Ntoumanis Ioannis, Davydova Alina, Sheronova Julia, Panidi Ksenia, Kosonogov Vladimir, Shestakova Anna N, Jääskeläinen Iiro P, Klucharev Vasily
International Laboratory of Social Neurobiology, Institute for Cognitive Neuroscience, HSE University, Moscow, Russia.
Brain and Mind Laboratory, Department of Neuroscience and Biomedical Engineering, Aalto University School of Science, Espoo, Finland.
Front Behav Neurosci. 2023 Mar 13;17:1147140. doi: 10.3389/fnbeh.2023.1147140. eCollection 2023.
Sugar consumption is associated with many negative health consequences. It is, therefore, important to understand what can effectively influence individuals to consume less sugar. We recently showed that a healthy eating call by a health expert can significantly decrease the willingness to pay (WTP) for sugar-containing food. Here, we investigate which aspects of neural responses to the same healthy eating call can predict the efficacy of expert persuasion. Forty-five healthy participants performed two blocks of a bidding task, in which they had to bid on sugar-containing, sugar-free and non-edible products, while their electroencephalography (EEG) was recorded. In between the two blocks, they listened to a healthy eating call by a nutritionist emphasizing the risks of sugar consumption. We found that after listening to the healthy eating call, participants significantly decreased their WTP for sugar-containing products. Moreover, a higher intersubject correlation of EEG (a measure of engagement) during listening to the healthy eating call resulted in a larger decrease in WTP for sugar-containing food. Whether or not a participant's valuation of a product was highly influenced by the healthy eating call could also be predicted by spatiotemporal patterns of EEG responses to the healthy eating call, using a machine learning classification model. Finally, the healthy eating call increased the amplitude of the P300 component of the visual event-related potential in response to sugar-containing food. Overall, our results shed light on the neural basis of expert persuasion and demonstrate that EEG is a powerful tool to design and assess health-related advertisements before they are released to the public.
糖的摄入与许多负面健康后果相关。因此,了解哪些因素能有效影响个人减少糖的摄入量很重要。我们最近表明,健康专家发出的健康饮食呼吁能显著降低对含糖食品的支付意愿(WTP)。在此,我们研究对同一健康饮食呼吁的神经反应的哪些方面可以预测专家劝说的效果。45名健康参与者进行了两个阶段的投标任务,在此过程中,他们必须对含糖、无糖和不可食用产品进行投标,同时记录他们的脑电图(EEG)。在两个阶段之间,他们听取了一位营养学家发出的强调糖摄入风险的健康饮食呼吁。我们发现,在听取健康饮食呼吁后,参与者对含糖产品的支付意愿显著降低。此外,在听取健康饮食呼吁期间,脑电图的更高受试者间相关性(一种参与度指标)导致对含糖食品的支付意愿下降幅度更大。使用机器学习分类模型,通过对健康饮食呼吁的脑电图反应的时空模式,也可以预测参与者对产品的估值是否受到健康饮食呼吁的高度影响。最后,健康饮食呼吁增加了对含糖食品的视觉事件相关电位中P300成分的幅度。总体而言,我们的结果揭示了专家劝说的神经基础,并证明脑电图是在与健康相关的广告向公众发布之前进行设计和评估的有力工具。