| Literature DB >> 35055890 |
Raquel P F Guiné1, Sofia G Florença2, Cristina A Costa1, Paula M R Correia1, Manuela Ferreira3, João Duarte3, Ana P Cardoso4, Sofia Campos4, Ofélia Anjos5,6,7.
Abstract
Edible insects (EI) have been consumed as traditional foods in many parts of the globe, but in other regions, they are not readily accepted, particularly in Western countries. However, because EI are suggested to constitute a more sustainable protein food as compared with other sources of animal protein, they can be considered a future food that could help mitigate hunger and malnutrition. Additionally, new gastronomic trends are already targeting this area for exploring new potentialities. The objective of this work was to develop and validate a questionnaire to assess consumers' perceptions and knowledge about EI in seven different domains: D1. Culture and Tradition, D2. Gastronomic Innovation and Gourmet Kitchen, D3. Environment and Sustainability, D4. Economic and Social Aspects, D5. Commercialization and Marketing, D6. Nutritional Aspects and D7. Health Effects. The 64 items were subjected to item analysis and reliability analysis for validation, and factor analysis was also conducted to identify a grouping structure. The results validated all the items of the seven subscales with high values of Cronbach's alpha (α = 0.732 for D1, α = 0.795 for D2, α = 0.882 for D3, α = 0.742 for D4, α = 0.675 for D5, α = 0.799 for D6 and α = 0.788 for D7). However, by eliminating 17 items, the final values of the alpha increased in all subscales. Factor analysis with extraction by principal component analysis with varimax rotation extracted 14 factors that explained, in total, 65% of the variance, although the first two factors were the most important (35.7% variance explained). In conclusion, the confirmed usefulness of the questionnaire has been hereby validated for assessing consumer perceptions of and knowledge about EI.Entities:
Keywords: edible insects consumption; instrument validation; questionnaire survey; scale
Year: 2021 PMID: 35055890 PMCID: PMC8780915 DOI: 10.3390/insects13010047
Source DB: PubMed Journal: Insects ISSN: 2075-4450 Impact factor: 2.769
Items that compose the questionnaire, in the final version.
| Dimension | Item | Reference | Assessment |
|---|---|---|---|
| D1. |
Entomophagy is a dietary practice that consists in the consumption of insects by humans. | [ | knowledge |
|
Insects are considered a traditional food in my country. | [ | perception | |
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There are thousands of species of insects that are consumed by humans in the world. | [ | knowledge (1) | |
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Consuming insects is characteristic of developing countries. | [ | perception | |
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Insects are present in events related to religious rituals. | [ | perception | |
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Insects are part of the gastronomic culture of most countries in the world. | [ | perception | |
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In some countries the tradition of eating insects is decreasing because of the “Westernization” of diets. | [ | perception | |
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Insect consumption is seasonal, so it varies according to the time of the year. | [ | perception | |
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There are obstacles to consumers’ acceptance of edible insects in Western countries. | [ | perception | |
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Insects can be associated with traditional festivities and celebrations. | [ | perception | |
| D2. |
Insects are considered as exotic foods. | [ | perception |
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Insects are traded as treats/delicacies. | [ | perception | |
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Insects are not suitable for human consumption. | [ | knowledge | |
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Insects are associated with taboos and food neophobia (not wanting to eat unfamiliar foods). | [ | perception | |
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Some gourmet restaurants use edible insects in their culinary preparations. | [ | perception | |
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Insects are present in culinary events and gastronomic shows. | [ | perception | |
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Insects are recommended by some recognized chefs. | [ | perception | |
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Chefs contribute to the popularization of insects into gastronomy in Western countries. | [ | perception | |
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Culinary education favours overall liking for innovative insect based products. | [ | perception | |
| D3. |
Insects are a more sustainable alternative when compared with other sources of animal protein. | [ | knowledge |
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Insect production for human consumption emits much less greenhouse gases than beef production. | [ | knowledge | |
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Insects efficiently convert organic matter into protein. | [ | knowledge | |
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The production of insect protein uses considerably less feed than cow protein. | [ | knowledge (1) | |
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Insects are a possibility for responding to the growing world demand for protein. | [ | knowledge | |
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The production of chicken protein requires much less water than insect protein. | [ | knowledge (1) | |
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The ecological footprint (impact) of insects is smaller when compared with other animal proteins. | [ | knowledge | |
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The production of insect protein requires much more area than pig protein. | [ | knowledge (1) | |
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Insects are collected as a means of pest control for some cultivated crops. | [ | knowledge | |
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The loss of biodiversity is lower with insect production compared with other animal food production. | [ | knowledge | |
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The energy input needed for production of insect protein is lower than for the production of other proteins from animal origin. | [ | knowledge | |
| D4. |
Insect production can contribute to increase the income of families in low income areas. | [ | perception |
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Insects provide protein foods at cheap prices. | [ | perception | |
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The market for edible insects is expected to decline in the future. | [ | perception | |
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Presently, the Asia–Pacific and Latin America areas account for more than half of the edible insects market. | [ | perception | |
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In some countries insect farming is becoming a key factor in the fight against rural poverty. | [ | perception | |
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The income generated from insects can be affected by market fluctuations in price derived from availability. | [ | perception | |
| D5. |
Edible insects are difficult to find on sale in street markets. | [ | perception |
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Edible insects are easy to find on sale in supermarkets. | [ | perception | |
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Edible insects are on sale only in specialized shops. | [ | perception | |
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The level of knowledge influences the willingness to purchase insect food. | [ | perception | |
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Price is among the motivations to consume insect foods. | [ | perception | |
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The consumption of insects and derived foods depends on availability. | [ | perception | |
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Personalities/influencers can lead people to consume insects. | [ | perception | |
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Insect consumption is independent of marketing campaigns. | [ | perception | |
| D6. |
Insects have poor nutritional value. | [ | knowledge (1) |
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Insects are a good source of energy. | [ | knowledge | |
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Insects have high protein content. | [ | knowledge | |
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Insect proteins are of poorer quality compared with other animal species. | [ | knowledge (1) | |
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Insects provide essential amino acids necessary for humans. | [ | knowledge | |
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Insects contain group B vitamins. | [ | knowledge | |
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Insects contain dietary fibre. | [ | knowledge | |
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Insects contain minerals of nutritional interest, such as calcium, iron and magnesium. | [ | knowledge | |
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Insects contain fat, including unsaturated fatty acids. | [ | knowledge | |
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Insects contain anti-nutrients, such as oxalates and phytic acid. | [ | knowledge | |
| D7. |
There are appropriate regulations to guarantee the food safety of edible insects. | [ | knowledge |
|
Insects are used by some people in traditional medicine. | [ | perception | |
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Eating insects poses a substantial risk to human health. | [ | perception | |
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Industrially processed insect products are hygienic and safe. | [ | perception | |
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Insects and insect-based foods are often infected by pathogens and parasites. | [ | perception | |
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Insects collected from the wild may be contaminated with pesticide residues. | [ | perception | |
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In certain countries, insects are approved officially for therapeutic treatment. | [ | perception | |
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Insects contain bioactive compounds beneficial to human health. | [ | knowledge | |
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Insects are potential sources of allergens. | [ | knowledge | |
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Aflatoxins, which are carcinogens, can be present in insects. | [ | knowledge |
(1) False statement.
Figure 1Validation algorithm.
Item analysis to the seven subscales (Pearson correlations item–item and item–total).
| D1—Culture and |
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| 1 | 0.417 ** | |||||||||||
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| −0.080 | 1 | 0.017 | ||||||||||
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| 0.233 ** | 0.025 | 1 | 0.388 ** | |||||||||
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| 0.152 ** | 0.192 ** | 0.174 ** | 1 | 0.274 ** | ||||||||
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| 0.056 | 0.190 ** | 0.236 ** | 0.269 ** | 1 | 0.362 ** | |||||||
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| 0.086 | 0.262 ** | 0.302 ** | 0.292 ** | 0.349 ** | 1 | 0.253 ** | ||||||
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| 0.259 ** | 0.003 | 0.187 ** | 0.133 * | 0.238 ** | 0.249 ** | 1 | 0.363 ** | |||||
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| 0.136 ** | 0.104 * | 0.174 ** | 0.198 ** | 0.365 ** | 0.220 ** | 0.405 ** | 1 | 0.304 ** | ||||
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| 0.381 ** | −0.077 | 0.279 ** | 0.120 * | 0.211 ** | 0.104 * | 0.362 ** | 0.207 ** | 1 | 0.445 ** | |||
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| 0.184 ** | 0.115 * | 0.265 ** | 0.262 ** | 0.418 ** | 0.362 ** | 0.293 ** | 0.330 ** | 0.291 ** | 1 | 0.441 ** | ||
| D2—Gastronomic Innovation and Gourmet Kitchen |
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| 1 | 0.562 ** | |||||||||||
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| 0.424 ** | 1 | 0.636 ** | ||||||||||
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| −0.068 | −0.173 ** | 1 | 0.093 | |||||||||
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| 0.231 ** | 0.252 ** | 0.028 | 1 | 0.510 ** | ||||||||
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| 0.346 ** | 0.445 ** | −0.073 | 0.266 ** | 1 | 0.789 ** | |||||||
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| 0.279 ** | 0.452 ** | −0.138 ** | 0.204 ** | 0.725 ** | 1 | 0.762 ** | ||||||
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| 0.283 ** | 0.479 ** | −0.092 | 0.204 ** | 0.655 ** | 0.748 ** | 1 | 0.798 ** | |||||
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| 0.354 ** | 0.412 ** | −0.088 | 0.339 ** | 0.635 ** | 0.602 ** | 0.687 ** | 1 | 0.792 ** | ||||
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| 0.326 ** | 0.388 ** | −0.092 | 0.307 ** | 0.567 ** | 0.566 ** | 0.677 ** | 0.627 ** | 1 | 0.761 ** | |||
| D3—Environment and |
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| 1 | 0.803 ** | |||||||||||
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| 0.718 ** | 1 | 0.801 ** | ||||||||||
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| 0.646 ** | 0.722 ** | 1 | 0.793 ** | |||||||||
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| 0.688 ** | 0.702 ** | 0.714 ** | 1 | 0.792 ** | ||||||||
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| 0.724 ** | 0.667 ** | 0.697 ** | 0.689 ** | 1 | 0.810 ** | |||||||
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| −0.004 | −0.003 | −0.035 | −0.006 | 0.013 | 1 | 0.244 ** | ||||||
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| 0.661 ** | 0.672 ** | 0.645 ** | 0.641 ** | 0.679 ** | 0.0 | 1 | 0.795 ** | |||||
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| 0.034 | −0.032 | −0.026 | −0.039 | 0.043 | 0.545 ** | 0.0 | 1 | 0.260 ** | ||||
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| 0.386 ** | 0.343 ** | 0.424 ** | 0.348 ** | 0.389 ** | 0.125 * | 0.435 ** | 0.219 ** | 1 | 0.624 ** | |||
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| 0.440 ** | 0.458 ** | 0.442 ** | 0.468 ** | 0.455 ** | 0.183 ** | 0.493 ** | 0.152 ** | 0.436 ** | 1 | 0.682 ** | ||
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| 0.637 ** | 0.698 ** | 0.678 ** | 0.690 ** | 0.652 ** | 0.005 | 0.688 ** | 0.061 | 0.557 ** | 0.589 ** | 1 | 0.839 ** | |
| D4—Economic and Social Aspects |
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| 1 | 0.770 ** | |||||||||||
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| 0.706 ** | 1 | 0.728 ** | ||||||||||
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| −0.146 ** | −0.123 * | 1 | 0.257 ** | |||||||||
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| 0.467 ** | 0.465 ** | 0.113 * | 1 | 0.768 ** | ||||||||
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| 0.623 ** | 0.558 ** | −0.002 | 0.544 ** | 1 | 0.801 ** | |||||||
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| 0.438 ** | 0.289 ** | 0.110 * | 0.565 ** | 0.524 ** | 1 | 0.706 ** | ||||||
| D5—Commercialization and Marketing |
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| 1 | 0.519 ** | |||||||||||
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| −0.201 ** | 1 | 0.249 ** | ||||||||||
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| 0.377 ** | −0.062 | 1 | 0.631 ** | |||||||||
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| 0.367 ** | −0.095 | 0.436 ** | 1 | 0.668 ** | ||||||||
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| 0.169 ** | 0.123 * | 0.258 ** | 0.372 ** | 1 | 0.661 ** | |||||||
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| 0.265 ** | 0.054 | 0.351 ** | 0.459 ** | 0.437 ** | 1 | 0.703 ** | ||||||
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| 0.393 ** | −0.091 | 0.475 ** | 0.549 ** | 0.390 ** | 0.551 ** | 1 | 0.701 ** | |||||
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| −0.038 | 0.278 ** | 0.067 | −0.047 | 0.258 ** | 0.076 | −0.067 | 1 | 0.360 ** | ||||
| D6—Nutritional Aspects |
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| 1 | 0.059 | |||||||||||
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| −0.289 ** | 1 | 0.705 ** | ||||||||||
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| −0.398 ** | 0.777 ** | 1 | 0.689 ** | |||||||||
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| 0.425 ** | −0.201 ** | −0.242 ** | 1 | 0.186 ** | ||||||||
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| −0.257 ** | 0.540 ** | 0.686 ** | −0.160 ** | 1 | 0.746 ** | |||||||
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| −0.113 * | 0.563 ** | 0.590 ** | −0.014 | 0.728 ** | 1 | 0.840 ** | ||||||
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| −0.060 | 0.571 ** | 0.520 ** | −0.007 | 0.600 ** | 0.723 ** | 1 | 0.787 ** | |||||
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| −0.202 ** | 0.595 ** | 0.622 ** | −0.122 * | 0.724 ** | 0.784 ** | 0.694 ** | 1 | 0.802 ** | ||||
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| 0.040 | 0.341 ** | 0.320 ** | 0.157 ** | 0.385 ** | 0.524 ** | 0.450 ** | 0.454 ** | 1 | 0.673 ** | |||
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| 0.113 * | 0.374 ** | 0.308 ** | 0.274 ** | 0.407 ** | 0.479 ** | 0.405 ** | 0.468 ** | 0.586 ** | 1 | 0.698 ** | ||
| D7—Health |
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| 1 | 0.610 ** | |||||||||||
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| 0.408 ** | 1 | 0.703 ** | ||||||||||
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| −0.045 | 0.031 | 1 | 0.344 ** | |||||||||
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| 0.477 ** | 0.443 ** | −0.158 ** | 1 | 0.574 ** | ||||||||
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| 0.031 | 0.080 | 0.622 ** | −0.132 * | 1 | 0.434 ** | |||||||
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| 0.215 ** | 0.450 ** | 0.105 * | 0.338 ** | 0.204 ** | 1 | 0.614 ** | ||||||
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| 0.504 ** | 0.574 ** | 0.005 | 0.444 ** | 0.115 * | 0.293 ** | 1 | 0.705 ** | |||||
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| 0.488 ** | 0.563 ** | −0.149 ** | 0.502 ** | −0.030 | 0.326 ** | 0.586 ** | 1 | 0.655 ** | ||||
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| 0.294 ** | 0.349 ** | 0.240 ** | 0.253 ** | 0.310 ** | 0.335 ** | 0.394 ** | 0.402 ** | 1 | 0.680 ** | |||
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| 0.201 ** | 0.298 ** | 0.308 ** | 0.205 ** | 0.344 ** | 0.330 ** | 0.324 ** | 0.281 ** | 0.585 ** | 1 | 0.632 ** |
** Correlation is significant at the 0.01 level; * Correlation is significant at the 0.05 level.
Internal reliability analysis of all seven subscales.
| Items | Reliability Analysis 1 | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | N | αWSC | Mean | SD | Variance | ||
| Subscale D1—Culture and Tradition | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.726 | 0.740 | 0.711 | 0.716 | 0.698 | 0.701 | 0.702 | 0.704 | 0.711 | 0.690 | 10 | 0.732 | 28.25 | 5.39 | 29.02 | ||
| Cronbach’s alpha removing item 2 | 0.734 | − | 0.719 | 0.730 | 0.710 | 0.716 | 0.710 | 0.714 | 0.716 | 0.699 | 9 | 0.740 | 26.94 | 5.34 | 27.43 | ||
| Subscale D2—Gastronomic Innovation and Gourmet Kitchen | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.784 | 0.771 | 0.861 | 0.794 | 0.746 | 0.750 | 0.745 | 0.744 | 0.749 | 9 | 0.795 | 29.16 | 5.69 | 32.38 | |||
| Cronbach’s alpha removing item 3 | 0.865 | 0.850 | − | 0.876 | 0.831 | 0.833 | 0.829 | 0.830 | 0.835 | 8 | 0.861 | 26.45 | 5.07 | 32.57 | |||
| Cronbach’s alpha removing items 1, 3, and 4 | − | 0.901 | − | − | 0.864 | 0.861 | 0.855 | 0.867 | 0.874 | 6 | 0.890 | 19.25 | 4.72 | 22.24 | |||
| Cronbach’s alpha removing items 1, 2, 3 and 4 | − | − | − | − | 0.880 | 0.876 | 0.866 | 0.882 | 0.892 | 5 | 0.901 | 16.01 | 4.13 | 17.09 | |||
| Subscale D3—Environment and Sustainability | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.861 | 0.862 | 0.863 | 0.863 | 0.861 | 0.899 | 0.862 | 0.901 | 0.875 | 0.871 | 0.859 | 11 | 0.882 | 36.09 | 7.54 | 56.86 | |
| Cronbach’s alpha removing items 6 and 8 | 0.915 | 0.914 | 0.915 | 0.915 | 0.915 | − | 0.915 | − | 0.932 | 0.927 | 0.912 | 9 | 0.926 | 30.89 | 7.23 | 52.33 | |
| Cronbach’s alpha removing items 6, 8, 9 and 10 | 0.922 | 0.920 | 0.921 | 0.920 | 0.921 | − | 0.922 | − | − | − | 0.920 | 8 | 0.932 | 27.58 | 6.68 | 44.61 | |
| Subscale D4—Economic and Social Aspects | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.663 | 0.682 | 0.843 | 0.663 | 0.648 | 0.686 | 6 | 0.742 | 19.26 | 3.59 | 12.91 | ||||||
| Cronbach’s alpha removing item 3 | 0.791 | 0.815 | − | 0.817 | 0.793 | 0.837 | 5 | 0.843 | 16.81 | 3.47 | 12.07 | ||||||
| Subscale D5—Commercialization and Marketing | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.658 | 0.733 | 0.619 | 0.608 | 0.611 | 0.597 | 0.597 | 0.704 | 8 | 0.675 | 25.12 | 4.26 | 18.14 | ||||
| Cronbach’s alpha removing items 2 and 8 | 0.791 | − | 0.764 | 0.742 | 0.784 | 0.753 | 0.727 | − | 6 | 0.793 | 20.31 | 3.94 | 15.51 | ||||
| Subscale D6—Nutritional Aspects | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.856 | 0.767 | 0.770 | 0.834 | 0.760 | 0.749 | 0.755 | 0.752 | 0.771 | 0.769 | 10 | 0.799 | 30.96 | 5.09 | 25.89 | ||
| Cronbach’s alpha removing items 1 and 4 | − | 0.891 | 0.890 | − | 0.885 | 0.881 | 0.888 | 0.880 | 0.904 | 0.903 | 8 | 0.903 | 25.93 | 5.11 | 26.14 | ||
| Cronbach’s alpha removing items 1, 4 and 9 | − | 0.891 | 0.888 | − | 0.884 | 0.882 | 0.889 | 0.879 | − | 0.912 | 7 | 0.904 | 22.92 | 4.66 | 21.74 | ||
| Cronbach’s alpha removing items 1, 4, 9 and 10 | − | 0.913 | 0.897 | − | 0.895 | 0.893 | 0.902 | 0.890 | − | − | 6 | 0.912 | 19.94 | 4.29 | 18.43 | ||
| Subscale D7—Health Effects | |||||||||||||||||
| Cronbach’s alpha considering all items | 0.768 | 0.752 | 0.809 | 0.773 | 0.791 | 0.767 | 0.752 | 0.759 | 0.756 | 0.762 | 10 | 0.788 | 31.03 | 4.86 | 23.064 | ||
| Cronbach’s alpha removing items 3 and 5 | 0.817 | 0.800 | − | 0.813 | − | 0.827 | 0.800 | 0.799 | 0.817 | 0.827 | 8 | 0.832 | 25.83 | 4.42 | 19.53 | ||
1 N = number of items considered for the analysis; αWSC = Cronbach’s alpha for the whole subscale; SD = standard deviation.
Values of measure of sample adequacy (MSA).
| Dimension | Item Number | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 | |
| D1. Culture and Tradition | 0.935 | 0.705 | 0.929 | 0.823 | 0.885 | 0.859 | 0.876 | 0.876 | 0.927 | 0.911 | |
| D2. Gastronomic innovation and Gourmet kitchen | 0.921 | 0.917 | 0.702 | 0.906 | 0.932 | 0.913 | 0.913 | 0.944 | 0.933 | ||
| D3. Environment and Sustainability | 0.950 | 0.935 | 0.966 | 0.959 | 0.965 | 0.668 | 0.952 | 0.659 | 0.908 | 0.908 | 0.942 |
| D4. Economic and Social Aspects | 0.923 | 0.938 | 0.840 | 0.944 | 0.920 | 0.921 | |||||
| D5. Commercialization and Marketing | 0.920 | 0.689 | 0.951 | 0.948 | 0.884 | 0.939 | 0.955 | 0.731 | |||
| D6. Nutritional Aspects | 0.772 | 0.910 | 0.937 | 0.705 | 0.931 | 0.938 | 0.924 | 0.945 | 0.916 | 0.856 | |
| D7. Health Effects | 0.882 | 0.933 | 0.793 | 0.918 | 0.776 | 0.889 | 0.929 | 0.898 | 0.804 | 0.793 | |
Results (loadings) of the FA solution with extraction by PCA with varimax rotation (loadings lower than 0.4 were excluded).
| F1 | F2 | F3 | F4 | F5 | F6 | F7 | F8 | F9 | F10 | F11 | F12 | F13 | F14 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| 0.418 | |||||||||||||
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| 0.546 | |||||||||||||
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| −0.461 | |||||||||||||
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| 0.587 | |||||||||||||
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| 0.602 | |||||||||||||
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| 0.655 | |||||||||||||
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| 0.596 | |||||||||||||
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| 0.449 | |||||||||||||
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| 0.569 | |||||||||||||
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| 0.490 | |||||||||||||
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| 0.476 | |||||||||||||
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| 0.809 | |||||||||||||
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| 0.556 | |||||||||||||
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| 0.778 | |||||||||||||
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| 0.816 | |||||||||||||
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| 0.809 | |||||||||||||
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| 0.696 | |||||||||||||
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| 0.646 | |||||||||||||
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| 0.730 | |||||||||||||
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| 0.798 | |||||||||||||
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| 0.707 | |||||||||||||
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| 0.771 | |||||||||||||
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| 0.702 | |||||||||||||
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| 0.698 | |||||||||||||
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| 0.742 | |||||||||||||
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| 0.795 | |||||||||||||
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| 0.437 | 0.547 | ||||||||||||
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| 0.627 | |||||||||||||
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| 0.813 | |||||||||||||
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| 0.502 | |||||||||||||
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| 0.576 | |||||||||||||
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| 0.435 | 0.400 | ||||||||||||
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| 0.488 | |||||||||||||
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| 0.490 | |||||||||||||
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| 0.406 | |||||||||||||
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| 0.548 | |||||||||||||
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| 0.669 | |||||||||||||
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| 0.619 | |||||||||||||
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| 0.550 | |||||||||||||
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| 0.747 | |||||||||||||
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| 0.533 | |||||||||||||
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| 0.561 | |||||||||||||
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| 0.536 | |||||||||||||
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| 0.585 | |||||||||||||
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| 0.595 | |||||||||||||
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| 0.406 | 0.584 | ||||||||||||
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| 0.574 | |||||||||||||
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| 0.697 | |||||||||||||
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| 0.777 | |||||||||||||
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| 0.698 | |||||||||||||
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| 0.785 | |||||||||||||
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| 0.596 | |||||||||||||
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| 0.646 | |||||||||||||
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| 0.701 | |||||||||||||
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| 0.603 | |||||||||||||
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| 0.780 | |||||||||||||
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| 0.569 | |||||||||||||
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| 0.790 | |||||||||||||
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| 0.684 | |||||||||||||
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| 0.693 | |||||||||||||
|
| 0.490 | 0.462 | ||||||||||||
|
| 0.431 | 0.482 |
Validation of FA through Cronbach’s alpha calculation.
| Factor | Initial | Final | Items | |||
|---|---|---|---|---|---|---|
| N | α | N | α | |||
| F1 | 10 | 0.937 | 8 | 0.939 | D3.1, D3.2, D3.3, D3.4, D3.5, D3.7, D3.11, D4.1, D4.2, D4.4, D6.3 | |
| F2 | 8 | 0.903 | 6 | 0.912 | D6.2, D6.3, D6.5, D6.6, D6.7, D6.8 | |
| F3 | 6 | 0.890 | 5 | 0.901 | D2.5, D2.6, D2.7, D2.8, D2.9 | |
| F4 | 7 | 0.827 | = | 7 | 0.827 | D7.1, D7.2, D7.4, D7.7, D7.8, D7.9, D7.10 |
| F5 | 5 | 0.723 | 4 | 0.724 | D7.3, D7.5, D7.9, D7.10 | |
| F6 | 5 | 0.784 | = | 5 | 0.784 | D5.1, D5.3, D5.4, D5.6, D5.7 |
| F7 | 5 | 0.705 | = | 5 | 0.705 | D4.3, D5.2, D5.8, D6.1, D6.4 |
| F8 | 5 | 0.663 | = | 5 | 0.663 | D1.1, D1.7, D1.8, D1.9, D2.4 |
| F9 | 5 | 0.654 | = | 5 | 0.654 | D1.2, D1.4, D1.5, D1.6, D1.10 |
| F10 | 2 | 0.704 | = | 2 | 0.704 | D3.6, D3.8 |
| F11 | 2 | 0.493 | = | 2 | 0.493 | D4.6, D5.5 |
| F12 | 2 | 0.339 | = | 2 | 0.339 | D1.3, D4.5 |
| F13 | 1 | − | = | 1 | − | D3.9 |
| F14 | 1 | − | = | 1 | − | D2.3 |