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构建肉类消费转变:一种统计学习方法,用于探究影响德国和意大利年轻人食物选择的因素。

Framing the meat consumption transition: A statistical learning approach to explore the factors shaping young adults' food choices in Germany and Italy.

作者信息

Peri Massimo, Trentinaglia Maria Teresa, Adler Maximilian, Zanaboni Anna Maria, Baldi Lucia

机构信息

Department of Environmental Science and Policy, University of Milan, via Celoria 2, 20133 Milan, Italy.

Department of Environmental Science and Policy, University of Milan, via Celoria 2, 20133 Milan, Italy.

出版信息

Meat Sci. 2025 Oct;228:109899. doi: 10.1016/j.meatsci.2025.109899. Epub 2025 Jul 2.

DOI:10.1016/j.meatsci.2025.109899
PMID:40618451
Abstract

This study examines the factors driving changes in meat consumption among young adults in Germany and Italy-two high-income countries that, despite their distinct culinary traditions, have seen a convergence in meat consumption levels in recent years. The research addresses two aims: to examine the role of environmental attitudes in shaping dietary choices and to explore the impact of socio-demographic factors on meat-consumption patterns. The analysis employs the General Ecological Behavior (GEB) scale, a robust tool that provides a comprehensive assessment of pro-environmental attitudes as latent traits influencing behavior. It is complemented by the Random Forest, a machine learning algorithm that helps exploring complex, non-linear relationships among predictors. Data were collected from 580 respondents aged 18-30 through an online survey. The results reveal that environmental attitude is the strongest predictor of dietary habits, followed by household composition. German respondents, with higher environmental attitudes, were more likely to adopt vegetarian or vegan diets, whereas Italian respondents, influenced also by family dynamics, tended towards meat-based or flexitarian diets. These findings highlight the importance of gaining a deeper understanding of the underlying motivations behind the transition to a flexitarian diet, which could serve as a model for the future of meat consumption in Europe.

摘要

本研究考察了德国和意大利这两个高收入国家中推动年轻人肉类消费变化的因素。尽管这两个国家有着截然不同的烹饪传统,但近年来它们的肉类消费水平却趋于一致。该研究有两个目标:一是考察环境态度在塑造饮食选择方面的作用,二是探究社会人口因素对肉类消费模式的影响。分析采用了一般生态行为(GEB)量表,这是一种强大的工具,可作为影响行为的潜在特质对亲环境态度进行全面评估。它还辅以随机森林算法,这是一种机器学习算法,有助于探索预测变量之间复杂的非线性关系。通过在线调查收集了580名年龄在18至30岁之间的受访者的数据。结果显示,环境态度是饮食习惯的最强预测因素,其次是家庭构成。环境态度较高的德国受访者更有可能采用素食或纯素饮食,而同样受家庭动态影响的意大利受访者则倾向于以肉类为主或弹性素食饮食。这些发现凸显了深入了解向弹性素食饮食转变背后潜在动机的重要性,这可能为欧洲未来的肉类消费模式提供一个范例。

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