Evidence map›Paper›PMID 42023296›Full record

ArticleCurrent research in food science2026

Consumer heterogeneity in sweet-sour preferences: Insights from sensory perception, conceptual associations, and emotional responses.

Jia Chen, Feifei Zhao, Fang Zhong, Juntao Kan, Huijuan Shen, Yixun Xia, Charles Spence

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Article in Current research in food science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Jia ChenScience Center for Future Foods, Jiangnan University, Wuxi, 214122, China.
Feifei ZhaoAmway (Shanghai) Innovation and Science Co., Limited, Shanghai, 201203, China.
Fang ZhongScience Center for Future Foods, Jiangnan University, Wuxi, 214122, China.
Juntao KanAmway (Shanghai) Innovation and Science Co., Limited, Shanghai, 201203, China.
Huijuan ShenAmway (Shanghai) Innovation and Science Co., Limited, Shanghai, 201203, China.
Yixun XiaScience Center for Future Foods, Jiangnan University, Wuxi, 214122, China.
Charles SpenceCrossmodal Research Laboratory, University of Oxford, Oxford, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Characterizing the heterogeneity of consumer preferences for binary taste mixtures is important for developing targeted sweet-sour products. This study used a multi-dimensional approach to investigate the sensory, conceptual, and emotional drivers of sweet-sour preferences by examining three key questions: whether distinct preference phenotypes emerge in mixed systems, whether these differences are related to perceived intensity, and whether clusters differ in cognitive characteristics. A total of 172 females evaluated citric acid-sucrose solutions with varying intensity ratios. Hedonic responses and taste intensities were measured using a 9-point scale and the generalized Labeled Magnitude Scale (gLMS), while Check-All-That-Apply (CATA) profiling was used to capture sensory, conceptual, and emotional characteristics. Clustering based on intensity-liking correlations identified three main clusters: SWEET, SOUR, and IU (inverted U-shaped). The results showed that preference heterogeneity persists in mixed systems, although the observed patterns do not simply mirror those reported in single-taste studies. Taste intensity alone did not account for preference segmentation. Instead, the clusters differed in their conceptual and emotional profiles: the SWEET cluster favored familiar, simple, sweet-dominant experiences associated with low-arousal emotions (e.g., 'secure'); the SOUR cluster linked intense sourness to novelty and high-arousal emotions (e.g., 'adventurous'); the IU cluster emphasized 'sweet-sour balance.' The sensory-concept-emotion framework suggests that preference heterogeneity in sweet-sour mixtures is shaped not only by sensory perceptions but also by cluster-specific conceptual and emotional associations, offering useful insights for personalized flavor design and market segmentation.

Indexed as

Binary taste mixturesConceptualizationsConsumer segmentationEmotionsTaste preference

Identifiers

PMID42023296
PMCPMC13098337

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.