| Literature DB >> 35564343 |
Hongxu Shi1, Peihua Ma2, Yinchu Zeng1, Jiping Sheng1.
Abstract
While production and consumption of meat cast a shadow over the prospects for sustainable development, artificial meat may be the solution. However, consumer acceptability of artificial meat is a major impediment to its use as a suitable alternative. This study analyzed the relationship between regulatory focus and consumer acceptance of artificial meat using randomized controlled trial data. Results showed that promotion focus results in a higher acceptance of artificial meat products due to a higher perceived benefit and lower perceived risk, whereas prevention focus results in a lower acceptance of artificial meat products due to perceived benefit being lower and perceived risk being higher. The moderating effect of the message framing was investigated employing structural equation modeling (SEM). It was discovered that a gain-oriented message framing could greatly strengthen the association between promotion focus and perceived benefit, whereas an avoidance-oriented message framing could significantly diminish the relationship between prevention focus and perceived risk. This study has crucial implications for how policymakers and industries communicate with consumers about artificial meat.Entities:
Keywords: artificial meat; consumer attitude; moderating effect; regulatory focus; structural equation modeling
Mesh:
Year: 2022 PMID: 35564343 PMCID: PMC9105679 DOI: 10.3390/ijerph19094948
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Messages presented in control and treatment information groups.
| Information Group | Message |
|---|---|
| Control group | Artificial meat products are primarily made from two food technologies: plant-based meat and clean meat. Plant-based meat is an alternative for regular meat which contains ingredients such as proteins, oils, and starches. For consumers, plant-based meat is available on market. Clean meat is an alternative for regular meat which is also known as lab-grown, in vitro, or cultured meat. It is the meat that is grown in cell culture rather than an animal’s body. For consumers, the clean meat products of Mosa Meat are expected to be on market in 2021. |
| Treatment group: Gain-oriented Message | Control group message plus: |
| Treatment group: Avoidance-oriented Message | Control group message plus: |
Figure 1The Structural equation modeling.
Variable measurement.
| Variable | Indicator | Description | Mean | SD |
|---|---|---|---|---|
| Promotion Focus | Pro1 | I usually think about how to achieve expectations and goals | 4.006 | 0.702 |
| Pro2 | I will care about how to achieve success | 3.918 | 0.839 | |
| Pro3 | I usually think good things relate to me | 3.526 | 0.946 | |
| Pro4 | I care more about positive aspects of life | 3.235 | 1.095 | |
| Prevention Focus | Pre1 | I usually think about how to avoid failure | 2.373 | 0.949 |
| Pre2 | I usually worry about that I didn’t try my best | 3.788 | 0.857 | |
| Pre3 | I usually worry about things that I fear to happen | 2.650 | 1.202 | |
| Pre4 | I tend to avoid negative aspects of life | 3.402 | 1.059 | |
| Food Neophobia | FN1 | I always eat all kinds of novel food * | 3.063 | 1.094 |
| FN2 | I don’t trust novel food | 2.549 | 1.000 | |
| FN3 | I like to try the food which I am not familiar with * | 2.832 | 1.096 | |
| FN4 | I am afraid of the food which I have never eaten before | 2.584 | 1.196 | |
| Food Involvement | FI1 | I don’t spend much time thinking about the food I eat * | 3.231 | 1.090 |
| FI2 | I like to talk about the food I have eaten or will eat | 3.774 | 0.891 | |
| FI3 | What to eat is not important to me comparing to other choices in life * | 3.238 | 1.160 | |
| FI4 | I am familiar with nutrition facts of food | 3.000 | 1.038 | |
| FI5 | My friends take my food recommendation seriously | 3.145 | 1.075 | |
| Food Technology Attitudes | FT1 | Support Genetically Modified Food technology | 2.619 | 1.134 |
| FT2 | Support Food additives | 2.360 | 1.008 | |
| FT3 | Support Nano food technology | 3.032 | 0.926 | |
| Meat Consumption Behavior | MCB1 | Consider price | 3.882 | 0.874 |
| MCB2 | Consider flavor | 4.176 | 0.816 | |
| MCB3 | Consider health | 4.217 | 0.939 | |
| MCB4 | Consider environment | 3.161 | 1.038 | |
| MCB5 | Consider animal welfare | 2.487 | 1.047 | |
| Meat Belief—Enjoyment | MB1 | Meat is delicious | 4.233 | 0.755 |
| MB2 | Meals with meat yield worse flavor * | 3.957 | 1.027 | |
| MB3 | I eat meat almost everyday | 3.701 | 1.084 | |
| MB4 | Meals with meat yield better flavor | 3.998 | 0.853 | |
| Meat Belief—Health | MB5 | Eating meat is not good for health * | 3.756 | 0.969 |
| MB6 | The nutrition facts in meat are important to health | 4.168 | 0.738 | |
| Meat Belief—Environment | MB7 | Meat production is harmless to environment | 3.278 | 0.956 |
| MB8 | Meat production increases greenhouse gas * | 2.947 | 1.005 | |
| Meat Belief—Animal welfare | MB9 | Animal killing for food is reasonable | 3.276 | 1.037 |
| MB10 | Animal welfare is important * | 2.899 | 0.982 | |
| attitudes toward plant-based meat | A1 | Plant-based meat is expected to be a major trend in the future. | 3.620 | 0.909 |
| A2 | I am receptive to technologies based on plant-based meat. | 3.708 | 0.931 | |
| A3 | I’m curious to see how plant-based meat tastes. | 3.883 | 0.904 | |
| A4 | I’d like to substitute plant-based meat for regular meat. | 3.110 | 1.072 | |
| attitudes toward cultured meat | A1 | cultured meat is expected to be a major trend in the future. | 3.606 | 0.934 |
| A2 | I am receptive to technologies based on cultured meat. | 3.570 | 0.979 | |
| A3 | I’m curious to see how cultured meat tastes. | 3.673 | 0.982 | |
| A4 | I’d like to substitute cultured meat for regular meat. | 3.008 | 1.131 | |
| Perceived benefit of plant-based meat | B1 | I believe that plant-based meat can help protect animal welfare. | 4.088 | 0.880 |
| B2 | I believe that plant-based meat can help reduce greenhouse gas emissions. | 3.869 | 0.912 | |
| B3 | I believe that plant meat does not require antibiotics, veterinary drugs, or hormones. | 3.774 | 1.088 | |
| B4 | I believe that plant-based meat has the potential to improve nutrition and is healthier for the human body. | 3.839 | 1.072 | |
| Perceived benefit of cultured meat | B1 | I believe that cultured meat can help protect animal welfare. | 3.977 | 0.948 |
| B2 | I believe that cultured meat can help reduce greenhouse gas emissions. | 3.765 | 0.967 | |
| B3 | I believe that cultured meat does not require antibiotics, veterinary drugs, or hormones. | 3.554 | 1.148 | |
| B4 | I believe that cultured meat has the potential to improve nutrition and is healthier for the human body. | 3.481 | 1.148 | |
| Perceived risk of plant-based meat | R1 | I feel the color, smell and taste of the plant-based meat is bad | 3.042 | 0.971 |
| R2 | I believe that plant-based meat is not healthy. | 2.289 | 1.035 | |
| R3 | I believe that plant-based meat is not safety. | 2.823 | 1.246 | |
| R4 | I believe that plant-based meat is not natural. | 2.549 | 1.097 | |
| Perceived risk of cultured meat | R1 | I feel the color, smell and taste of the cultured meat is bad | 2.879 | 1.004 |
| R2 | I believe that cultured meat is not healthy. | 2.676 | 1.076 | |
| R3 | I believe that cultured meat is not safety | 3.135 | 1.232 | |
| R4 | I believe that cultured meat is not natural. | 2.846 | 1.109 |
Note: The values of variables Pro1–Pro4, Pre1–Pre4, FN1–FN4, FI1–FI5, and MB1–MB10 range from 1–5 (1 = totally not agree, 2 = not agree, 3 = neutral, 4 = agree, 5 = strongly agree); values of variables FT1–FT3 range from 1–5 (1 = never, 2 = not support, 3 = neutral, 4 = support, 5 = strongly support); values of variables MCB1-MCB5 range from 1–5 (1 = never, 2 = seldom consider, 3 = occasionally consider, 4 = usually consider, 5 = always consider). “*” denotes that such variables yield reverse score, for example, if someone totally not agree “I always eat all kinds of novel food”, the score of this question is 5 instead of 1.
Frequency Distribution of Respondents’ Characteristics.
| Variable | Description | Frequency | Percentage |
|---|---|---|---|
| Gender | Female | 1091 | 48.15 |
| Male | 1175 | 51.85 | |
| Education | Middle school and below | 15 | 0.66 |
| High school | 79 | 3.49 | |
| Some college | 310 | 13.68 | |
| Bachelor’s degree | 1661 | 73.30 | |
| Master’s degree | 189 | 8.34 | |
| Ph.D. degree or equivalent | 12 | 0.53 | |
| Monthly Income | Under 2000 RMB | 266 | 11.74 |
| 2000–4000 RMB | 261 | 11.52 | |
| 4000–6000 RMB | 488 | 21.54 | |
| 6000–8000 RMB | 484 | 21.36 | |
| 8000–10,000 RMB | 385 | 16.99 | |
| 10,000–20,000 RMB | 319 | 14.08 | |
| Above 20,000 RMB | 63 | 2.78 | |
| Age | Under 18 | 15 | 0.66 |
| 18–25 | 674 | 29.74 | |
| 26–30 | 624 | 27.54 | |
| 31–40 | 729 | 32.17 | |
| 41–50 | 177 | 7.81 | |
| 51–60 | 40 | 1.77 | |
| Above 60 | 7 | 0.31 |
Figure 2Distribution of consumer acceptance attitudes for each information group.
Balance check.
| Characteristic | Neutral Message Group (838) | Gain-Oriented Message Group (692) | Avoidance-Oriented Message Group (736) |
|
|---|---|---|---|---|
| Meat belief—health | 3.980 | 3.950 | 3.953 | 0.43 |
| Meat belief—animal welfare | 3.060 | 3.103 | 3.105 | 0.88 |
| Meat belief—environment | 3.113 | 3.097 | 3.127 | 0.41 |
| Meat belief—enjoyment | 3.968 | 3.985 | 3.981 | 0.13 |
| Consider price | 3.862 | 3.902 | 3.887 | 0.42 |
| Consider flavor | 4.195 | 4.197 | 4.136 | 1.33 |
| Consider health | 4.229 | 4.233 | 4.189 | 0.50 |
| Consider environment | 3.187 | 3.182 | 3.110 | 1.30 |
| Consider animal welfare | 2.479 | 2.539 | 2.447 | 1.42 |
| Food involvement | 3.273 | 3.253 | 3.307 | 1.26 |
| Food tech attitude | 2.642 | 2.674 | 2.697 | 1.07 |
| Food neophobia | 2.771 | 2.757 | 2.742 | 0.25 |
Standard errors in parentheses.
The structural model of plant-based meat (standardized coefficients).
| Benefit | Risk | Attitude | |
|---|---|---|---|
| Pro | 0.279 *** | −0.239 *** | |
| (0.0292) | (0.0357) | ||
| Pre | −0.123 *** | 0.147 *** | |
| (0.0253) | (0.0162) | ||
| Benefit | 0.588 *** | ||
| (0.0347) | |||
| Risk | −0.426 *** | ||
| (0.0313) | |||
| Pro | 0.561 *** | −0.475 *** | |
| (0.0203) | (0.0198) | ||
| Pre | −0.113 *** | 0.108 *** | |
| (0.0107) | (0.0113) | ||
| Benefit | 0.421 *** | ||
| (0.0407) | |||
| Risk | −0.518 *** | ||
| (0.0337) | |||
| Pro | 0.286 *** | −0.263 *** | |
| (0.0399) | (0.0401) | ||
| Pre | −0.0924 *** | −0.0843 *** | |
| (0.0211) | (0.0227) | ||
| Benefit | 0.430 *** | ||
| (0.0383) | |||
| Risk | −0.503 *** | ||
| (0.0331) | |||
Standard errors in parentheses. *** p < 0.01.
The structural model of cultured meat (standardized coefficients).
| Benefit | Risk | Attitude | |
|---|---|---|---|
| Pro | 0.163 *** | −0.145 *** | |
| (0.00908) | (0.0145) | ||
| Pre | −0.289 *** | 0.255 *** | |
| (0.0509) | (0.0423) | ||
| Benefit | 0.583 *** | ||
| (0.0284) | |||
| Risk | −0.493 *** | ||
| (0.0268) | |||
| Pro | 0.211 *** | −0.218 *** | |
| (0.0152) | (0.0356) | ||
| Pre | −0.231 *** | 0.233 *** | |
| (0.0587) | (0.0590) | ||
| Benefit | 0.576 *** | ||
| (0.0321) | |||
| Risk | −0.549 *** | ||
| (0.029) | |||
| Pro | 0.141 *** | −0.103 *** | |
| (0.0318) | (0.0218) | ||
| Pre | −0.0611 *** | 0.0739 *** | |
| (0.0237) | (0.0216) | ||
| Benefit | 0.404 *** | ||
| (0.0346) | |||
| Risk | −0.541 *** | ||
| (0.0294) | |||
Standard errors in parentheses. *** p < 0.01.
Group-level goodness of fit.
| Plant-Based Meat | Cultured Meat | |
|---|---|---|
| SRMR | 0.091 | 0.093 |
| CD | 0.940 | 0.963 |
Frequency distributions of respondents’ acceptance toward artificial meat across information groups.
| Artificial Meat | Variables | Totally Not Agree | Not Agree | Neutral | Agree | Strongly Agree |
|---|---|---|---|---|---|---|
| Panel A Control group (Neutral information group, 1257 participants) | ||||||
| Plant-based meat | Plant-based meat is expected to be a major trend in the future. | 2.15 | 10.26 | 32.34 | 41.17 | 14.08 |
| I am receptive to technologies based on plant-based meat. | 2.15 | 9.19 | 28.16 | 43.44 | 17.06 | |
| I’m curious to see how plant-based meat tastes. | 2.86 | 5.97 | 19.93 | 49.28 | 21.96 | |
| I’d like to substitute plant-based meat for regular meat. | 8.00 | 25.30 | 36.63. | 21.72 | 8.72 | |
| Clean meat | cultured meat is expected to be a major trend in the future. | 2.63 | 12.29 | 30.43 | 39.74 | 14.92 |
| I am receptive to technologies based on cultured meat. | 2.74 | 13.13 | 30.55 | 37.83 | 15.75 | |
| I’m curious to see how cultured meat tastes. | 3.46 | 9.90 | 25.66 | 42.72 | 18.26 | |
| I’d like to substitute cultured meat for regular meat. | 12.89 | 25.06 | 33.41 | 19.93 | 8.71 | |
| Panel B Treatment group I (gain-oriented information group, 1064 participants) | ||||||
| Plant-based meat | Plant-based meat is a future trend | 1.30 | 8.67 | 26.16 | 46.53 | 17.34 |
| I accept plant-based meat technologies | 1.16 | 6.79 | 26.45 | 44.94 | 20.66 | |
| I would like to try plant-based meat | 1.16 | 5.49 | 15.75 | 51.73 | 25.87 | |
| I would like to eat plant-based meat | 6.94 | 17.49 | 34.97 | 29.62 | 10.98 | |
| instead of regular meat | ||||||
| Clean meat | Clean meat is a future trend | 2.02 | 8.82 | 28.61 | 41.91 | 18.64 |
| I accept clean meat technologies | 2.31 | 10.40 | 30.20 | 40.90 | 16.18 | |
| I would like to try clean meat | 2.60 | 7.95 | 23.27 | 44.51 | 21.68 | |
| I would like to eat clean meat | 6.94 | 23.41 | 32.66 | 25.43 | 11.56 | |
| instead of regular meat | ||||||
| Panel C Treatment group II (avoidance-oriented information group, 1120 participants) | ||||||
| Plant-based meat | Plant-based meat is a future trend | 1.22 | 9.92 | 27.85 | 47.01 | 13.99 |
| I accept plant-based meat technologies | 1.63 | 9.24 | 25.27 | 42.66 | 21.20 | |
| I would like to try plant-based meat | 1.49 | 5.43 | 21.20 | 46.33 | 25.54 | |
| I would like to eat plant-based meat | 6.52 | 18.48 | 36.96 | 26.36 | 11.68 | |
| instead of regular meat | ||||||
| Clean meat | Clean meat is a future trend | 1.49 | 7.07 | 30.84 | 46.06 | 14.54 |
| I accept clean meat technologies | 2.04 | 10.87 | 27.99 | 40.22 | 18.89 | |
| I would like to try clean meat | 2.72 | 9.10 | 25.82 | 44.29 | 18.07 | |
| I would like to eat clean meat | 8.83 | 22.55 | 33.02 | 23.91 | 11.68 | |
| instead of regular meat | ||||||
Note: Figures in the table above are percentage values.