What Is Nutritious Snack Food? A Comparison of Expert and Layperson Assessments
Abstract
:1. Introduction
2. Material and Methods
2.1. Snack Selection
2.2. Survey and Data Collection
2.3. Expert Participant Survey
2.4. Lay Participant Survey
2.5. Nutrient Profile Models
2.6. Data Analysis
3. Results
3.1. Participant Characteristics
3.2. Definition of “Nutritious”
3.3. Evaluation of the Nutritiousness of Snacks
4. Discussion
5. Conclusions
Acknowledgments
Financial Support
Author Contributions
Conflicts of Interest
Appendix A
Snack | AUSNUT Food ID | Small Portion (g) | Large Portion (g) | Energy (kJ/100 g) | Saturated Fat (g/100 g) | Total Sugar (g/100 g) | Sodium (mg/100 g) | Fruit, Vegetable and Nuts (%) | Fiber (g/100 g) | Protein (g/100 g) | HSR | Health Stars | Ofcom NP Score | Ofcom Category |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Carrot | 13A11671 | 80 | 160 | 133 | 0 | 5 | 38 | 100 | 4 | 0.8 | −12 | ★★★★★ | −9 | healthy |
Apple | 06D10559 | 90 | 180 | 239 | 0 | 11.9 | 1 | 100 | 2.3 | 0.3 | −8 | ★★★★✧ | −6 | healthy |
Rice cake | 02C10116 | 25 | 50 | 1683 | 0.62 | 0.3 | 118 | 0 | 4.4 | 8.6 | −3 | ★★★★ | −4 | healthy |
Mixed nuts | 11B10240 | 40 | 80 | 2642 | 4.03 | 3.9 | 4 | 100 | 7.6 | 19 | −14 | ★★★★★ | −4 | healthy |
Natural yoghurt | 09C20042 | 120 | 240 | 241 | 0.19 | 5.9 | 84 | 0 | 0 | 6.6 | −3 | ★★★★★ | −3 | healthy |
Toast slice | 02B10754 | 25 | 50 | 1247 | 0.79 | 2.3 | 520 | 0 | 7.4 | 13.2 | −7 | ★★★★✧ | −2 | healthy |
Dried fruit | 06E10091 | 30 | 60 | 1247 | 0.08 | 68.5 | 78 | 100 | 5.6 | 2 | 3 | ★★★ | 2 | healthy |
Flavoured yoghurt | 09C10095 | 120 | 240 | 401 | 2 | 11.6 | 60 | 20 | 0.1 | 4.7 | 2 | ★★★ | 2 | healthy |
Peanuts (roasted, salted) | 11B10201 | 30 | 60 | 2667 | 9.18 | 4.4 | 335 | 100 | 6.2 | 25.1 | −6 | ★★★★ | 4 | less healthy |
Muesli bar | 12C10415 | 25 | 50 | 1713 | 3.42 | 23.6 | 128 | 20 | 7.7 | 6.3 | 6 | ★★★ | 9 | less healthy |
Muffin | 02E10477 | 90 | 180 | 1516 | 1.84 | 25.9 | 343 | 10 | 1.4 | 4.8 | 12 | ★★ | 12 | less healthy |
Potato chips | 10D10155 | 25 | 50 | 2233 | 6.8 | 2.2 | 415 | 0 | 3.5 | 4.7 | 13 | ★★ | 12 | less healthy |
Nut bar | 12C10531 | 30 | 60 | 2248 | 10.57 | 20.7 | 21 | 70 | 8.4 | 15.7 | 9 | ★★✧ | 13 | less healthy |
Protein bar | 02C20379 | 30 | 60 | 1811 | 6.97 | 9 | 203 | 0 | 1.4 | 34.2 | 13 | ★★ | 13 | less healthy |
Ice cream | 09D10212 | 40 | 80 | 788 | 7.16 | 18.4 | 48 | 0 | 0 | 3.7 | 13 | ★★ | 13 | less healthy |
Lollies | 12C10423 | 50 | 100 | 1350 | 0 | 50.6 | 110 | 0 | 0 | 5.3 | 16 | ★✧ | 15 | less healthy |
Carrot cake | 02E10440 | 100 | 200 | 1582 | 4.02 | 30 | 336 | 10 | 1.5 | 4.3 | 16 | ★✧ | 15 | less healthy |
Popcorn | 10D10135 | 20 | 40 | 2115 | 12.6 | 0.6 | 645 | 0 | 8.5 | 9.1 | 16 | ★✧ | 18 | less healthy |
Chocolate biscuits | 02C20284 | 25 | 50 | 1841 | 8.38 | 23.9 | 308 | 0 | 1.9 | 6.2 | 20 | ★✧ | 19 | less healthy |
Chocolate | 12C10407 | 20 | 40 | 2206 | 18.76 | 54.6 | 68 | 0 | 2.3 | 7.6 | 31 | ✧ | 23 | less healthy |
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Expert (n = 206) | Lay (n = 269) | |||||
---|---|---|---|---|---|---|
Word | Frequency (n) | % | Word | Frequency (n) | % | |
1 | nutrient | 115 | 55.6 | body | 100 | 37.0 |
2 | provide | 73 | 35.3 | healthy | 96 | 35.6 |
3 | fat | 49 | 23.7 | nutrient | 73 | 27.0 |
4 | contain | 49 | 23.7 | vitamin | 73 | 27.0 |
5 | health | 48 | 23.2 | good | 62 | 23.0 |
6 | vitamin | 46 | 22.2 | mineral | 53 | 19.6 |
7 | mineral | 43 | 20.8 | provide | 43 | 15.9 |
8 | micronutrient | 38 | 18.4 | fat | 36 | 13.3 |
9 | fibre | 38 | 18.4 | contain | 36 | 13.3 |
10 | good | 36 | 17.4 | sugar | 29 | 10.7 |
11 | sugar | 36 | 17.4 | energy | 25 | 9.3 |
12 | body | 35 | 16.9 | full | 23 | 8.5 |
13 | macronutrient | 34 | 16.4 | protein | 23 | 8.5 |
14 | essential | 29 | 14.0 | health | 22 | 8.1 |
15 | sodium/salt | 29 | 14.0 | need | 22 | 8.1 |
16 | energy | 27 | 13.0 | essential | 21 | 7.8 |
17 | healthy | 26 | 12.6 | processed | 19 | 7.0 |
18 | dense | 25 | 12.1 | function | 18 | 6.7 |
19 | saturated | 23 | 11.1 | fibre | 17 | 6.3 |
20 | added | 22 | 10.6 | fresh | 15 | 5.6 |
21 | kilojoule | 17 | 8.2 | ingredient | 14 | 5.2 |
22 | amount | 15 | 7.2 | beneficial | 14 | 5.2 |
23 | protein | 15 | 7.2 | require | 14 | 5.2 |
24 | beneficial | 14 | 6.8 | diet | 13 | 4.8 |
25 | food group | 13 | 6.3 | fuel | 13 | 4.8 |
HSR Score | Ofcom NP | Expert Evaluation | Lay Evaluation | ||||
---|---|---|---|---|---|---|---|
Small Portion | Large Portion | Small Portion | Large Portion | ||||
HSR score | 1 | 0.955 ** | −0.847 ** | −0.805 ** | −0.854 ** | −0.843 ** | |
Ofcom NP | 0.955 ** | 1 | −0.824 ** | −0.759 ** | −0.824 ** | −0.812 ** | |
Expert evaluation | small portion | −0.847 ** | −0.824 ** | 1 | 0.974 ** | 0.923 ** | 0.916 ** |
large portion | −0.805 ** | −0.759 ** | 0.974 ** | 1 | 0.893 ** | 0.892 ** | |
Lay evaluation | small portion | −0.854 ** | −0.824 ** | 0.923 ** | 0.893 ** | 1 | 0.998 ** |
large portion | −0.843 ** | −0.812 ** | 0.916 ** | 0.892 ** | 0.998 ** | 1 |
Snack | Portion Size (g) | Expert Perception | Lay Participant Perception | Difference between | HSR | Ofcom NP | ||
---|---|---|---|---|---|---|---|---|
Mean | SD | Mean | SD | Evaluations | ||||
Carrots | 160 | 92.0 | 14.5 | 85.0 | 16.3 | 7.0 * | −12 | −9 |
80 | 89.4 | 17.4 | 84.3 | 18.3 | 5.1 * | |||
Apple | 180 | 92.2 | 11.4 | 81.6 | 15.3 | 10.6 * | −8 | −6 |
90 | 89.8 | 13.8 | 80.0 | 17.1 | 9.7 * | |||
Rice cakes | 50 | 48.3 | 22.2 | 50.6 | 22.0 | −2.3 | −3 | −4 |
25 | 47.4 | 23.2 | 51.8 | 24.2 | −4.5 | |||
Mixed nuts | 80 | 67.3 | 21.4 | 69.0 | 19.1 | −1.7 | −14 | −4 |
40 | 84.3 | 14.7 | 74.5 | 16.9 | 9.8 * | |||
Natural yoghurt | 240 | 86.9 | 13.4 | 63.6 | 20.7 | 23.3 * | −3 | −3 |
120 | 90.1 | 10.6 | 67.0 | 20.4 | 23.0 * | |||
Toast slices | 50 | 60.2 | 20.0 | 45.8 | 20.4 | 14.4 * | −7 | −2 |
25 | 62.4 | 20.5 | 47.8 | 22.1 | 14.6 * | |||
Dried fruit | 60 | 59.5 | 19.4 | 54.8 | 22.6 | 4.8 | 3 | 2 |
30 | 69.4 | 18.8 | 57.0 | 22.4 | 12.5 * | |||
Flavoured yoghurt | 240 | 60.3 | 19.2 | 40.3 | 20.7 | 20.0 * | 2 | 2 |
120 | 70.6 | 17.6 | 43.7 | 20.4 | 26.9 * | |||
Salted nuts | 50 | 46.9 | 19.5 | 43.0 | 20.6 | 3.9 | −6 | 4 |
30 | 55.3 | 19.9 | 46.6 | 20.7 | 8.7 * | |||
Muesli bar | 50 | 43.2 | 19.5 | 41.8 | 20.4 | 1.4 | 6 | 9 |
25 | 50.7 | 20.7 | 44.0 | 20.4 | 6.7 * | |||
Muffin | 180 | 18.7 | 15.1 | 24.1 | 18.0 | −5.4 * | 12 | 12 |
90 | 23.9 | 16.6 | 25.9 | 17.7 | −1.9 | |||
Potato chips | 50 | 11.1 | 13.5 | 16.3 | 15.3 | −5.2 * | 13 | 12 |
25 | 14.1 | 14.0 | 18.1 | 16.4 | −4.0 | |||
Nut bar | 60 | 48.5 | 20.3 | 44.8 | 20.6 | 3.6 | 9 | 13 |
30 | 58.7 | 20.4 | 48.7 | 20.0 | 10.0 * | |||
Protein bar | 60 | 34.5 | 21.1 | 42.2 | 20.6 | −7.7 * | 13 | 13 |
30 | 40.5 | 23.1 | 45.3 | 21.1 | −4.8 | |||
Vanilla ice cream | 80 | 24.1 | 18.9 | 19.1 | 15.7 | 5.1 * | 13 | 13 |
40 | 28.9 | 20.7 | 22.3 | 17.4 | 6.6 * | |||
Lollies | 100 | 4.3 | 7.8 | 7.5 | 11.4 | −3.2 * | 16 | 15 |
50 | 6.1 | 10.3 | 8.5 | 12.1 | −2.4 | |||
Carrot cake | 200 | 14.7 | 14.8 | 17.4 | 16.4 | −2.8 | 16 | 15 |
100 | 19.7 | 15.5 | 20.5 | 15.5 | −0.8 | |||
Popcorn | 40 | 49.0 | 20.0 | 38.6 | 20.9 | 10.3 * | 16 | 18 |
20 | 55.6 | 21.3 | 42.0 | 23.0 | 13.6 * | |||
Cookie | 50 | 14.9 | 13.4 | 19.9 | 14.8 | −5.0 * | 20 | 19 |
25 | 18.8 | 15.8 | 22.9 | 16.9 | −4.1 | |||
Chocolate | 40 | 15.7 | 14.6 | 21.6 | 17.8 | −5.9 * | 31 | 23 |
20 | 21.1 | 17.8 | 24.7 | 18.4 | −3.6 |
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Bucher, T.; Hartmann, C.; Rollo, M.E.; Collins, C.E. What Is Nutritious Snack Food? A Comparison of Expert and Layperson Assessments. Nutrients 2017, 9, 874. https://doi.org/10.3390/nu9080874
Bucher T, Hartmann C, Rollo ME, Collins CE. What Is Nutritious Snack Food? A Comparison of Expert and Layperson Assessments. Nutrients. 2017; 9(8):874. https://doi.org/10.3390/nu9080874
Chicago/Turabian StyleBucher, Tamara, Christina Hartmann, Megan E. Rollo, and Clare E. Collins. 2017. "What Is Nutritious Snack Food? A Comparison of Expert and Layperson Assessments" Nutrients 9, no. 8: 874. https://doi.org/10.3390/nu9080874
APA StyleBucher, T., Hartmann, C., Rollo, M. E., & Collins, C. E. (2017). What Is Nutritious Snack Food? A Comparison of Expert and Layperson Assessments. Nutrients, 9(8), 874. https://doi.org/10.3390/nu9080874