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品味情感:一种基于传感器的新颖方法在咖啡品鉴过程中进行情感分析的试点项目。

Taste the emotions: pilot for a novel, sensors-based approach to emotional analysis during coffee tasting.

作者信息

Tonacci Alessandro, Taglieri Isabella, Sanmartin Chiara, Billeci Lucia, Crifaci Giulia, Ferroni Giuseppe, Braceschi Gian Paolo, Odello Luigi, Venturi Francesca

机构信息

Institute of Clinical Physiology, National Research Council of Italy (IFC-CNR), Pisa, Italy.

Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy.

出版信息

J Sci Food Agric. 2025 Feb;105(3):1420-1429. doi: 10.1002/jsfa.13172. Epub 2024 Jan 5.

Abstract

BACKGROUND

Coffee is a natural drink with important properties for the human body and mind, capable of delivering energy and strong emotions, thus being appreciated since ancient times. The qualitative and quantitative assessment of the coffee properties is normally performed by trained panelists, though relying on standardized questionnaires, with possible biases arising. In this study, for the first time in the scientific literature, we applied a technology-based approach, based on the use of wearable sensors, to study the implicit emotional responses of a small cohort of experienced coffee judges, thus taking this chance to assess the feasibility of this approach in such a scenario. The merging of different technologies for capturing biomedical signals, including electrocardiogram, galvanic skin response, and electroencephalogram, was therefore adopted to retrieve results in terms of the relationships between implicit (i.e. psychophysiological) and explicit (i.e. derived from questionnaires) measurements.

RESULTS

Significant correlations were obtained between biomedical signals and data from the questionnaires within all the sensory domains (olfaction, vision, taste) investigated, particularly concerning autonomic-related features.

CONCLUSIONS

The results obtained confirmed the viability of this new approach in the psychophysical and emotional assessment in coffee tasting judges, paving the way for a new perspective into the universe of coffee quality assessment panels, eventually transferable to broader scale investigations, somewhat dealing with consumer satisfaction and neuromarketing at large. © 2023 Society of Chemical Industry.

摘要

背景

咖啡是一种对人体身心具有重要特性的天然饮品,能够提供能量并带来强烈的情感体验,因此自古以来就备受青睐。咖啡特性的定性和定量评估通常由经过培训的评审员进行,尽管依靠标准化问卷,但仍可能产生偏差。在本研究中,我们在科学文献中首次应用了一种基于技术的方法,即使用可穿戴传感器,来研究一小群经验丰富的咖啡品鉴师的隐性情绪反应,借此评估这种方法在这种情况下的可行性。因此,我们采用了多种用于捕捉生物医学信号的技术,包括心电图、皮肤电反应和脑电图,以获取关于隐性(即心理生理)测量和显性(即来自问卷)测量之间关系的结果。

结果

在所有调查的感官领域(嗅觉、视觉、味觉)中,生物医学信号与问卷数据之间均获得了显著相关性,尤其是与自主神经相关特征有关。

结论

所获得的结果证实了这种新方法在咖啡品鉴师心理物理和情感评估中的可行性,为咖啡质量评估小组领域开辟了新视角,最终可推广到更广泛的调查中,在一定程度上涉及消费者满意度和神经营销。© 2023化学工业协会。

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