Migration-Related Characteristics and Children’s Consumption of Ultra-Processed Foods
Abstract
1. Introduction
2. Methods
2.1. Study Design and Sample
2.2. Migration Status—Independent Variables
2.3. Dietary Intake and UPF Consumption—Dependent Variables
2.4. Covariates
2.5. Statistical Analysis
3. Results
4. Discussion
5. Strengths and Limitations
6. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Correction Statement
References
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| Dependent Variables (Full Name, as Appeared in the Survey Reported by the Parents) | Dependent Variables (Short Name) | |
|---|---|---|
| 1 | Chocolate-flavored and packaged milk (with or without lactose) (such as Agros®, Ucal®) | Flavored milk |
| 2 | Yogurts with or without lactose, flavored, solid or liquid, with pieces, or combined with chocolate or cereals (such as Mix-In Yogurt with Smarties Kids®), and fermented milks (such as Actimel®) | Flavored yogurt |
| 3 | Plant-based drinks (soy, rice, almond, among others), plant-based alternatives to yogurts and fermented milks | Plant-based drinks |
| 4 | Soft drinks with and without gas (such as Bongo®, Fresky®), flavored waters (such as Luso® Fruta), reconstituted powdered juices (such as Tang®) | Soft & sugary drinks |
| 5 | Nectars and concentrated juices made from fruits or vegetables (Compal® type) | Industrial juices |
| 6 | Iced tea or herbal teas (like Pleno®) | Iced teas |
| 7 | Sliced bread, hamburger or hot dog buns, wraps, toast, bagels, breadsticks | Industrial breads |
| 8 | Sausages, hamburgers, nuggets, fish fingers, seafood delicacies/crab delights, pâtés | Sausages, hamburger, etc. |
| 9 | Plant-based meat substitutes (vegetarian burgers, veggie sausages, seitan, vegetarian pâté, among others) | Plant-based meat substitutes |
| 10 | Ham, salami, mortadella, paio sausage, chorizo | Ham, salami, etc. |
| 11 | Margarine, chocolate/cocoa and hazelnut spreads (like Nutella®, Tulicreme®) | Margarine or other spreads |
| 12 | Spreadable/melted cheese (like The Laughing Cow®), petit suisse (like Philadelphia®, Danonino®) | Industrial cheese |
| 13 | Frozen french fries or those from fast-food restaurants (like McDonald’s) and frozen and instant mashed potatoes | Frozen or fast-food fries |
| 14 | Sauces (any type, including salad dressings), mustard, ketchup, and mayonnaise | Industrial sauces |
| 15 | Ready-made foods (hamburgers, fast food, salads with dressings) | Ready-to-eat food |
| 16 | Pizza, frozen or from fast-food restaurants like Pizza Hut® or Telepizza® | Industrial or fast-food pizza |
| 17 | Pre-cooked foods (frozen and canned/packaged meals, pasta) | Precooked food |
| 18 | Bread snacks (such as Crackers, Gran Pavesi®, Tuc®), savory snacks, salted/sweet popcorn and packaged fried snacks (such as Cheetos®, Pringles®, Doritos®) | Bread-based snacks & chips |
| 19 | Commercial cookies and biscuits with or without filling (such as Oreo®, Chips Ahoy®), cereal bars (such as Chocapic®, Fitness®) | Cookies |
| 20 | Sugary cereals (such as Fitness®, Estrelitas®, Chocapic®, Golden Grahams®, Lion®) | Sugary cereals |
| 21 | Cereal flour, either dairy-based or non-dairy-based (such as Nestum® or Cerelac®) | Dairy/non-dairy cereal flour |
| 22 | Cakes, pies, croissants, pancakes, crepes and other baked goods with or without cream packaging (such as Chipicao®, Bollycao®, Manhãzitos®) | Industrial cakes |
| 23 | Jams and fruit jellies | Fruit jellies and jams |
| 24 | Milk ice cream, cream ice cream and ice cream | Ice cream/sorbets |
| 25 | Puddings and dairy desserts (such as chocolate mousse, cream, vanilla cream, chocolate, caramel) | Puddings & dairy desserts |
| 26 | Gelatin (ready to eat or in powder form) | Gelatin |
| 27 | Chocolates and chocolate snacks (like Kinder Bueno®, KitKat®), candies and chewing gum, caramels, chewing gum | Chocolate & candies |
| n (%) | ||
|---|---|---|
| Sex | Girls | 327 (47.9%) |
| Boys | 355 (52.1%) | |
| Age, mean (SD) | 5.6 (1.0) | |
| Child has always lived in Portugal | No | 55 (8.1%) |
| Yes | 622 (91.9%) | |
| Parents nationality | Two foreign parents | 54 (8.1%) |
| One foreign parent | 58 (8.7%) | |
| Two Portuguese parents | 554 (83.2%) | |
| Mother’s origin | Africa | 21 (3.1%) |
| South America | 45 (6.7%) | |
| Europe | 18 (2.7%) | |
| Portugal | 588 (87.5%) | |
| Father’s origin | Africa | 22 (3.3%) |
| South America | 44 (6.6%) | |
| Europe | 12 (1.8%) | |
| Portugal | 584 (88.2%) | |
| Mother’s education | Below university | 236 (36.4%) |
| University | 412 (63.6%) | |
| Father’s education | Below university | 320 (51.5%) |
| University | 301 (48.5%) | |
| Dependent Variables Yesterday the Child Consumed… | Independent Variable (Ref. Always Lived in Portugal) | Model 1: OR (95% CI), p Crude | Model 2: OR (95% CI), p Adjusted for Sex, Age | Model 3: OR (95% CI), p Adjusted as M2 Plus SES | |
|---|---|---|---|---|---|
| 1 | Flavored milk | No | 2.06 (1.10; 3.85), 0.03 * | 1.97 (1.05; 3.70), 0.04 * | 1.94 (0.93; 4.02), 0.08 * |
| 3 | Plant-based drinks | No | 3.01 (1.37; 6.61), 0.01 ** | 3.12 (1.41; 6.90), 0.01 ** | 1.54 (0.52; 4.61), 0.44 |
| 5 | Industrial juices | No | 3.24 (1.80; 5.85), <0.001 *** | 3.19 (1.76; 5.76), <0.001 *** | 2.66 (1.38; 5.11), 0.00 ** |
| 7 | Industrial breads | No | 4.14 (2.32; 7.39), <0.001 *** | 4.10 (2.29; 7.33), <0.001 *** | 5.34 (2.86; 9.99), <0.001 *** |
| 9 | Plant-based meat substitutes | No | 7.68 (2.17; 27.23), 0.00 ** | 7.01 (1.96; 25.15), 0.00 ** | 15.29 (3.06; 76.35), 0.00 ** |
| 11 | Margarine or other spreads | No | 2.28 (1.21; 4.28), 0.01 * | 2.22 (1.18; 4.20), 0.01 * | 1.61 (0.77; 3.36), 0.20 |
| 13 | Frozen or fast-food fries | No | 2.83 (1.33; 5.99), 0.01 ** | 2.90 (1.36; 6.18), 0.01 ** | 2.15 (0.89; 5.21), 0.09 |
| 14 | Industrial sauces | No | 4.01 (1.96; 8.20), <0.001 *** | 4.12 (2.00; 8.50), <0.001 *** | 3.43 (1.48; 7.95), 0.00 ** |
| 19 | Cookies | No | 1.95 (1.10; 3.45), 0.02 * | 1.93 (1.09; 3.43), 0.03 * | 1.85 (0.99; 3.46), 0.05 |
| 22 | Industrial cakes | No | 2.58 (1.38; 4.80), 0.00 ** | 2.55 (1.36; 4.76), 0.00 ** | 2.10 (1.04; 4.22), 0.04 * |
| Dependent Variables Yesterday the Child Consumed… | Independent Variable (Ref. 2 Portuguese Parents) | Model 1: OR (95% CI), p Crude | Model 2: OR (95% CI), p Adjusted for Sex, Age | Model 3: OR (95% CI), p Adjusted as M2 Plus SES | |
|---|---|---|---|---|---|
| 1 | Flavored milk | 2 foreign parents | 3.54 (1.91; 6.57), <0.001 *** | 3.53 (1.89; 6.57), <0.001 *** | 2.73 (1.31; 5.71), 0.01 ** |
| 1 foreign parent | 1.48 (0.76; 2.86), 0.25 | 1.48 (0.76; 2.88), 0.24 | 1.25 (0.54; 2.87), 0.60 | ||
| 3 | Plant-based drinks | 2 foreign parents | 5.01 (2.33; 10.78), <0.001 *** | 5.00 (2.32; 10.80), <0.001 *** | 3.23 (1.22; 8.51), 0.02 * |
| 1 foreign parent | 2.01 (0.80; 5.05), 0.14 | 1.95 (0.77; 4.92), 0.16 | 1.61 (0.53; 4.83), 0.40 | ||
| 4 | Soft & sugary drinks | 2 foreign parents | 2.78 (1.39; 5.54), 0.00 ** | 2.78 (1.39; 5.54), 0.00 ** | 1.42 (0.59; 3.40), 0.43 |
| 1 foreign parent | 1.76 (0.87; 3.58), 0.12 | 1.77 (0.87; 3.60), 0.12 | 1.85 (0.78; 4.39), 0.16 | ||
| 5 | Industrial juices | 2 foreign parents | 5.50 (2.99; 10.11), <0.001 *** | 5.49 (2.98; 10.12), <0.001 *** | 4.46 (2.26; 8.78), <0.001 *** |
| 1 foreign parent | 1.80 (0.97; 3.35), 0.06 | 1.79 (0.96; 3.34), 0.07 | 1.58 (0.77; 3.22), 0.21 | ||
| 7 | Industrial breads | 2 foreign parents | 6.02 (3.32; 10.92), <0.001 *** | 6.01 (3.31; 10.90), <0.001 *** | 8.09 (4.10; 15.98), <0.001 *** |
| 1 foreign parent | 1.52 (0.80; 2.89), 0.20 | 1.52 (0.80; 2.89), 0.20 | 1.36 (0.65; 2.86), 0.42 | ||
| 9 | Plant-based meat substitutes | 2 foreign parents | 6.16 (1.49; 25.47), 0.01 * | 5.98 (1.44; 24.93), 0.01 * | 11.98 (2.12; 67.65), 0.01 ** |
| 1 foreign parent | 3.41 (0.67; 17.31), 0.14 | 3.44 (0.67; 17.57), 0.14 | 4.41 (0.42; 46.77), 0.22 | ||
| 11 | Margarine or other spreads | 2 foreign parents | 3.59 (1.96; 6.57), <0.001 *** | 3.58 (1.95; 6.57), <0.001 *** | 2.54 (1.25; 5.14), 0.01 * |
| 1 foreign parent | 1.10 (0.54; 2.27), 0.79 | 1.09 (0.53; 2.25), 0.81 | 1.12 (0.50; 2.50), 0.79 | ||
| 12 | Industrial cheese | 2 foreign parents | 1.28 (0.60; 2.74), 0.53 | 1.28 (0.60; 2.73), 0.53 | 1.03 (0.41; 2.57), 0.96 |
| 1 foreign parent | 1.94 (1.01; 3.72), 0.04 * | 1.94 (1.01; 3.73), 0.04 * | 2.78 (1.38; 5.61), 0.00 ** | ||
| 13 | Frozen or fast-food fries | 2 foreign parents | 4.12 (1.99; 8.52), <0.001 *** | 4.14 (2.00; 8.57), <0.001 *** | 3.91 (1.72; 8.87), 0.00 ** |
| 1 foreign parent | 2.50 (1.14; 5.47), 0.02 * | 2.44 (1.11; 5.35), 0.03 * | 2.35 (0.91; 6.06), 0.08 | ||
| 14 | Industrial sauces | 2 foreign parents | 4.73 (2.32; 9.65), <0.001 *** | 4.78 (2.33; 9.78), <0.001 *** | 3.98 (1.73; 9.16), 0.00 ** |
| 1 foreign parent | 1.27 (0.48; 3.37), 0.63 | 1.23 (0.46; 3.25), 0.68 | 1.05 (0.30; 3.67), 0.94 | ||
| 15 | Ready-to-eat food | 2 foreign parents | 3.17 (1.01; 9.95), 0.04 * | 3.18 (1.01; 9.99), 0.04 * | 1.83 (0.38; 8.92), 0.46 |
| 1 foreign parent | 2.06 (0.58; 7.34), 0.27 | 2.03 (0.57; 7.24), 0.28 | 1.19 (0.15; 9.59), 0.87 | ||
| 18 | Bread-based snacks & chips | 2 foreign parents | 2.27 (1.21; 4.29), 0.01 * | 2.27 (1.20; 4.28), 0.01 * | 1.66 (0.78; 3.53), 0.19 |
| 1 foreign parent | 1.32 (0.67; 2.59), 0.42 | 1.33 (0.68; 2.63), 0.41 | 1.50 (0.71; 3.19), 0.29 | ||
| 19 | Cookies | 2 foreign parents | 2.30 (1.27; 4.17), 0.01 * | 2.29 (1.26; 4.15), 0.01 * | 2.23 (1.14; 4.37), 0.02 * |
| 1 foreign parent | 0.78 (0.44; 1.39), 0.40 | 0.78 (0.44; 1.38), 0.39 | 0.95 (0.51; 1.78), 0.88 | ||
| 22 | Industrial cakes | 2 foreign parents | 2.06 (1.08; 3.94), 0.03 * | 2.07 (1.08; 3.95), 0.03 * | 2.00 (0.96; 4.15), 0.06 |
| 1 foreign parent | 0.66 (0.29; 1.49), 0.31 | 0.64 (0.28; 1.47), 0.30 | 0.49 (0.17; 1.40), 0.18 | ||
| 23 | Fruit jellies and jams | 2 foreign parents | 1.09 (0.38; 3.19), 0.87 | 1.09 (0.38; 3.19), 0.87 | 1.66 (0.55; 5.01), 0.37 |
| 1 foreign parent | 2.35 (1.08; 5.14), 0.03 * | 2.36 (1.08; 5.16), 0.03 * | 2.50 (1.07; 5.81), 0.03 * | ||
| 26 | Gelatin | 2 foreign parents | 2.56 (1.20; 5.44), 0.02 * | 2.57 (1.21; 5.47), 0.01 * | 2.18 (0.95; 5.00), 0.07 |
| 1 foreign parent | 0.97 (0.37; 2.55), 0.96 | 0.96 (0.37; 2.52), 0.94 | 0.78 (0.23; 2.66), 0.69 | ||
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Tur, J.A.; Machado-Rodrigues, A.; Rodrigues, D. Migration-Related Characteristics and Children’s Consumption of Ultra-Processed Foods. Foods 2026, 15, 765. https://doi.org/10.3390/foods15040765
Tur JA, Machado-Rodrigues A, Rodrigues D. Migration-Related Characteristics and Children’s Consumption of Ultra-Processed Foods. Foods. 2026; 15(4):765. https://doi.org/10.3390/foods15040765
Chicago/Turabian StyleTur, Josep A., Aristides Machado-Rodrigues, and Daniela Rodrigues. 2026. "Migration-Related Characteristics and Children’s Consumption of Ultra-Processed Foods" Foods 15, no. 4: 765. https://doi.org/10.3390/foods15040765
APA StyleTur, J. A., Machado-Rodrigues, A., & Rodrigues, D. (2026). Migration-Related Characteristics and Children’s Consumption of Ultra-Processed Foods. Foods, 15(4), 765. https://doi.org/10.3390/foods15040765

