (df) | 9.061 (9) | 19.801 (7) | 35.224 (8) | 15.428 (10) | 12.362 (5) | |||||
CFI | 1.000 | 0.996 | 0.988 | 0.998 | 0.996 | |||||
TLI | 1.000 | 0.953 | 0.886 | 0.986 | 0.942 | |||||
RMSEA (90% CI) | 0.003 (0.000–0.040) | 0.048 (0.024–0.073) | 0.065 (0.044–0.088) | 0.026 (0.000–0.050) | 0.043 (0.012–0.073) | |||||
SMRM | 0.018 | 0.031 | 0.039 | 0.020 | 0.015 |
Drivers and Barriers to the MD | Greece (n = 800) | Italy (n = 802) | Morocco (n = 803) | Slovenia (n = 806) | Tunisia (n = 814) | Total (n = 4025) |
---|---|---|---|---|---|---|
Drivers | ||||||
Health (positive effect on cholesterol, lowers LDL, and reduces health risks) | 6.0 (5.0–6.7) a | 6.0 (5.3–6.3) a | 5.0 (4.3–6.0) b | 5.7 (4.7–6.0) c | 5.0 (4.0–6.0) d | 5.7 (4.7–6.3) |
Diet quality (healthier, more nutritious food, higher F&Vs, and lower meat consumption) | 6.0 (5.7–7.0) a | 6.0 (5.7–6.7) a | 5.7 (5.0–6.3) b | 6.0 (5.0–6.3) b | 5.7 (4.7–6.0) c | 6.0 (5.0–6.7) |
Applicability (tastier and more sustainable than other diets) | 6.0 (5.0–7.0) a | 6.0 (6.0–7.0) a | 6.0 (5.0–6.0) b | 5.0 (4.0–6.0) c | 6.0 (5.0–7.0) b | 6.0 (5.0–7.0) |
Lifestyle (homemade, unprocessed, additive-free, socialization, and family relations) | 6.0 (5.3–6.3) a | 6.0 (5.0–6.3) a,d | 5.7 (5.0–6.3) b | 5.3 (4.3–6.0) c | 5.7 (5.0–6.3) b,d | 5.7 (5.0–6.3) |
Affordability (easier food access, and lower-priced food) | 5.0 (4.5–6.0) a | 5.5 (4.5–6.0) b | 5.0 (4.5–6.0) b | 4.0 (3.5–5.0) c | 5.0 (4.5–6.0) a,b | 5.0 (4.0–6.0) |
Environment (positive for environment, better carbon footprint, and local food) | 5.3 (4.5–6.0) a | 5.5 (4.8–6.3) b | 5.3 (4.8–6.0) a | 4.8 (4.0–5.5) c | 5.3 (4.5–6.0) a | 5.3 (4.5–6.0) |
Barriers | ||||||
Health (contain allergenic foods) | 4.0 (3.0–5.0) a | 4.0 (3.0–5.0) a | 4.0 (3.0–4.5) a | 4.0 (2.5–4.5) b | 4.0 (3.0–5.0) a | 4.0 (3.0–4.5) |
Restrictiveness (insufficient food variety, restrictive, and difficult diversify food recipes) | 2.3 (1.7–3.3) a | 2.0 (1.3–3.0) b | 3.3 (2.3–4.3) c | 3.0 (2.0–4.0) d | 3.0 (2.0–4.0) d | 2.7 (2.0–3.7) |
Convenience (difficult to prepare and time-consuming) | 3.0 (2.0–4.0) a | 3.0 (2.0–4.0) a | 4.0 (3.0–5.0) b | 4.0 (2.0–4.0) c | 4.0 (2.0–5.0) b,c | 3.0 (2.0–5.0) |
Taste (contains unpleasant-tasting foods) | 2.0 (1.0–3.0) a | 2.0 (1.0–2.0) b | 3.0 (2.0–4.0) c | 2.0 (2.0–4.0) d | 2.0 (1.0–3.0) e | 2.0 (1.0–3.0) |
Food culture (conflict with cultural habits) | 2.0 (2.0–4.0) a | 2.0 (1.0–3.0) b | 3.0 (2.0–5.0) c | 2.0 (1.0–4.0) a | 2.0 (2.0–4.0) a | 2.0 (1.0–4.0) |
Affordability (contains high-priced foods) | 4.0 (3.0–5.0) a | 3.0 (2.0–4.0) b | 4.0 (3.0–5.0) a | 4.0 (3.0–5.0) a | 4.0 (3.0–5.0) a | 4.0 (2.0–5.0) |
Access (limited options in shops and restaurants) | 3.0 (2.0–4.0) a | 2.0 (1.0–3.5) b | 4.0 (3.0–5.0) c | 4.0 (3.0–5.0) c | 3.5 (2.0–4.5) d | 3.5 (2.0–4.5) |
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Biggi, C.; Biasini, B.; Ogrinc, N.; Strojnik, L.; Endrizzi, I.; Menghi, L.; Khémiri, I.; Mankai, A.; Slama, F.B.; Jamoussi, H.; et al. Drivers and Barriers Influencing Adherence to the Mediterranean Diet: A Comparative Study across Five Countries. Nutrients 2024, 16, 2405. https://doi.org/10.3390/nu16152405
Biggi C, Biasini B, Ogrinc N, Strojnik L, Endrizzi I, Menghi L, Khémiri I, Mankai A, Slama FB, Jamoussi H, et al. Drivers and Barriers Influencing Adherence to the Mediterranean Diet: A Comparative Study across Five Countries. Nutrients. 2024; 16(15):2405. https://doi.org/10.3390/nu16152405
Chicago/Turabian StyleBiggi, Chiara, Beatrice Biasini, Nives Ogrinc, Lidija Strojnik, Isabella Endrizzi, Leonardo Menghi, Ikram Khémiri, Amani Mankai, Fethi Ben Slama, Henda Jamoussi, and et al. 2024. "Drivers and Barriers Influencing Adherence to the Mediterranean Diet: A Comparative Study across Five Countries" Nutrients 16, no. 15: 2405. https://doi.org/10.3390/nu16152405
APA StyleBiggi, C., Biasini, B., Ogrinc, N., Strojnik, L., Endrizzi, I., Menghi, L., Khémiri, I., Mankai, A., Slama, F. B., Jamoussi, H., Riviou, K., Elfazazi, K., Rehman, N., Scazzina, F., & Menozzi, D. (2024). Drivers and Barriers Influencing Adherence to the Mediterranean Diet: A Comparative Study across Five Countries. Nutrients, 16(15), 2405. https://doi.org/10.3390/nu16152405