How Flavorsome Was That Movie? Using a Bayesian Network Approach to Understand How Audiovisual Stimuli Influence Emotions and Flavor Perception

IF 7.4 Q1 FOOD SCIENCE & TECHNOLOGY
Food frontiers Pub Date : 2025-04-28 DOI:10.1002/fft2.70011
Yi Hsuan Tiffany Lin, Daniel Shepherd, Kevin Kantono, Yifan Dai, Nazimah Hamid
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Abstract

This study utilized the temporal check-all-that-apply (TCATA) approach to investigate the impact of viewing video clips on the perception of ice cream. The association between subjectively rated emotions and their electrophysiological correlates was further explored using Bayesian network (BN) modelling. Participants consumed chocolate ice cream under different video conditions, and sweetness, bitterness, milkiness, creaminess, cocoa flavor, and roasted flavor ratings were acquired using the TCATA approach. Additionally, electrophysiological measurements of heart rate (HR), skin conductance (SC), and blood volume pulse (BVP) amplitude were obtained. The results showed that videos that evoked pleasant emotions, such as enjoyment and relaxation, were associated with increased ratings of sweetness and creaminess. Conversely, videos that evoked negative feelings, such as stress, were linked to higher ratings of bitterness. Furthermore, changes in electrophysiological measures were consistent with the variety of affective states evoked by the videos. Arousing videos increased HR and SC, while videos that induced calmness had the opposite effect. The use of BN modelling revealed significant relationships between affective states and electrophysiological responses with flavor perception. The model demonstrated that HR and SC were positively correlated with positive emotions that contributed to the perception of sweetness and milkiness, respectively. On the other hand, BVP amplitude was negatively correlated with arousal and perceptions of cocoa. Additionally, ratings of ‘quiet’ and ‘excited’ emotions were positively correlated to creaminess, while tension was positively correlated to roasted flavor. These findings indicate that understanding the impact of emotions on food perception can facilitate the design of consumer experiences that enhance enjoyment and engagement with food products.

那部电影有多美味?使用贝叶斯网络方法来理解视听刺激如何影响情绪和风味感知
本研究利用TCATA (temporal check-all-that-apply)方法来研究观看视频剪辑对冰淇淋感知的影响。使用贝叶斯网络(BN)模型进一步探讨主观评价情绪与其电生理相关因素之间的关系。参与者在不同的视频条件下食用巧克力冰淇淋,并使用TCATA方法获得甜度,苦味,奶味,奶油味,可可味和烘烤味评级。此外,电生理测量心率(HR)、皮肤电导(SC)和血容量脉冲(BVP)振幅。结果显示,能唤起愉悦情绪的视频,比如享受和放松,与甜味和奶油味的评分增加有关。相反,引起负面情绪的视频,如压力,则与更高的痛苦评分有关。此外,电生理测量的变化与视频引起的各种情感状态一致。兴奋的视频增加了HR和SC,而诱导平静的视频则有相反的效果。BN模型的使用揭示了情感状态和电生理反应与风味感知之间的显著关系。该模型表明,HR和SC分别与积极情绪呈正相关,积极情绪有助于感知甜味和乳香。另一方面,BVP振幅与可可的觉醒和感知呈负相关。此外,“安静”和“兴奋”情绪的评分与奶油味呈正相关,而紧张与烘焙味呈正相关。这些发现表明,理解情绪对食物感知的影响可以促进消费者体验的设计,从而提高对食品的享受和参与。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
10.50
自引率
0.00%
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审稿时长
10 weeks
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