Gligorić Kristina, Zbinden Robin, Chiolero Arnaud, Kıcıman Emre, White Ryen W, Horvitz Eric, West Robert
Data Science Lab, EPFL, Lausanne, Switzerland.
Population Health Laboratory (#PopHealthLab), University of Fribourg, Fribourg, Switzerland.
Front Nutr. 2024 Jun 4;11:1231070. doi: 10.3389/fnut.2024.1231070. eCollection 2024.
Although diets influence health and the environment, measuring and changing nutrition is challenging. Traditional measurement methods face challenges, and designing and conducting behavior-changing interventions is conceptually and logistically complicated. Situated local communities such as university campuses offer unique opportunities to shape the nutritional environment and promote health and sustainability. The present study investigates how passively sensed food purchase logs typically collected as part of regular business operations can be used to monitor and measure on-campus food consumption and understand food choice determinants. First, based on 38 million sales logs collected on a large university campus over eight years, we perform statistical analyses to quantify spatio-temporal determinants of food choice and characterize harmful patterns in dietary behaviors, in a case study of food purchasing at EPFL campus. We identify spatial proximity, food item pairing, and academic schedules (yearly and daily) as important determinants driving the on-campus food choice. The case studies demonstrate the potential of food sales logs for measuring nutrition and highlight the breadth and depth of future possibilities to study individual food-choice determinants. We describe how these insights provide an opportunity for stakeholders, such as campus offices responsible for managing food services, to shape the nutritional environment and improve health and sustainability by designing policies and behavioral interventions. Finally, based on the insights derived through the case study of food purchases at EPFL campus, we identify five future opportunities and offer a call to action for the nutrition research community to contribute to ensuring the health and sustainability of on-campus populations-the very communities to which many researchers belong.
尽管饮食会影响健康和环境,但衡量和改变营养状况具有挑战性。传统的测量方法面临挑战,设计和实施改变行为的干预措施在概念和后勤方面都很复杂。像大学校园这样的特定本地社区提供了塑造营养环境、促进健康和可持续性的独特机会。本研究调查了通常作为常规业务运营一部分收集的被动感知食品购买记录如何用于监测和衡量校园内的食品消费,并了解食物选择的决定因素。首先,在一个关于洛桑联邦理工学院(EPFL)校园食品购买的案例研究中,基于八年来在一个大型大学校园收集的3800万条销售记录,我们进行统计分析,以量化食物选择的时空决定因素,并描述饮食行为中的有害模式。我们确定空间 proximity、食物搭配以及学术日程安排(年度和每日)是驱动校园内食物选择的重要决定因素。这些案例研究展示了食品销售记录在衡量营养方面的潜力,并突出了未来研究个体食物选择决定因素的可能性的广度和深度。我们描述了这些见解如何为利益相关者提供机会,例如负责管理食品服务的校园办公室,通过设计政策和行为干预措施来塑造营养环境、改善健康和可持续性。最后,基于通过EPFL校园食品购买案例研究得出的见解,我们确定了五个未来机会,并呼吁营养研究界采取行动,为确保校园人群(许多研究人员所属的社区)的健康和可持续性做出贡献。