Hensher, D. A. (2010). Hypothetical bias, choice experiments and willingness to pay.
Transportation Research Part B: Methodological, 44(6), 735–752. https://doi.org/
10.1016/j.trb.2009.12.012
Hess, S., & Palma, D. (2019). Apollo Version 0.2.3, User Manual. www.ApolloChoiceMo
delling.com.
Hoek, A. C., Luning, P. A., Weijzen, P., Engels, W., Kok, F. J., & de Graaf, C. (2011).
Replacement of meat by meat substitutes. A survey on person- and product-related
factors in consumer acceptance. Appetite, 56(3), 662–673. https://doi.org/10.1016/
j.appet.2011.02.001
Japan Meat Information Service Center. (2018). Survey of consumer behavior 2018 [in
Japanese]. http://www.jmi.or.jp/info/survey.php?id=62.
Kantor, B. N., & Kantor, J. (2021). Public attitudes and willingness to pay for cultured
meat: A cross-sectional experimental study. Frontiers in Sustainable Food Systems, 5
(February), 1–7. https://doi.org/10.3389/fsufs.2021.594650
Katare, B., Yim, H., Byrne, A., Wang, H. H., & Wetzstein, M. (July 2021). Consumer
willingness to pay for environmentally sustainable meat and a plant-based meat
substitute. Applied Economic Perspectives and Policy, 2022, 1–19. https://doi.org/
10.1002/aepp.13285
Kawamoto, S., Nakayama, M., & Saijo, M. (2013a). A survey of scientific literacy to
provide a foundation for designing science communication in Japan. Public
Understanding of Science, 22(6), 674–690. https://doi.org/10.1177/
0963662511418893
Kawamoto, S., Nakayama, M., & Saijo, M. (2013b). Using a scientific literacy cluster to
determine participant attitudes in scientific events in Japan, and potential
applications to improving science communication. Journal of Science Communication,
12(1), 1–12. https://doi.org/10.22323/2.12010201
Kim, R. (2008). Japanese consumers’ use of extrinsic and intrinsic cues to mitigate risky
food choices. International Journal of Consumer Studies, 32(1), 49–58. https://doi.
org/10.1111/j.1470-6431.2007.00636.x
Koistinen, L., Pouta, E., Heikkil¨
a, J., Forsman-Hugg, S., Kotro, J., M¨
akel¨a, J., & Niva, M.
(2013). The impact of fat content, production methods and carbon footprint
information on consumer preferences for minced meat. Food Quality and Preference,
29(2), 126–136. https://doi.org/10.1016/j.foodqual.2013.03.007
Lancaster, K. (1966). A new approach to consumer theory. Journal of Political Economy,
74(2), 132–157.
Lee, J. E., McLerran, D. F., Rolland, B., Chen, Y., Grant, E. J., Vedanthan, R., … Sinha, R.
(2013). Meat intake and cause-specific mortality: A pooled analysis of Asian
prospective cohort studies. American Journal of Clinical Nutrition, 98(4), 1032–1041.
https://doi.org/10.3945/ajcn.113.062638
Louviere, J. J., Hensher, D. A., Swait, J. D., & Adamowicz, W. (2000). Stated choice
methods. Cambridge University Press. https://doi.org/10.1017/cbo9780511753831
Mainardes, E. W., de Araujo, D. V. B., Lasso, S., & Andrade, D. M. (2017). Influences on
the intention to buy organic food in an emerging market. Marketing Intelligence &
Planning, 35(7), 858–876. https://doi.org/10.1108/mip-04-2017-0067
Massaglia, S., Merlino, V. M., & Borra, D. (2018). Marketing strategies for animal welfare
meat identification: Comparison of preferences between millennial and conventional
consumers. Quality - Access to Success, 19(S1), 305–311.
McFadden, D. (2001). Economic choices. American Economic Review, 91(3), 351–378.
https://doi.org/10.1257/aer.91.3.351
Michel, F., Hartmann, C., & Siegrist, M. (2021). Consumers’ associations, perceptions and
acceptance of meat and plant-based meat alternatives. Food Quality and Preference,
87(August 2020), Article 104063. https://doi.org/10.1016/j.foodqual.2020.104063
Ministry of Agriculture Forestry and Fisheries of Japan. (2021). Strategy for expanding
exports of agricultural, forestry, fishery and food products [in Japanese]. https://
www.maff.go.jp/j/shokusan/export/progress/attach/pdf/index-15.pdf.
Ministry of Finance of Japan. (2019). Trade statistics of Japan 2018 [in Japanese].. https:
//www.e-stat.go.jp/.
Miranda-de la Lama, G. C., Est´evez-Moreno, L. X., Sepúlveda, W. S., EstradaChavero, M. C., Rayas-Amor, A. A., Villarroel, M., & María, G. A. (2017). Mexican
consumers’ perceptions and attitudes towards farm animal welfare and willingness
to pay for welfare friendly meat products. Meat Science, 125, 106–113. https://doi.
org/10.1016/j.meatsci.2016.12.001
Napolitano, F., Braghieri, A., Piasentier, E., Favotto, S., Naspetti, S., & Zanoli, R. (2010).
Effect of information about organic production on beef liking and consumer
willingness to pay. Food Quality and Preference, 21(2), 207–212. https://doi.org/
10.1016/j.foodqual.2009.08.007
Nylund-Gibson, K., & Choi, A. Y. (2018). Ten frequently asked questions about latent
class analysis. Translational Issues in Psychological Science, 4(4), 440–461. https://doi.
org/10.1037/tps0000176
Aertsens, J., Verbeke, W., Mondelaers, K., & van Huylenbroeck, G. (2009). Personal
determinants of organic food consumption: A review. British Food Journal, 111(10),
1140–1167. https://doi.org/10.1108/00070700910992961
Ahmed, H., Alvåsen, K., Berg, C., Hansson, H., Hultgren, J., R¨
ocklinsberg, H., &
Emanuelson, U. (2021). Assessing animal welfare and farm profitability in cow-calf
operations with stochastic partial budgeting. Animals, 11(2), 1–12. https://doi.org/
10.3390/ani11020382
Allen, A. M., & Hof, A. R. (2019). Paying the price for the meat we eat. Environmental
Science & Policy, 97, 90–94. https://doi.org/10.1016/j.envsci.2019.04.010
Apostolidis, C., & McLeay, F. (2016). Should we stop meating like this? Reducing meat
consumption through substitution. Food Policy, 65, 74–89. https://doi.org/10.1016/
j.foodpol.2016.11.002
Asioli, D., Bazzani, C., & Nayga, R. M. (2022). Are consumers willing to pay for in-vitro
meat? An investigation of naming effects. Journal of Agricultural Economics, 73(2),
356–375. https://doi.org/10.1111/1477-9552.12467
Balzani, A., & Hanlon, A. (2020). Factors that influence farmers’ views on farm animal
welfare: A semi-systematic review and thematic analysis. Animals, 10(9), 1–25.
https://doi.org/10.3390/ani10091524
Boxall, P. C., & Adamowicz, W. L. (2002). Understanding heterogeneous preferences in
random utility models: A latent class approach. Environmental and Resource
Economics, 23(4), 421–446. https://doi.org/10.1023/A:1021351721619
Bryant, C., van Nek, L., & Rolland, N. C. M. (2020). European markets for cultured meat:
A comparison of Germany and France. Foods, 9(9), 1–15. https://doi.org/10.3390/
foods9091152
Buller, H., Blokhuis, H., Jensen, P., & Keeling, L. (2018). Towards farm animal welfare
and sustainability. Animals, 8(6), 1–13. https://doi.org/10.3390/ani8060081
Caracciolo, F., Cicia, G., Del Giudice, T., Cembalo, L., Krystallis, A., Grunert, K. G., &
Lombardi, P. (2016). Human values and preferences for cleaner livestock
production. Journal of Cleaner Production, 112(1), 121–130. https://doi.org/
10.1016/j.jclepro.2015.06.045
Carlsson, F., Frykblom, P., & Lagerkvist, C. J. (2007). Consumer willingness to pay for
farm animal welfare: Mobile abattoirs versus transportation to slaughter. European
Review of Agricultural Economics, 34(3), 321–344. https://doi.org/10.1093/erae/
jbm025
Charlebois, S., Somogyi, S., Music, J., & Cunningham, C. (2019). Biotechnology in food:
Canadian attitudes towards genetic engineering in both plant- and animal-based
foods. British Food Journal, 121(12), 3181–3192. https://doi.org/10.1108/bfj-072018-0471
Davidov, E., Schmidt, P., & Schwartz, S. H. (2008). Bringing values back in: The
adequacy of the European social survey to measure values in 20 countries. Public
Opinion Quarterly, 72(3), 420–445. https://doi.org/10.1093/poq/nfn035
Dudinskaya, E. C., Naspetti, S., Arsenos, G., Caramelle-Holtz, E., Latvala, T., MartinCollado, D., … Zanoli, R. (2021). European consumers’ willingness to pay for red
meat labelling attributes. Animals, 11(2), 1–16. https://doi.org/10.3390/
ani11020556
Ellis, E. C., Goldewijk, K. K., Siebert, S., Lightman, D., & Ramankutty, N. (2010).
Anthropogenic transformation of the biomes, 1700 to 2000. Global Ecology and
Biogeography, 19(5), 589–606. https://doi.org/10.1111/j.1466-8238.2010.00540.x
Escribano, Alfredo J. (2016). Beef cattle farms’ conversion to the organic system.
Recommendations for success in the face of future changes in a global context.
Sustainability, 8(6), 1–23. https://doi.org/10.3390/su8060572
Godfray, H. C. J., Aveyard, P., Garnett, T., Hall, J. W., Key, T. J., Lorimer, J., …
Jebb, S. A. (2018). Meat consumption, health, and the environment. Science, 361
(6399). https://doi.org/10.1126/science.aam5324
Gomez-Zavaglia, A., Mejuto, J. C., & Simal-Gandara, J. (2020). Mitigation of emerging
implications of climate change on food production systems. Food Research
International, 134, Article 109256. https://doi.org/10.1016/j.foodres.2020.109256
Grasso, S., Rondoni, A., Bari, R., Smith, R., & Mansilla, N. (2022). Effect of information
on consumers’ sensory evaluation of beef, plant-based and hybrid beef burgers. Food
Quality and Preference, 96, Article 104417. https://doi.org/10.1016/j.
foodqual.2021.104417
Gr¨
omping, U. (2018). R package DoE.base for factorial experiments. Journal of Statistical
Software, 85(5). https://doi.org/10.18637/jss.v085.i05
Hayek, M. N., & Garrett, R. D. (2018). Nationwide shift to grass-fed beef requires larger
cattle population. Environmental Research Letters, 13(8). https://doi.org/10.1088/
1748-9326/aad401
10
T. Washio et al.
Meat Science 197 (2023) 109047
Stoll-Kleemann, S., & O’Riordan, T. (2015). The sustainability challenges of our meat and
dairy diets. Environment, 57(3), 34–48. https://doi.org/10.1080/
00139157.2015.1025644
Tsutsumi, M., Ono, Y., Ogasawara, H., & Hojito, M. (2016). Life-cycle impact assessment
of organic and non-organic grass-fed beef production in Japan. Journal of Cleaner
Production, 172, 2513–2520. https://doi.org/10.1016/j.jclepro.2017.11.159
Vermeir, I., & Verbeke, W. (2006). Sustainable food consumption: Exploring the
consumer “attitude - behavioral intention” gap. Journal of Agricultural and
Environmental Ethics. https://doi.org/10.1007/s10806-005-5485-3
Vinnari, M., & Tapio, P. (2009). Future images of meat consumption in 2030. Futures, 41
(5), 269–278. https://doi.org/10.1016/j.futures.2008.11.014
Washio, T., Ohashi, T., & Saijo, M. (2019). Consumers’ willingness to purchase high
animal-welfare beef products in Japan: Exploratory research based on the theory of
planned behavior. In , 3(Ic3k). IC3K 2019 - Proceedings of the 11th international joint
conference on knowledge discovery, knowledge engineering and knowledge management
(pp. 130–138). https://doi.org/10.5220/0008355901300138
Washio, T., Ohashi, T., & Saijo, M. (2020). What promotes intention? Factors influencing
consumers’ intention to purchase animal-welfare friendly beef in Japan. In A. Fred,
A. Salgado, D. Aveiro, J. Dietz, J. Bernardino, & J. Filipe (Eds.), Knowledge discovery,
knowledge engineering and knowledge management (pp. 536–549). Springer
International Publishing.
Weller, B. E., Bowen, N. K., & Faubert, S. J. (2020). Latent class analysis: A guide to best
practice. Journal of Black Psychology, 46(4), 287–311. https://doi.org/10.1177/
0095798420930932
William, R. (2022). Psych: Procedures for psychological, psychometric, and personality
research (2.2.9). Northwestern University. https://cran.r-project.org/web/packages/
psych/citation.html.
Yamane, T. (1967). Statistics: An introductory analysis (2nd ed.). Harper & Row.
Zanoli, R., Scarpa, R., Napolitano, F., Piasentier, E., Naspetti, S., & Bruschi, V. (2013).
Organic label as an identifier of environmentally related quality: A consumer choice
experiment on beef in Italy. Renewable Agriculture and Food Systems, 28(1), 70–79.
https://doi.org/10.1017/S1742170512000026
Zhang, M., Li, L., & Bai, J. (2020). Consumer acceptance of cultured meat in urban areas
of three cities in China. Food Control, 118(January), Article 107390. https://doi.org/
10.1016/j.foodcont.2020.107390
Zwoli´
nska, J., & Zakowska-Biemans,
S. (2021). Is an animal welfare label enough? Role of
farm animal welfare voluntary labelling schemes in the development of sustainable
livestock production. 8. https://doi.org/10.3390/ieca2020-08831
Ortega, D. L., Hong, S. J., Wang, H. H., & Wu, L. (2016). Emerging markets for imported
beef in China: Results from a consumer choice experiment in Beijing. Meat Science,
121, 317–323. https://doi.org/10.1016/j.meatsci.2016.06.032
Palmieri, N., Perito, M. A., & Lupi, C. (2021). Consumer acceptance of cultured meat:
Some hints from Italy. British Food Journal, 123(1), 109–123. https://doi.org/
10.1108/bfj-02-2020-0092
Post, M. J. (2014). Cultured beef: Medical technology to produce food. Journal of the
Science of Food and Agriculture, 94(6), 1039–1041. https://doi.org/10.1002/
jsfa.6474
R Core Team. (2020). R: A language and environment for statistical computing. R
Foundation for Statistical Computing. https://www.r-project.org/.
Richards-Kortum, R., Buckley, D., Schwarz, R. A., Atkinson, E. N., & Follen, M. (2007).
A translational bioengineering course provides substantial gains in civic scientific
literacy. Annals of Biomedical Engineering, 35(8), 1324–1332. https://doi.org/
10.1007/s10439-007-9319-5
Risius, A., & Hamm, U. (2018). Exploring influences of different communication
approaches on consumer target groups for ethically produced beef. Journal of
Agricultural and Environmental Ethics, 31(3), 325–340. https://doi.org/10.1007/
s10806-018-9727-6/tables/4
Rubio, Natalie R., Xiang, Ning, & Kaplan, David R. (2020). Plant-based and cell-based
approaches to meat production. Nature Communications, 11(1), 1–11. https://doi.
org/10.1038/s41467-020-20061-y
Salter, A. M. (2018). The effects of meat consumption on global health. Revue Scientifique
et Technique (International Office of Epizootics), 37(1), 47–55. https://doi.org/
10.20506/rst.37.1.2739
Schwartz, S. H. (1992). Universals in the content and structure of values: Theoretical
advances and empirical tests in 20 countries. Advances in Experimental Social
Psychology, 25(C), 1–65. https://doi.org/10.1016/S0065-2601(08)60281-6
Schwartz, S. H. (2006). Basic human values: Theory, measurement, and applications.
Revue Française de Sociologie, 47(4). https://doi.org/10.3917/rfs.474.0929
Schwartz, S. H. (2014). Instructions for computing scores for the 10 human values and using
them in analyses. European Social Survey Education Net. http://essedunet.nsd.uib.
no.
Sonoda, Y., Oishi, K., Chomei, Y., & Hirooka, H. (2018). How do human values influence
the beef preferences of consumer segments regarding animal welfare and
environmentally friendly production? Meat Science, 146(November 2017), 75–86.
https://doi.org/10.1016/j.meatsci.2018.07.030
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