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Calderón N, White BL, Seo HS. Measuring palatability of pet food products: Sensory components, evaluations, challenges, and opportunities. J Food Sci 2024. [PMID: 39468886 DOI: 10.1111/1750-3841.17511] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 09/19/2024] [Accepted: 10/16/2024] [Indexed: 10/30/2024]
Abstract
The pet food industry is a growing business launching a variety of new products in the market. The acceptability or preference of pet food samples has traditionally been measured using either one-bowl or two-bowl tests. Academic researchers and professionals in the pet food industry have explored other methods, including the cognitive palatability assessment protocols and the ranking test, to evaluate more than two samples. A variety of approaches and perspectives were also utilized to predict palatability and key sensory attributes of pet foods, including descriptive sensory analysis by human-trained panelists and pet food caregivers' perceptions of pet food. This review article examined a range of testing methods for evaluating the palatability of pet foods, specifically targeting products for dogs and/or cats. It outlined the advantages and disadvantages of each method. Additionally, the review provided in-depth insights into the key sensory attributes of pet foods and the methodologies for assessing palatability. It also explored pets' behavioral responses and facial expressions in relation to different pet foods. Furthermore, this review discussed current challenges and future opportunities in pet food development, including the use of instrumental analyses and artificial intelligence-based approaches.
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Affiliation(s)
- Natalia Calderón
- Department of Food Science, University of Arkansas, Fayetteville, Arkansas, USA
| | | | - Han-Seok Seo
- Department of Food Science, University of Arkansas, Fayetteville, Arkansas, USA
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2
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Pei S, Chen J, Lu J, Yao L, Zhang N. Exploring the physiological response differences of β-caryophyllene, linalool and citral inhalation and their anxiolytic potential. Heliyon 2024; 10:e38941. [PMID: 39430514 PMCID: PMC11490826 DOI: 10.1016/j.heliyon.2024.e38941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2024] [Revised: 09/25/2024] [Accepted: 10/02/2024] [Indexed: 10/22/2024] Open
Abstract
Essential oils with β-caryophyllene, citral, and linalool as key compounds often exhibit some anti-anxiety like effects in aromatherapy. However, evidence of the effect of these three compounds through human inhalation remains limited. It is worth exploring their potential anxiolytic effect through the olfactory pathway, and finding out whether the three compounds lead to different physiological responses. A total of 48 subjects were randomly assigned to three odor (β-caryophyllene, citral, and linalool) inhalation groups and one control (odorless jojoba oil) group. Stress stimulation was induced using n-back and mental arithmetic tasks. The odor was administered before the task test session. Assessments including the State-Trait Anxiety Inventory (STAI), electroencephalogram (EEG) activities, facial expressions, several physiological indicators, and a self-report scale of subjective perception of the odor environments were carried out. The changes before and after inhalation, as well as the inter-group differences, were analyzed. Both β-caryophyllene and citral inhalation led to a significant decrease in anxiety levels, while only β-caryophyllene resulted in a notable reduction across both sub-scales of STAI. Following the odor inhalation, heart rate significantly decreased in all three groups, with the β-caryophyllene group exhibiting the most pronounced decline. While the systolic blood pressure of the linalool group demonstrated a statistically significant difference. Regarding facial expressions, β-caryophyllene significantly increased the ratio of 'Happiness' and decreased the ratio of 'Fear'. In the non-task state, citral reduced the power of frontal alpha, delta, and theta waves while β-caryophyllene had a similar effect. All odor inhalation groups showed increased delta and theta waves after the task compared with the control group, with the β-caryophyllene group having notably lower frontal beta waves. β-Caryophyllene and citral exhibited good anti-anxiety effects. Subjects receiving different odors showed different EEG and physiological responses, indicating the differences in emotional regulation ways among the three compounds.
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Affiliation(s)
- Shichun Pei
- Department of Landscape Architecture, School of Design, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
- Aromatic Plant R&D Center, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
| | - Jie Chen
- Department of Landscape Architecture, School of Design, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
- Aromatic Plant R&D Center, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
| | - Jing Lu
- School of Design, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
| | - Lei Yao
- Department of Landscape Architecture, School of Design, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
- Aromatic Plant R&D Center, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
| | - Nan Zhang
- Department of Landscape Architecture, School of Design, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
- Aromatic Plant R&D Center, Shanghai Jiao Tong University, 800 Dong Chuan Road, Shanghai, China
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3
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Suurmets S, Clement J, Piras S, Barlagne C, Tura M, Mokhtari N, Thabet C. Utilizing Sensory and Visual Data in the Value Estimation of Extra Virgin Olive Oil. Foods 2024; 13:2904. [PMID: 39335835 PMCID: PMC11430995 DOI: 10.3390/foods13182904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2024] [Revised: 09/06/2024] [Accepted: 09/10/2024] [Indexed: 09/30/2024] Open
Abstract
Food evaluation is a topic central to consumer research and food marketing. However, there is little consensus regarding how consumers combine sensory stimuli, product information, and visual impressions to shape their evaluation. Moreover, the bulk of research relies on studies based on questionnaires and declarative responses, raising questions about subliminal processes and their hierarchy in an evaluation process. To address this gap in the literature, we conducted a study with more than 400 participants in Morocco and Tunisia and investigated how factors such as flavor/taste, product information, and packaging design in a variety of olive oils influence visual attention and are reflected in willingness to pay (WTP). We implemented incentivization through an auction to reduce the hypothetical bias in stated WTP values. The results revealed that, compared to tasting the oils, the provision of cognitive information led to an increase in consumers' WTP. However, a drastic increase in WTP occurred when the consumers were exposed to package designs, overshadowing the formerly dominant effects of product attributes. These findings support theories suggesting a visual perceptual processing advantage due to the picture superiority effect-a picture says a thousand words. Further, it underlines the importance of graphic design in food marketing. The findings have ramifications for food marketing, product development, and pricing strategies.
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Affiliation(s)
- Seidi Suurmets
- Department of Marketing, Copenhagen Business School, 2000 Frederiksberg, Denmark
| | - Jesper Clement
- Department of Marketing, Copenhagen Business School, 2000 Frederiksberg, Denmark
| | - Simone Piras
- Social, Economic, and Geographical Sciences Department, The James Hutton Institute, Craigiebuckler, Aberdeen AB15 8QH, UK
| | - Carla Barlagne
- Social, Economic, and Geographical Sciences Department, The James Hutton Institute, Craigiebuckler, Aberdeen AB15 8QH, UK
- INRAE, UR ASTRO, F-97170 Petit-Bourg, France
| | - Matilde Tura
- Department of Agricultural and Food Sciences, Alma Mater Studiorum-Università di Bologna, Viale Fanin 40, 40127 Bologna, Italy
| | - Noureddine Mokhtari
- Department of Agricultural Economics, National School of Agriculture, Meknes 50001, Morocco
| | - Chokri Thabet
- Institut Supérieur Agronomique Chott Mériem, University of Sousse, Sousse 4042, Tunisia
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Tonacci A, Scalzini G, Díaz-Guerrero P, Sanmartin C, Taglieri I, Ferroni G, Flamini G, Odello L, Billeci L, Venturi F. Chemosensory analysis of emotional wines: Merging of explicit and implicit methods to measure emotions aroused by red wines. Food Res Int 2024; 190:114611. [PMID: 38945619 DOI: 10.1016/j.foodres.2024.114611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2024] [Revised: 06/04/2024] [Accepted: 06/05/2024] [Indexed: 07/02/2024]
Abstract
Wine is a cultural product capable of arousing emotions. Measuring emotions and figuring out how much they could influence preferences or purchase decisions of consumers is a new trend in sensory and consumer research. However, the complexity of feelings makes the measure of emotions extremely challenging. Thus, a comprehensive understanding of emotions related to sensory stimuli in wine tasting is still missing. The purpose of the study is to evaluate the emotional power of tasting red wines using a multidisciplinary approach, combining sensory analysis performed by trained panelists, implicit and explicit measurements of emotions and chemical analysis of the wines tasted. Various red wines, renowned for their high polyphenol content and expected to exhibit rich texture, mouthfeel, and aging potential, have been utilized to this extent. The results obtained showed that the emotions measured were well-correlated with quantitative and hedonic attributes obtained using classic sensory analysis. Some aromatic molecules can be identified as markers capable of eliciting positive and negative emotional reactions. While increasing literature in the topic is recently available, our study appears to be the first highlighting the presence of autonomic nervous system (ANS) differences verified by means of electrocardiogram (ECG) features, related to explicit and complete sensory patterns, in response to sensory stimuli related to emotional wine, with higher sympathetic values at extrema and vagal increase in the presence of neutral sensory compounds.
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Affiliation(s)
- Alessandro Tonacci
- Institute of Clinical Physiology, National Research Council of Italy (IFC-CNR), Pisa, Italy
| | - Giulia Scalzini
- Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy
| | | | - Chiara Sanmartin
- Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy; Interdepartmental Research Centre "Nutraceuticals and Food for Health", University of Pisa, Pisa, Italy.
| | - Isabella Taglieri
- Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy; Interdepartmental Research Centre "Nutraceuticals and Food for Health", University of Pisa, Pisa, Italy.
| | - Giuseppe Ferroni
- Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy
| | - Guido Flamini
- Interdepartmental Research Centre "Nutraceuticals and Food for Health", University of Pisa, Pisa, Italy; Department of Pharmacy, University of Pisa, Via Bonanno Pisano 6, 56126 Pisa, Italy
| | - Luigi Odello
- Centro Studi Assaggiatori Società Cooperativa, Brescia, Italy
| | - Lucia Billeci
- Institute of Clinical Physiology, National Research Council of Italy (IFC-CNR), Pisa, Italy
| | - Francesca Venturi
- Department of Agriculture, Food and Environment, University of Pisa, Pisa, Italy; Interdepartmental Research Centre "Nutraceuticals and Food for Health", University of Pisa, Pisa, Italy
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Baranda AB, Ríos Y, Llorente R, Naranjo AB, da Quinta N. Neuroscience tools to study the effect of the presentation form on food-evoked emotion for senior population. Food Res Int 2024; 183:114158. [PMID: 38760149 DOI: 10.1016/j.foodres.2024.114158] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 02/09/2024] [Accepted: 02/17/2024] [Indexed: 05/19/2024]
Abstract
The elderly population holds significance among consumers because many of them experience alterations in taste and smell or suffer from physical disorders. These factors can lead to reduced food intake, malnutrition, and, consequently, serious health problems. Therefore, there is a need to develop tailored products for seniors, offering both nutrition and appealing foods with easily consumable textures. Among the various characteristics of food, appearance stands out as one of the most critical aspects influencing food preferences and choices. Surprisingly, there is limited knowledge about how food shape affects the holistic emotional responses of seniors. The objective of this study was to investigate the impact of food shape on the emotional responses of seniors. This exploration involved the use of explicit methods, such as self-reported questionnaires, and implicit methods, including the measurement of skin conductance responses and facial expressions, as well as their combination. To achieve this goal, we enlisted the participation of 50 individuals (54 % women) from the senior population aged between 55 and 75 years. These participants evaluated two food products with identical sensory characteristics in terms of taste, texture, and flavor. However, these products differed in terms of their shape. We measured their degree of liking and emotional responses using a 7-point hedonic scale, EsSense25, in conjunction with galvanic skin response, and facial expressions, which served as representatives of behavioural and physiological responses. The multivariate analysis allowed to examine sample configurations by gender and establish associations between variables. The combination of implicit and explicit methods led to better discrimination of samples of the same category than the use of each of the methods independently. Although both samples elicited equivalent liking perceptions, they evoked distinct emotional responses, measured at cognitive, physiological, and behavioural levels. In general, men and women experienced different emotions while observing, smelling, handling, or consuming both samples, both consciously and unconsciously. This newfound knowledge could be valuable when designing food products for this demographic. The ultimate goal is to engage consumers and enhance their enjoyment of the food experience by offering more visually appealing food options.
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Affiliation(s)
- Ana B Baranda
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA). Parque Tecnológico de Bizkaia. Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain.
| | - Yolanda Ríos
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA). Parque Tecnológico de Bizkaia. Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - Raquel Llorente
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA). Parque Tecnológico de Bizkaia. Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - Ana Belén Naranjo
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA). Parque Tecnológico de Bizkaia. Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - Noelia da Quinta
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA). Parque Tecnológico de Bizkaia. Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
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Zhao Q, Ye Z, Deng Y, Chen J, Chen J, Liu D, Ye X, Huan C. An advance in novel intelligent sensory technologies: From an implicit-tracking perspective of food perception. Compr Rev Food Sci Food Saf 2024; 23:e13327. [PMID: 38517017 DOI: 10.1111/1541-4337.13327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 02/19/2024] [Accepted: 03/01/2024] [Indexed: 03/23/2024]
Abstract
Food sensory evaluation mainly includes explicit and implicit measurement methods. Implicit measures of consumer perception are gaining significant attention in food sensory and consumer science as they provide effective, subconscious, objective analysis. A wide range of advanced technologies are now available for analyzing physiological and psychological responses, including facial analysis technology, neuroimaging technology, autonomic nervous system technology, and behavioral pattern measurement. However, researchers in the food field often lack systematic knowledge of these multidisciplinary technologies and struggle with interpreting their results. In order to bridge this gap, this review systematically describes the principles and highlights the applications in food sensory and consumer science of facial analysis technologies such as eye tracking, facial electromyography, and automatic facial expression analysis, as well as neuroimaging technologies like electroencephalography, magnetoencephalography, functional magnetic resonance imaging, and functional near-infrared spectroscopy. Furthermore, we critically compare and discuss these advanced implicit techniques in the context of food sensory research and then accordingly propose prospects. Ultimately, we conclude that implicit measures should be complemented by traditional explicit measures to capture responses beyond preference. Facial analysis technologies offer a more objective reflection of sensory perception and attitudes toward food, whereas neuroimaging techniques provide valuable insight into the implicit physiological responses during food consumption. To enhance the interpretability and generalizability of implicit measurement results, further sensory studies are needed. Looking ahead, the combination of different methodological techniques in real-life situations holds promise for consumer sensory science in the field of food research.
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Affiliation(s)
- Qian Zhao
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, China
| | - Zhiyue Ye
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, China
| | - Yong Deng
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, China
| | - Jin Chen
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
| | - Jianle Chen
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Zhongyuan Institute, Zhejiang University, Zhengzhou, China
- Ningbo Innovation Center, Zhejiang University, Ningbo, China
| | - Donghong Liu
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, China
- Zhongyuan Institute, Zhejiang University, Zhengzhou, China
- Ningbo Innovation Center, Zhejiang University, Ningbo, China
| | - Xingqian Ye
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Zhongyuan Institute, Zhejiang University, Zhengzhou, China
- Ningbo Innovation Center, Zhejiang University, Ningbo, China
| | - Cheng Huan
- College of Biosystems Engineering and Food Science, National-Local Joint Engineering Research Center of Intelligent Food Technology and Equipment, Fuli Institute of Food Science, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang International Scientific and Technological Cooperation Base of Health Food Manufacturing and Quality Control, Zhejiang University, Hangzhou, China
- Innovation Center of Yangtze River Delta, Zhejiang University, Jiaxing, China
- Zhongyuan Institute, Zhejiang University, Zhengzhou, China
- Ningbo Innovation Center, Zhejiang University, Ningbo, China
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Rosa PJ, Madeira A, Oliveira J, Palrão T. How much is a chef's touch worth? Affective, emotional and behavioural responses to food images: A multimodal study. PLoS One 2023; 18:e0293204. [PMID: 37883424 PMCID: PMC10602275 DOI: 10.1371/journal.pone.0293204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 10/07/2023] [Indexed: 10/28/2023] Open
Abstract
BACKGROUND Food aesthetics influences affective dimensions (valence and arousal) and subsequent emotional and behavioural responses in images presented in more traditional form, almost rustic in some cases, to the signature dishes of haute cuisine. However, the visual impact of images of haute cuisine dishes on consumers' affective and emotional responses compared to traditional dishes is still understudied. METHODS We recorded electrodermal activity, ocular movements and self-report affect of 35 volunteers while they performed a picture viewing paradigm using images of haute cuisine food, traditional food, and non-food. Additionally, the moderating role of age was examined. RESULTS Our results showed that subjects had higher feelings of pleasure and arousal toward images of food (haute cuisine and traditional dishes) compared to non-food images. However, no difference in self-report affect, physiological and behavioural responses was found between haute cuisine and traditional dishes. Interestingly, a moderating effect of age was revealed, reporting that younger participants had greater feelings of pleasure and shorter eye-to-screen distance towards traditional food than haute cuisine. CONCLUSIONS As a whole, our findings suggest that food aesthetics could at least partially affect consumers' affective and emotional responses. Interestingly, physiological responses to food pictures seemed to be relatively independent of approach/avoidance motivational states, supporting the assumption that traditional visual restaurant menus with attractive images might be insufficient for eliciting intense positive emotions. This study also contributes to advancing the understanding of the role that age plays in emotional impact when images of haute cuisine dishes are presented to consumers.
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Affiliation(s)
- Pedro J. Rosa
- HEI‐Lab: Digital Human‐Environment Interaction Labs, Lusófona University, Lisbon, Portugal
- Instituto Superior Manuel Teixeira Gomes (ISMAT), Portimão, Portugal
| | - Arlindo Madeira
- Higher School of Administration Sciences (ESCAD), IPLUSO, Lisbon, Portugal
- Centre for Tourism Research, Development and Innovation (CiTUR), Polytechnic of Leiria, Leiria, Portugal
| | - Jorge Oliveira
- HEI‐Lab: Digital Human‐Environment Interaction Labs, Lusófona University, Lisbon, Portugal
| | - Teresa Palrão
- Instituto Superior de Lisboa e Vale do Tejo/ISCE, Odivelas, Portugal
- Estoril Higher Institute for Tourism and Hotel Studies (CiTUR), Estoril, Portugal
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Wagner J, Wilkin JD, Szymkowiak A, Grigor J. Sensory and affective response to chocolate differing in cocoa content: A TDS and facial electromyography approach. Physiol Behav 2023; 270:114308. [PMID: 37517663 DOI: 10.1016/j.physbeh.2023.114308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Revised: 06/14/2023] [Accepted: 07/27/2023] [Indexed: 08/01/2023]
Abstract
Existing research has offered insight into facial activities and their associations with hedonic liking during the consumption of basic food samples and suggests facial changes during consumption are linked to the hedonic evaluation of tastes and, thus related to the taster's perception rather than the tastes themselves. This study tests whether, during the consumption of commercially available dark chocolate, a complex food product, which can be high in bitterness but expectedly so, how facial activities are linked to the bitterness levels and the hedonic liking of the samples. To do this we carried out two studies with untrained consumers, the first of which captured temporally dynamic sensory perception during the consumption of dark chocolate samples of 36% and 85% cocoa content, using the Temporal Dominance of Sensations (TDS) approach. The second study captured facial EMG over the corrugator and zygomaticus muscles during the consumption of dark chocolate samples (36%, 70%, and 85% cocoa). Specifically, the aim of this research was to investigate whether corrugator activity had a greater association with bitterness perception, linked to cocoa, or hedonic evaluation. Capturing the dynamic sensory profile of chocolate samples allowed an investigation into the time points most evident of sensory variation related to the bitterness and sweetness of the taste, allowing insight into whether facial activities also deviated during this time. These data offer evidence to suggest that corrugator was associated with hedonic evaluation during consumption of the samples, with the most liked samples (being those with 70% and 36% cocoa) eliciting similar corrugator activities and less activity than the least liked 85% cocoa content sample; however, there was also evidence to suggest a significant variation in participants' corrugator activity during the period of oral processing when bitterness was most evident in the 85% cocoa sample and sweetness was most evident in the 36% cocoa sample (i.e., the time when bitterness and sweetness were most divergent) Further investigation showed a variation in facial activities elicited during consumption of the 36% cocoa sample based on whether individuals were part of the group who favoured the 85% cocoa sample or the group favouring the 36% cocoa sample. The findings, therefore, suggest facial EMG, specifically over the corrugator, appears to be related to the hedonic evaluation of a complex food product and not the taste itself. Furthermore, being aware of the time points where sensory variations are most apparent between samples can allow for targeted investigation into facial EMG and its ability to distinguish food samples.
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Affiliation(s)
- Jennifer Wagner
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain, and Northern Ireland
| | - Jonathan D Wilkin
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain, and Northern Ireland
| | - Andrea Szymkowiak
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain, and Northern Ireland
| | - John Grigor
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain, and Northern Ireland.
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Li J, Dong Z, Lu S, Wang SJ, Yan WJ, Ma Y, Liu Y, Huang C, Fu X. CAS(ME) 3: A Third Generation Facial Spontaneous Micro-Expression Database With Depth Information and High Ecological Validity. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2023; 45:2782-2800. [PMID: 35560102 DOI: 10.1109/tpami.2022.3174895] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/06/2023]
Abstract
Micro-expression (ME) is a significant non-verbal communication clue that reveals one person's genuine emotional state. The development of micro-expression analysis (MEA) has just gained attention in the last decade. However, the small sample size problem constrains the use of deep learning on MEA. Besides, ME samples distribute in six different databases, leading to database bias. Moreover, the ME database development is complicated. In this article, we introduce a large-scale spontaneous ME database: CAS(ME) 3. The contribution of this article is summarized as follows: (1) CAS(ME) 3 offers around 80 hours of videos with over 8,000,000 frames, including manually labeled 1,109 MEs and 3,490 macro-expressions. Such a large sample size allows effective MEA method validation while avoiding database bias. (2) Inspired by psychological experiments, CAS(ME) 3 provides the depth information as an additional modality unprecedentedly, contributing to multi-modal MEA. (3) For the first time, CAS(ME) 3 elicits ME with high ecological validity using the mock crime paradigm, along with physiological and voice signals, contributing to practical MEA. (4) Besides, CAS(ME) 3 provides 1,508 unlabeled videos with more than 4,000,000 frames, i.e., a data platform for unsupervised MEA methods. (5) Finally, we demonstrate the effectiveness of depth information by the proposed depth flow algorithm and RGB-D information.
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10
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da Quinta N, Baranda A, Ríos Y, Llorente R, Naranjo AB, Martinez de Marañón I. Children's physiological and behavioural response evoked by the observation, olfaction, manipulation, and consumption of food textures. Part 1: Liquid products. Food Res Int 2023; 165:112495. [PMID: 36869505 DOI: 10.1016/j.foodres.2023.112495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 12/09/2022] [Accepted: 01/20/2023] [Indexed: 01/26/2023]
Abstract
Children are thought to prefer homogeneous and simple textures that are easy to manipulate in the mouth. Although scientific research has been done on children's acceptance for food textures, there is a lack of knowledge regarding the emotional response elicited by textures in this group of population. Physiological and behavioural methods could be an appropriate approach to measure food-evoked emotions in children since they require a low cognitive effort and allow a real-time measure. In this regard, a study that combined the measure of skin conductance response (SCR) and facial expressions was conducted: (i) to provide a first insight into food-evoked emotions induced by liquid food products that only vary in texture, (ii) to capture the emotional response evoked by the observation, olfaction, manipulation, and consumption of the products, and (iii) to overcome methodological drawbacks that are frequently associated to these methods. To achieve these goals, 50 children (5-12 yrs old) evaluated three liquids designed to only vary in texture (from slightly thick to extremely thick), following four sensory tasks: observation, olfaction, manipulation, and consumption. After each sample was tasted, children rated liking with a 7-pt hedonic scale. Facial expressions and SCR were monitored during the test, and they were analysed as action units (AUs) and basic emotions as well as changes in SCR. Results showed that the extremely thick liquid was less liked by the children and induced a more negative emotional response, whereas the slightly thick liquid was more liked and evoked a more positive emotional response. The combined method used in this study showed good discrimination ability among the three samples tested, obtaining the best discrimination during the manipulation task. The codification of the AUs located in the upper side of the face allowed us to measure the emotional response evoked by the consumption of the liquids, without the artifacts caused by the oral processing of the products. This study provides a child-friendly approach to be used during the sensory evaluation of food products in a broad range of sensory tasks minimising the methodological drawbacks.
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Affiliation(s)
- N da Quinta
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain; University of the Basque Country (UPV/EHU), Facultad de Farmacia, Paseo de La Universidad, 7, 01006 Vitoria-Gasteiz, Spain.
| | - A Baranda
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - Y Ríos
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - R Llorente
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - A B Naranjo
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
| | - I Martinez de Marañón
- AZTI, Food Research, Basque Research and Technological Alliance (BRTA), Parque Tecnológico de Bizkaia, Astondo Bidea, Edificio 609, 48160 Derio, Bizkaia, Spain
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11
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Larrañaga‐Ayastuy E, Mora M, Romeo‐Arroyo E, Esteban E, Vázquez‐Araújo L. Electrodermal response and its relationship with explicit response in controlled and real contexts: A case study with different beer styles. J SENS STUD 2022. [DOI: 10.1111/joss.12799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Eneko Larrañaga‐Ayastuy
- Basque Culinary Center, Faculty of Gastronomic Sciences Mondragon Unibertsitatea Donostia‐San Sebastián Spain
| | - María Mora
- Basque Culinary Center, Faculty of Gastronomic Sciences Mondragon Unibertsitatea Donostia‐San Sebastián Spain
- BCC Innovation, Technology Center in Gastronomy Basque Culinary Center Donostia‐San Sebastián Spain
| | - Elena Romeo‐Arroyo
- Basque Culinary Center, Faculty of Gastronomic Sciences Mondragon Unibertsitatea Donostia‐San Sebastián Spain
- BCC Innovation, Technology Center in Gastronomy Basque Culinary Center Donostia‐San Sebastián Spain
| | - Ekaitz Esteban
- Basque Culinary Center, Faculty of Gastronomic Sciences Mondragon Unibertsitatea Donostia‐San Sebastián Spain
| | - Laura Vázquez‐Araújo
- Basque Culinary Center, Faculty of Gastronomic Sciences Mondragon Unibertsitatea Donostia‐San Sebastián Spain
- BCC Innovation, Technology Center in Gastronomy Basque Culinary Center Donostia‐San Sebastián Spain
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12
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Mastinu M, Melis M, Yousaf NY, Barbarossa IT, Tepper BJ. Emotional responses to taste and smell stimuli: Self-reports, physiological measures, and a potential role for individual and genetic factors. J Food Sci 2022; 88:65-90. [PMID: 36169921 DOI: 10.1111/1750-3841.16300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Revised: 06/24/2022] [Accepted: 07/26/2022] [Indexed: 11/30/2022]
Abstract
Taste and olfaction elicit conscious feelings by direct connection with the neural circuits of emotions that affects physiological responses in the body (e.g., heart rate and skin conductance). While sensory attributes are strong determinants of food liking, other factors such as emotional reactions to foods may be better predictors of consumer choices even for products that are equally-liked. Thus, important insights can be gained for understanding the full spectrum of emotional reactions to foods that inform the activities of product developers and marketers, eating psychologist and nutritionists, and policy makers. Today, self-reported questionnaires and physiological measures are the most common tools applied to study variations in emotional perception. The present review discusses these methodological approaches, underlining their different strengths and weaknesses. We also discuss a small, emerging literature suggesting that individual differences and genetic variations in taste and smell perception, like the genetic ability to perceive the bitter compound PROP, may also play a role in emotional reactions to aromas and foods.
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Affiliation(s)
- Mariano Mastinu
- Department of Biomedical Sciences, University of Cagliari, Monserrato, Italy.,Center for Sensory Sciences & Innovation & Department of Food Science, Rutgers University, New Brunswick, New Jersey, USA
| | - Melania Melis
- Department of Biomedical Sciences, University of Cagliari, Monserrato, Italy
| | - Neeta Y Yousaf
- Center for Sensory Sciences & Innovation & Department of Food Science, Rutgers University, New Brunswick, New Jersey, USA
| | | | - Beverly J Tepper
- Center for Sensory Sciences & Innovation & Department of Food Science, Rutgers University, New Brunswick, New Jersey, USA
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13
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Wakihira T, Morimoto M, Higuchi S, Nagatomi Y. Can facial expressions predict beer choices after tasting? A proof of concept study on implicit measurements for a better understanding of choice behavior among beer consumers. Food Qual Prefer 2022. [DOI: 10.1016/j.foodqual.2022.104580] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
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14
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The Influence of Consumption Context on Indulgent Versus Healthy Yoghurts: Exploring the Relationship between the Associated Emotions and the Actual Choices. SUSTAINABILITY 2022. [DOI: 10.3390/su14138224] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/10/2022]
Abstract
This work examines the associated emotions of consumers transmitted from extrinsic attributes (fat-related nutrition claims (full-fat, low-fat, and fat-free) and ingredient features (plain, berries, and double chocolate chunk)) labelled on yoghurt packages. It differentiates by consumption context (health versus indulgent) at the time of the survey and studies the relationship between the associated emotions (e.g., positive versus negative) attached to extrinsic attributes and the actual choices. The research was conducted in the Netherlands in 2019, with 209 regular consumers of yoghurt. Participants were divided into two treatments according to each consumption context and a control group (no context); they were instructed to imagine purchasing yoghurt to consume it as a healthy snack or as a dessert or received no instructions. After choosing their preferred option from a discrete choice experiment, participants indicated how the choice made them feel from a list of emotions. The results revealed significant differences between positive emotional profiles for choosing healthy (low-fat) yoghurts with berries and negative profiles for choosing less healthy alternatives (full-fat) with double chocolate chunk sensory features. The findings from a random parameter logit model showed that participants who continuously chose the same type of yoghurt in all choice tasks selected mostly positive rather than negative emotions. The overall findings suggest that the associated emotions affect yoghurt choices. However, the emotions were mainly affected by the consumption context.
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15
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Rantala E, Balatsas-Lekkas A, Sozer N, Pennanen K. Overview of objective measurement technologies for nutrition research, food-related consumer and marketing research. Trends Food Sci Technol 2022. [DOI: 10.1016/j.tifs.2022.05.006] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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16
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Salazar Cobo MI, Jager G, de Wijk R, de Graaf C, Zandstra EH. Does portion size matter? Dynamic changes in hedonic and emotional responses to foods varying in portion size. Food Qual Prefer 2022. [DOI: 10.1016/j.foodqual.2022.104538] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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17
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The who, what, where, when, why and how of measuring emotional response to food. A systematic review. Food Qual Prefer 2022. [DOI: 10.1016/j.foodqual.2022.104607] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
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18
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Behnke M, Kreibig SD, Kaczmarek LD, Assink M, Gross JJ. Autonomic Nervous System Activity During Positive Emotions: A Meta-Analytic Review. EMOTION REVIEW 2022. [DOI: 10.1177/17540739211073084] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Autonomic nervous system (ANS) activity is a fundamental component of emotional responding. It is not clear, however, whether positive emotional states are associated with differential ANS reactivity. To address this issue, we conducted a meta-analytic review of 120 articles (686 effect sizes, total N = 6,546), measuring ANS activity during 11 elicited positive emotions, namely amusement, attachment love, awe, contentment, craving, excitement, gratitude, joy, nurturant love, pride, and sexual desire. We identified a widely dispersed collection of studies. Univariate results indicated that positive emotions produce no or weak and highly variable increases in ANS reactivity. However, the limitations of work to date – which we discuss – mean that our conclusions should be treated as empirically grounded hypotheses that future research should validate.
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Affiliation(s)
- Maciej Behnke
- Faculty of Psychology and Cognitive Science, Adam Mickiewicz University
| | | | | | - Mark Assink
- Research Institute of Child Development and Education, University of Amsterdam
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19
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Etzi R, Girondini M, Massetti G, Gallace A. A preliminary study on the impact of contextual information regarding the origin of food on consumers’ judgments and skin conductance responses. Curr Res Food Sci 2022; 5:423-431. [PMID: 35243355 PMCID: PMC8866495 DOI: 10.1016/j.crfs.2022.02.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2021] [Revised: 02/07/2022] [Accepted: 02/07/2022] [Indexed: 11/17/2022] Open
Abstract
Explicit and implicit responses to food and beverage are known to be modulated by expectations generated by contextual factors. Among these, labelling regarding the country of origin has been systematically shown to impact on consumers' evaluations of products. However, it is not clear yet whether the presence of food origin biases also affects humans’ physiological (i.e., implicit) responses, as well as whether different conditions of sensory appreciation of products are equally influenced. The present preliminary study investigated the psychophysiological responses to food samples paired to labels of declared (i.e., Italy, Spain/Germany, EU) or undeclared origins. Food items (i.e., olives and cracker) were presented in visual or taste conditions to thirty Italian participants, whose behavioral (i.e., liking, willingness to buy, and estimated cost) and physiological (i.e., skin conductance responses) responses were collected. The results indicated that the food samples elicited stronger liking and willingness to buy responses by participants and were estimated as more expensive, when being firstly experienced through vision than taste. No differences in the physiological arousal state were found as a function of food origin or sensory condition of presentation. Explicit choices related to food are modulated by expectation generated by contextual factors. Labelling regarding the country-of-origin impacts the consumer evaluations of products. The study investigated the behavioral and psychophysiological responses to food products comparing different labelling. Food items were presented in visual or taste conditions. The sensory modalities and the labeling information affect the behavioral choice (but not the physiological response).
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Affiliation(s)
- Roberta Etzi
- Mind and Behavior Technological Center, Department of Psychology, Università Milano-Bicocca, Italy
- Department of Psychology, Università Milano-Bicocca, Italy
| | - Matteo Girondini
- Mind and Behavior Technological Center, Department of Psychology, Università Milano-Bicocca, Italy
- Department of Psychology, Università Milano-Bicocca, Italy
- Corresponding author. Mind and Behavior Technological Center, Department of Psychology, Università Milano-Bicocca, Italy.
| | - Gemma Massetti
- Mind and Behavior Technological Center, Department of Psychology, Università Milano-Bicocca, Italy
- Department of Medicine and Surgery, Università Milano-Bicocca, Italy
| | - Alberto Gallace
- Mind and Behavior Technological Center, Department of Psychology, Università Milano-Bicocca, Italy
- Best 4 Food, Università Milano-Bicocca, Italy
- Department of Psychology, Università Milano-Bicocca, Italy
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20
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Sato W, Ikegami A, Ishihara S, Nakauma M, Funami T, Yoshikawa S, Fushiki T. Brow and Masticatory Muscle Activity Senses Subjective Hedonic Experiences during Food Consumption. Nutrients 2021; 13:nu13124216. [PMID: 34959773 PMCID: PMC8708739 DOI: 10.3390/nu13124216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Revised: 11/21/2021] [Accepted: 11/22/2021] [Indexed: 11/16/2022] Open
Abstract
Sensing subjective hedonic or emotional experiences during eating using physiological activity is practically and theoretically important. A recent psychophysiological study has reported that facial electromyography (EMG) measured from the corrugator supercilii muscles was negatively associated with hedonic ratings, including liking, wanting, and valence, during the consumption of solid foods. However, the study protocol prevented participants from natural mastication (crushing of food between the teeth) during physiological data acquisition, which could hide associations between hedonic experiences and masticatory muscle activity during natural eating. We investigated this issue by assessing participants’ subjective ratings (liking, wanting, valence, and arousal) and recording physiological measures, including EMG of the corrugator supercilii, zygomatic major, masseter, and suprahyoid muscles while they consumed gel-type solid foods (water-based gellan gum jellies) of diverse flavors. Ratings of liking, wanting, and valence were negatively correlated with corrugator supercilii EMG and positively correlated with masseter and suprahyoid EMG. These findings imply that subjective hedonic experiences during food consumption can be sensed using EMG signals from the brow and masticatory muscles.
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Affiliation(s)
- Wataru Sato
- Psychological Process Team, Guardian Robot Project, RIKEN, Kyoto 619-0288, Japan
- Field Science Education and Research Center, Kyoto University, Kyoto 606-78502, Japan;
- Correspondence: ; Tel.: +81-774-95-1360
| | - Akira Ikegami
- San-Ei Gen F. F. I., Inc., Osaka 561-8588, Japan; (A.I.); (S.I.); (M.N.); (T.F.)
| | - Sayaka Ishihara
- San-Ei Gen F. F. I., Inc., Osaka 561-8588, Japan; (A.I.); (S.I.); (M.N.); (T.F.)
| | - Makoto Nakauma
- San-Ei Gen F. F. I., Inc., Osaka 561-8588, Japan; (A.I.); (S.I.); (M.N.); (T.F.)
| | - Takahiro Funami
- San-Ei Gen F. F. I., Inc., Osaka 561-8588, Japan; (A.I.); (S.I.); (M.N.); (T.F.)
| | - Sakiko Yoshikawa
- Field Science Education and Research Center, Kyoto University, Kyoto 606-78502, Japan;
- Faculty of the Arts, Kyoto University of the Arts, Kyoto 606-8271, Japan
| | - Tohru Fushiki
- Faculty of Agriculture, Ryukoku University, Otsu 520-2194, Japan;
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21
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Mauri M, Rancati G, Gaggioli A, Riva G. Applying Implicit Association Test Techniques and Facial Expression Analyses in the Comparative Evaluation of Website User Experience. Front Psychol 2021; 12:674159. [PMID: 34712164 PMCID: PMC8545899 DOI: 10.3389/fpsyg.2021.674159] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 09/07/2021] [Indexed: 11/25/2022] Open
Abstract
This research project has the goal to verify whether the application of neuromarketing techniques, such as implicit association test (IAT) techniques and emotional facial expressions analyses may contribute to the assessment of user experience (UX) during and after website navigation. These techniques have been widely and positively applied in assessing customer experience (CX); however, little is known about their simultaneous application in the field of UX. As a specific context, the experience raised by different websites from two well-known automotive brands was compared. About 160 Italian university students were enrolled in an online experimental study. Participants performed a Brand Association Reaction Time Test (BARTT) version of the IAT where the two brands were compared according to different semantic dimensions already used in the automotive field. After completing the BARTT test, the participants navigated the target website: 80 participants navigated the first brand website, while the other half navigated the second brand website (between-subject design). During the first 3 min of website navigation, emotional facial expressions were recorded. The participants were asked to freely navigate the website home page, look for a car model and its characteristics and price, use the customising tool, and in the end, look for assistance. After the website navigation, all the participants performed, a second time, the BARTT version of the IAT, where the two brands were compared again, this time to assess whether the website navigation may impact the Implicit Associations previously detected. A traditional evaluation of the two websites was carried on by means of the classic heuristic evaluation. Findings from this study show, first of all, the significant results provided by neuromarketing techniques in the field of UX, as IAT can provide a positive application for assessing UX played by brand websites, thanks to the comparison of eventual changes in time reaction between the test performed before and after website navigation exposure. Secondly, results from emotional facial expression analyses during the navigation of both brand websites showed significant differences between the two brands, allowing the researchers to predict the emotional impact raised by each website. Finally, the positive correlation with heuristic evaluation shows that neuromarketing can be successfully applied in UX.
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Affiliation(s)
- Maurizio Mauri
- Department of Psychology, Catholic University of Milan, Milan, Italy.,Department of User Experience and Marketing Research, SR LABS, Milan, Italy
| | - Gaia Rancati
- Department of Business and Economics, Allegheny College, Meadville, PA, United States
| | - Andrea Gaggioli
- Department of Psychology, Catholic University of Milan, Milan, Italy.,Applied Technology for Neuro-Psychology Lab, I.R.C.C.S. Istituto Auxologico Italiano, Milan, Italy
| | - Giuseppe Riva
- Department of Psychology, Catholic University of Milan, Milan, Italy.,Applied Technology for Neuro-Psychology Lab, I.R.C.C.S. Istituto Auxologico Italiano, Milan, Italy
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22
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Pedersen H, Quist JS, Jensen MM, Clemmensen KKB, Vistisen D, Jørgensen ME, Færch K, Finlayson G. Investigation of eye tracking, electrodermal activity and facial expressions as biometric signatures of food reward and intake in normal weight adults. Food Qual Prefer 2021. [DOI: 10.1016/j.foodqual.2021.104248] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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23
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24
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25
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Schouteten JJ. Are questionnaires the best way to measure emotions for food products and beverages? Food Qual Prefer 2021. [DOI: 10.1016/j.foodqual.2020.104122] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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26
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Ginieis R, Abeywickrema S, Oey I, Franz EA, Perry T, Keast RSJ, Peng M. The role of an individual's olfactory discriminability in influencing snacking and habitual energy intake. Appetite 2021; 167:105646. [PMID: 34390779 DOI: 10.1016/j.appet.2021.105646] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 07/17/2021] [Accepted: 08/11/2021] [Indexed: 02/06/2023]
Abstract
Recent studies have revealed close links between human olfaction, appetite, and food choice. However, it remains unclear whether olfactory sensitivity plays a direct role in determining food and energy intake. The present study addresses this question by assessing relationships between individual olfactory discriminability (at a suprathreshold level), snacking, and habitual energy intake. A total of 92 healthy Caucasian males (mean age = 26.1, SD = 5.8) were tested for their olfactory discriminability (measured by d') to three food-related odorants (O1 - Vanillin, O2 - Methional, and O3 - Maltol/Furaneol mixture) with a 2-AFC method of constant stimuli. These sensory data were then analysed with two separate measures of food consumption - (1) snack energy intake within an ad libitum buffet setting; (2) habitual energy intake using four-day weighed food records. Univariate analyses of variance revealed significant results with regards to O1. Specifically, individuals with higher discriminability consumed significantly less energy from snacking as opposed to their less sensitive counterparts (p = 0.05). However, no significant relationship was found between individual olfactory discriminability and habitual energy intake. While recent years have seen increasing research focus on how external olfactory cues affect food consumption, our study offers particularly novel insights regarding the role of individual olfactory sensitivity in shaping eating behaviour.
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Affiliation(s)
- Rachel Ginieis
- Sensory Neuroscience Laboratory, Department of Food Science, University of Otago, Dunedin, New Zealand
| | - Sashie Abeywickrema
- Sensory Neuroscience Laboratory, Department of Food Science, University of Otago, Dunedin, New Zealand
| | - Indrawati Oey
- Sensory Neuroscience Laboratory, Department of Food Science, University of Otago, Dunedin, New Zealand
| | | | - Tracy Perry
- Division of Sciences, University of Otago, Dunedin, New Zealand
| | - Russell S J Keast
- School of Exercise and Nutrition Sciences, Deakin University, Melbourne, Australia
| | - Mei Peng
- Sensory Neuroscience Laboratory, Department of Food Science, University of Otago, Dunedin, New Zealand.
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27
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Savela‐Huovinen U, Toom A, Knaapila A, Muukkonen H. Sensory professionals' perspective on the possibilities of using facial expression analysis in sensory and consumer research. Food Sci Nutr 2021; 9:4254-4265. [PMID: 34401076 PMCID: PMC8358381 DOI: 10.1002/fsn3.2393] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2021] [Revised: 05/17/2021] [Accepted: 05/18/2021] [Indexed: 11/26/2022] Open
Abstract
The increase in digitalization, software applications, and computing power has widened the variety of tools with which to collect and analyze sensory data. As these changes continue to take place, examining new skills required among sensory professionals is needed. The aim with this study was to answer the following questions: (a) How did sensory professionals perceive the opportunities to utilize facial expression analysis in sensory evaluation work? (b) What skills did the sensory professionals describe they needed when utilizing facial expression analysis? Twenty-two sensory professionals from various food companies and universities were interviewed by using semistructural thematic interviews to map development intentions from facial expression recognition data as well as to describe the established skills that were needed. Participants' facial expressions were first elicited by an odor sample during a sensory evaluation task. The evaluation was video recorded to characterize a facial expression software response (FaceReader™). The participants were interviewed regarding their opinions of the data analysis the software produced. The study findings demonstrate how using facial expression analysis contains personal and field-specific perspectives. Recognizability, associativity, reflectivity, reliability, and suitability were perceived as a personal perspective. From the field-specific perspective, professionals considered the received data valuable only if they had skills to interpret and utilize it. There is a need for an increase in training not only in IT, mathematics, statistics, and problem-solving, but also in skills related to self-management and ethical responsibility.
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Affiliation(s)
- Ulriikka Savela‐Huovinen
- Department of Economics and ManagementFaculty of Agriculture and ForestryUniversity of HelsinkiHelsinkiFinland
| | - Auli Toom
- Centre for University Teaching and LearningFaculty of Educational SciencesUniversity of HelsinkiHelsinkiFinland
| | - Antti Knaapila
- Department of Food and NutritionFaculty of Agriculture and ForestryUniversity of HelsinkiHelsinkiFinland
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28
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Rocha‐Parra D, León Bianchi L, Gentico F, Garcia‐Burgos D, Zamora MC. Comparison between discrete and continuous analysis of facial expressions, elicited by bitter‐tasting beverages in overweight and healthy‐weight individuals. Int J Food Sci Technol 2021. [DOI: 10.1111/ijfs.15004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Diego Rocha‐Parra
- Facultad de Ingeniería y Ciencias Agrarias Pontificia Universidad Católica Argentina (UCA) Av. Alicia Moreau de Justo 1500 Buenos AiresC1107AFFArgentina
- Member of Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) Godoy Cruz 2290 Buenos AiresC1425FQBArgentina
| | - Luciana León Bianchi
- Facultad de Ingeniería y Ciencias Agrarias Pontificia Universidad Católica Argentina (UCA) Av. Alicia Moreau de Justo 1500 Buenos AiresC1107AFFArgentina
- Member of Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) Godoy Cruz 2290 Buenos AiresC1425FQBArgentina
| | - Fernando Gentico
- Facultad de Ingeniería y Ciencias Agrarias Pontificia Universidad Católica Argentina (UCA) Av. Alicia Moreau de Justo 1500 Buenos AiresC1107AFFArgentina
| | - David Garcia‐Burgos
- Department of Psychobiology Federico Olóriz’ Institute of Neurosciences University of Granada Campus Universitario de Cartuja GranadaC.P. 18071Spain
| | - María C. Zamora
- Facultad de Ingeniería y Ciencias Agrarias Pontificia Universidad Católica Argentina (UCA) Av. Alicia Moreau de Justo 1500 Buenos AiresC1107AFFArgentina
- Member of Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) Godoy Cruz 2290 Buenos AiresC1425FQBArgentina
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29
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Wagner J, Grigor J, Abdullah A, Cannon P, Wilkin J, Robertson P, Szymkowiak A. The relationship between tendency to attend to detail, sensory sensitivity, and affective response to food cues - A registered report. Int J Psychophysiol 2021; 166:50-60. [PMID: 33965421 DOI: 10.1016/j.ijpsycho.2021.05.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 04/30/2021] [Accepted: 05/05/2021] [Indexed: 11/18/2022]
Abstract
Understanding the underlying drivers of food choice remains a challenge and has highlighted the need for measures that capture data over and above that offered by self-reporting tools. Consequently, a growing body of research has set out to interpret facial responses to food cues to offer a greater insight into the emotional responses that may drive food acceptance. However, interpreting facial responses is challenging, as there are numerous factors that may influence affective response to foods, including expectation, context, and individual differences. Existing findings suggest there is a link between autistic traits and sensory sensitivities; research highlights further links between sensory sensitivities and eating behaviour, and autistic traits and eating behaviour, with a body of research focusing on the autistic trait attention to detail (ATD). As such, the current study aimed to examine rapid facial activity in response to foods cues while capturing these individual differences present in the general population. This study found no evidence to suggest facial responses to food pictures were linked with attention to detail or hyper-sensitivity. The findings did support a general link between self-reported pleasantness ratings of viewed foods and activity of facial muscles. Post-hoc analyses suggested scoring on the social skills sub-scale of the Autism Quotient (AQ) was associated with levator activity while viewing pictures low in pleasantness. This study offers a greater understanding of variations, at the individual level, which are associated with affective response to foods, and may help to inform the development of tools that set out to predict food acceptance.
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Affiliation(s)
- Jennifer Wagner
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland
| | - John Grigor
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland.
| | - Ahmed Abdullah
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland
| | - Peter Cannon
- Massey University, Palmerston North, New Zealand
| | - Jonathan Wilkin
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland
| | - Paul Robertson
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland
| | - Andrea Szymkowiak
- Abertay University, Dundee, Scotland, United Kingdom of Great Britain and Northern Ireland
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Increasing Vegetable Diversity Consumption Impacts the Sympathetic Nervous System Activity in School-Aged Children. Nutrients 2021; 13:nu13051456. [PMID: 33922948 PMCID: PMC8146093 DOI: 10.3390/nu13051456] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 04/20/2021] [Accepted: 04/23/2021] [Indexed: 11/17/2022] Open
Abstract
Evidence about the impact of vegetable and fruit diversity consumption on the autonomic nervous system (ANS) functioning is scarce. In this cross-sectional study (513 participants, 49.9% girls aged 7 to 12 years), we evaluated the association between vegetable and fruit diversity consumption and the ANS in school-aged children. Dietary intake was collected using a single 24-h recall questionnaire. Fruit and vegetable diversity consumption was estimated by summing up all the different individual vegetables and fruits consumed in one day. Pupillometry was used to assess pupillary light response, which evaluated the ANS activity. Adjusted linear regressions estimated the association between vegetable and fruit diversity consumption with pupillary light response measures. There was a positive and significant association between vegetable diversity consumption and the average dilation velocity, a measure related to the sympathetic nervous system activity (β-coefficient = 0.03, 95%CI: 0.002; 0.07). Our findings show that vegetable diversity consumption is associated with the ANS response, a possible early link between diet and health in school-aged children.
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Feldmeyer A, Johnson A, Ennis JM. Emotional profiles elicited from orthonasal and retronasal perceptions of food (fruit) and non‐food (floral) aromas. FLAVOUR FRAG J 2021. [DOI: 10.1002/ffj.3655] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Kaneko D, Stuldreher I, Reuten AJC, Toet A, van Erp JBF, Brouwer AM. Comparing Explicit and Implicit Measures for Assessing Cross-Cultural Food Experience. FRONTIERS IN NEUROERGONOMICS 2021; 2:646280. [PMID: 38235219 PMCID: PMC10790875 DOI: 10.3389/fnrgo.2021.646280] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/25/2020] [Accepted: 02/17/2021] [Indexed: 01/19/2024]
Abstract
The present study investigated the potential of implicit physiological measures to provide objective measures of affective food experience in contrast to explicit self-report ratings in a cross-cultural context. Dutch and Thai participants viewed 120 food images portraying universal food image categories (regular and molded food) and cultural food image categories (typically Dutch and Thai food). The universal food images were taken as ground truth high and low valence stimuli, where we assumed no genuine difference in affective experience between nationalities. In contrast, for the cultural food images, we did expect a genuine difference between nationalities. Participants were asked to rate valence, arousal and liking of each food image. In addition, heart rate (HR) and phasic electrodermal activity (EDA) responses to the images were recorded. Typically Asian and Western response biases were found for explicit ratings of regular and molded food with an extreme response style for Dutch, and a middle response style for Thai participants. However, such bias was not observed in HR. For cultural food image categories, HR showed the hypothesized interaction between participant nationality and food image category, reflecting the expected genuine difference between nationalities in affective food experience. Besides presenting participants with images, we also asked participants to taste typically Thai and Dutch drinks. Similar to images, a significant interaction between participant nationality and cultural food category was found for HR. An interaction was also found for sip size, while this was not seen in explicit measures. We attribute this to differences in the moment that these measures were taken. In this study, phasic EDA did not appear to be a sensitive measure of affective food experience, possibly since stimuli mostly differed in valence rather than arousal. To conclude, our study constitutes an example where cultural bias negatively affected the accuracy of self-reports, and only the implicit physiological measures followed the prior expectations of genuine food experience, indicating the potential of these measures to study cross-cultural food experience.
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Affiliation(s)
- Daisuke Kaneko
- Kikkoman Europe R&D Laboratory B.V., Wageningen, Netherlands
- Microbiology and Systems Biology, Netherlands Organisation for Applied Scientific Research TNO, Zeist, Netherlands
| | - Ivo Stuldreher
- Perceptual and Cognitive Systems, Netherlands Organisation for Applied Scientific Research TNO, Soesterberg, Netherlands
- Human Media Interaction Lab, University of Twente, Enschede, Netherlands
| | - Anne J. C. Reuten
- Perceptual and Cognitive Systems, Netherlands Organisation for Applied Scientific Research TNO, Soesterberg, Netherlands
| | - Alexander Toet
- Perceptual and Cognitive Systems, Netherlands Organisation for Applied Scientific Research TNO, Soesterberg, Netherlands
| | - Jan B. F. van Erp
- Perceptual and Cognitive Systems, Netherlands Organisation for Applied Scientific Research TNO, Soesterberg, Netherlands
- Human Media Interaction Lab, University of Twente, Enschede, Netherlands
| | - Anne-Marie Brouwer
- Perceptual and Cognitive Systems, Netherlands Organisation for Applied Scientific Research TNO, Soesterberg, Netherlands
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Biju S, Fuentes S, Gonzalez Viejo C, Torrico DD, Inayat S, Gupta D. Silicon supplementation improves the nutritional and sensory characteristics of lentil seeds obtained from drought-stressed plants. JOURNAL OF THE SCIENCE OF FOOD AND AGRICULTURE 2021; 101:1454-1466. [PMID: 32851662 DOI: 10.1002/jsfa.10759] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Revised: 07/23/2020] [Accepted: 08/26/2020] [Indexed: 06/11/2023]
Abstract
BACKGROUND Lentil is an important nutritionally rich pulse crop in the world. Despite having a prominent role in human health and nutrition, it is very unfortunate that global lentil production is adversely limited by drought stress, causing a huge decline in yield and productivity. Drought stress can also affect the nutritional profile of seeds. Silicon (Si) is an essential element for plants and a general component of the human diet found mainly in plant-based foods. This study investigated the effects of Si on nutritional and sensory properties of seeds obtained from lentil plants grown in an Si-supplied drought-stressed environment. RESULTS Significant enhancements in the concentration of nutrients (protein, carbohydrate, dietary fibre, Si) and antioxidants (ascorbate, phenol, flavonoids, total antioxidants) were found in seeds. Significant reductions in antinutrients (trypsin inhibitor, phytic acid, tannin) were also recorded. A novel sensory analysis was implemented in this study to evaluate the unconscious and conscious responses of consumers. Biometrics were integrated with a traditional sensory questionnaire to gather consumers responses. Significant positive correlations (R = 0.6-1) were observed between sensory responses and nutritional properties of seeds. Seeds from Si-treated drought-stressed plants showed higher acceptability scores among consumers. CONCLUSION The results demonstrated that Si supplementation can improve the nutritional and sensory properties of seeds. This study offers an innovative approach in sensory analysis coupled with biometrics to accurately assess a consumer's preference towards tested samples. In the future, the results of this study will help in making a predictive model for sensory traits and nutritional components in seeds using machine-learning modelling techniques. © 2020 Society of Chemical Industry.
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Affiliation(s)
- Sajitha Biju
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Sigfredo Fuentes
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Claudia Gonzalez Viejo
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Damir D Torrico
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Sumayya Inayat
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
| | - Dorin Gupta
- School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia
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Self-Reported Emotions and Facial Expressions on Consumer Acceptability: A Study Using Energy Drinks. Foods 2021; 10:foods10020330. [PMID: 33557127 PMCID: PMC7913797 DOI: 10.3390/foods10020330] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Revised: 01/25/2021] [Accepted: 01/29/2021] [Indexed: 02/01/2023] Open
Abstract
Emotional responses elicited by foods are of great interest for new product developers and marketing professionals, as consumer acceptance proved to be linked to the emotions generated by the product in the consumers. An emotional measurement is generally considered an appropriate tool to differentiate between the products of similar nutritional value, flavour, liking and packaging. Novel methods used to measure emotions include self-reporting verbal and visual measurements, and facial expression techniques. This study aimed to evaluate the explicit and implicit emotional response elicited during the tasting of two different brands (A and B) of energy drinks. The explicit response of consumers was assessed using liking (nine-point hedonic scale), and emotions (EsSense Profile®—Check-All-That-Apply questionnaire), and implicit emotional responses were evaluated by studying facial expressions using the Affectiva Affdex® software. The familiarity of the product and purchase intent were also assessed during the study. The hedonic rating shows a significant difference in liking between the two brands of energy drink during the tasting session. For the explicit emotional responses, participants elicited more positive emotions than the negative emotions for both energy drinks. However, participants expressed “happy”, “active” and “eager” emotions more frequently for energy drink A. On the other hand, the implicit emotional responses through facial expressions indicated a high level of involvement of the participants with energy drink B as compared to energy drink A. The study showed that overall liking and the explicit and implicit emotional measurements are weakly to moderately correlated.
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Facial EMG Activity Is Associated with Hedonic Experiences but not Nutritional Values While Viewing Food Images. Nutrients 2020; 13:nu13010011. [PMID: 33375209 PMCID: PMC7822192 DOI: 10.3390/nu13010011] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2020] [Revised: 12/14/2020] [Accepted: 12/18/2020] [Indexed: 11/17/2022] Open
Abstract
The physiological correlates of hedonic/emotional experiences to visual food stimuli are of theoretical and practical interest. Previous psychophysiological studies have shown that facial electromyography (EMG) signals were related to subjective hedonic ratings in response to food images. However, because other data showed positive correlations between hedonic ratings and objective nutritional values of food, whether the facial EMG reactions to food images could reflect the hedonic evaluation or nutritional assessment of food remains unknown. To address this issue, we measured subjective hedonic ratings (liking, wanting, valence, and arousal) and physiological signals (facial EMG of the corrugator supercilii, zygomatic major, masseter, and suprahyoid muscles, skin potential responses, and heart rates) while participants observed food images that had objective nutritional information (caloric, carbohydrate, fat, and protein contents). The results revealed that zygomatic major EMG activity was positively correlated with ratings of liking, wanting, and valence, but not with any objective nutritional value. These data indicate that facial EMG signals in response to food images reflect subjective hedonic experiences, but not objective nutritional values, associated with the food item.
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Loos HM, Schreiner L, Karacan B. A systematic review of physiological responses to odours with a focus on current methods used in event-related study designs. Int J Psychophysiol 2020; 158:143-157. [PMID: 33080292 DOI: 10.1016/j.ijpsycho.2020.08.014] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Revised: 07/15/2020] [Accepted: 08/26/2020] [Indexed: 12/28/2022]
Abstract
OBJECTIVES In odour research, there is still a lack of knowledge regarding the detailed understanding of the determinants and the magnitude of an odour's impact on human psychophysiology. Therefore, the present review aims to summarize current evidence on psychophysiological responses to olfactory events, to highlight diversity in research methods, and to provide recommendations for further research. MATERIAL AND METHODS Predefined search items were used for literature research in two databases, focussing on recent investigations of cardiac and electrodermal responses to short (<10 s) olfactory stimulations, combined with self-reports on odour experience, in a healthy population. The selected 27 publications were evaluated with regard to their methods and their findings on psychophysiological correlates of odour stimulation, following a conceptual scheme proposing mediating and moderating factors of physiological responses to odour stimuli. RESULTS The cardiac and electrodermal activity generally followed a discriminative pattern depending on the perceived pleasantness of an odour. Moreover, the trigeminal aspect of an odour stimulus became evident in electrodermal activity in several studies. Finally, for many of the here addressed potentially mediating and moderating variables, initial findings were obtained in some studies but these await corroboration by future research. With regard to the applied methodology, the reviewed studies were highly diverse, in terms of odour application, study design, and analysis of the time series data. CONCLUSIONS Future research is needed to advance our understanding of, and theoretical concepts beyond, psychophysiological responses to olfactory events, and to achieve experimentally validated methodological guidelines for psychophysiological measurements in olfaction research.
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Affiliation(s)
- Helene M Loos
- Fraunhofer Institute for Process Engineering and Packaging IVV, Giggenhauser Str. 35, 85354 Freising, Germany; Chair of Aroma and Smell Research, Friedrich-Alexander-Universität Erlangen-Nürnberg, Henkestr. 9, 91054 Erlangen, Germany.
| | - Linda Schreiner
- Fraunhofer Institute for Process Engineering and Packaging IVV, Giggenhauser Str. 35, 85354 Freising, Germany; Chair of Aroma and Smell Research, Friedrich-Alexander-Universität Erlangen-Nürnberg, Henkestr. 9, 91054 Erlangen, Germany
| | - Brid Karacan
- Fraunhofer Institute for Process Engineering and Packaging IVV, Giggenhauser Str. 35, 85354 Freising, Germany
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Does the face show what the mind tells? A comparison between dynamic emotions obtained from facial expressions and Temporal Dominance of Emotions (TDE). Food Qual Prefer 2020. [DOI: 10.1016/j.foodqual.2020.103976] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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38
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Lagast S, De Steur H, Gadeyne S, Hödl S, Staljanssens W, Vonck K, Boon P, Gellynck X, De Herdt V. Heart rate, electrodermal responses and frontal alpha asymmetry to accepted and non-accepted solutions and drinks. Food Qual Prefer 2020. [DOI: 10.1016/j.foodqual.2020.103893] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
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Clark EA, Kessinger J, Duncan SE, Bell MA, Lahne J, Gallagher DL, O'Keefe SF. The Facial Action Coding System for Characterization of Human Affective Response to Consumer Product-Based Stimuli: A Systematic Review. Front Psychol 2020; 11:920. [PMID: 32528361 PMCID: PMC7264164 DOI: 10.3389/fpsyg.2020.00920] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2019] [Accepted: 04/14/2020] [Indexed: 12/13/2022] Open
Abstract
To characterize human emotions, researchers have increasingly utilized Automatic Facial Expression Analysis (AFEA), which automates the Facial Action Coding System (FACS) and translates the facial muscular positioning into the basic universal emotions. There is broad interest in the application of FACS for assessing consumer expressions as an indication of emotions to consumer product-stimuli. However, the translation of FACS to characterization of emotions is elusive in the literature. The aim of this systematic review is to give an overview of how FACS has been used to investigate human emotional behavior to consumer product-based stimuli. The search was limited to studies published in English after 1978, conducted on humans, using FACS or its action units to investigate affect, where emotional response is elicited by consumer product-based stimuli evoking at least one of the five senses. The search resulted in an initial total of 1,935 records, of which 55 studies were extracted and categorized based on the outcomes of interest including (i) method of FACS implementation; (ii) purpose of study; (iii) consumer product-based stimuli used; and (iv) measures of affect validation. Most studies implemented FACS manually (73%) to develop products and/or software (20%) and used consumer product-based stimuli that had known and/or defined capacity to evoke a particular affective response, such as films and/or movie clips (20%); minimal attention was paid to consumer products with low levels of emotional competence or with unknown affective impact. The vast majority of studies (53%) did not validate FACS-determined affect and, of the validation measures that were used, most tended to be discontinuous in nature and only captured affect as it holistically related to an experience. This review illuminated some inconsistencies in how FACS is carried out as well as how emotional response is inferred from facial muscle activation. This may prompt researchers to consider measuring the total consumer experience by employing a variety of methodologies in addition to FACS and its emotion-based interpretation guide. Such strategies may better conceptualize consumers' experience with products of low, unknown, and/or undefined capacity to evoke an affective response such as product prototypes, line extensions, etc.
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Affiliation(s)
- Elizabeth A. Clark
- Virginia Polytechnic Institute and State University, Blacksburg, VA, United States
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Sato W, Minemoto K, Ikegami A, Nakauma M, Funami T, Fushiki T. Facial EMG Correlates of Subjective Hedonic Responses During Food Consumption. Nutrients 2020; 12:nu12041174. [PMID: 32331423 PMCID: PMC7230625 DOI: 10.3390/nu12041174] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2020] [Revised: 04/14/2020] [Accepted: 04/21/2020] [Indexed: 11/16/2022] Open
Abstract
An exploration of physiological correlates of subjective hedonic responses while eating food has practical and theoretical significance. Previous psychophysiological studies have suggested that some physiological measures, including facial electromyography (EMG), may correspond to hedonic responses while viewing food images or drinking liquids. However, whether consuming solid food could produce such subjective–physiological concordance remains untested. To investigate this issue, we assessed participants’ subjective ratings of liking, wanting, valence, and arousal while they consumed gel-type food stimuli of various flavors and textures. We additionally measured their physiological signals, including facial EMG from the corrugator supercilii. The results showed that liking, wanting, and valence ratings were negatively correlated with corrugator supercilii EMG activity. Only the liking rating maintained a negative association with corrugator supercilii activity when the other ratings were partialed out. These data suggest that the subjective hedonic experience, specifically the liking state, during food consumption can be objectively assessed using facial EMG signals and may be influenced by such somatic signals.
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Affiliation(s)
- Wataru Sato
- Kokoro Research Center, Kyoto University, 46 Shimoadachi, Sakyo, Kyoto 606-8501, Japan;
- Correspondence: ; Tel.: +81-75-753-9670
| | - Kazusa Minemoto
- Kokoro Research Center, Kyoto University, 46 Shimoadachi, Sakyo, Kyoto 606-8501, Japan;
| | - Akira Ikegami
- San-Ei Gen F. F. I., Inc., 1-1-11 Sanwa-cho, Toyonaka, Osaka 561-8588, Japan; (A.I.); (M.N.); (T.F.)
| | - Makoto Nakauma
- San-Ei Gen F. F. I., Inc., 1-1-11 Sanwa-cho, Toyonaka, Osaka 561-8588, Japan; (A.I.); (M.N.); (T.F.)
| | - Takahiro Funami
- San-Ei Gen F. F. I., Inc., 1-1-11 Sanwa-cho, Toyonaka, Osaka 561-8588, Japan; (A.I.); (M.N.); (T.F.)
| | - Tohru Fushiki
- Faculty of Agriculture, Ryukoku University, 1-5 Seta Oe-Cho Koya, Ohtsu, Shiga 520-2194, Japan;
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The State of Automated Facial Expression Analysis (AFEA) in Evaluating Consumer Packaged Beverages. BEVERAGES 2020. [DOI: 10.3390/beverages6020027] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
In the late 1970s, analysis of facial expressions to unveil emotional states began to grow and flourish along with new technologies and software advances. Researchers have always been able to document what consumers do, but understanding how consumers feel at a specific moment in time is an important part of the product development puzzle. Because of this, biometric testing methods have been used in numerous studies, as researchers have worked to develop a more comprehensive understanding of consumers. Despite the many articles on automated facial expression analysis (AFEA), literature is limited in regard to food and beverage studies. There are no standards to guide researchers in setting up materials, processing data, or conducting a study, and there are few, if any, compilations of the studies that have been performed to determine whether any methodologies work better than others or what trends have been found. Through a systematic Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) review, 38 articles were found that were relevant to the research goals. The authors identified AFEA study methods that have worked and those that have not been as successful and noted any trends of particular importance. Key takeaways include a listing of commercial AFEA software, experimental methods used within the PRISMA analysis, and a comprehensive explanation of the critical methods and practices of the studies analyzed. Key information was analyzed and compared to determine effects on the study outcomes. Through analyzing the various studies, suggestions and guidance for conducting and analyzing data from AFEA experiments are discussed.
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Brouwer AM, Hogervorst MA, van Erp JB, Grootjen M, van Dam E, Zandstra EH. Measuring cooking experience implicitly and explicitly: Physiology, facial expression and subjective ratings. Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2019.103726] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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Cultural Moderation of Unconscious Hedonic Responses to Food. Nutrients 2019; 11:nu11112832. [PMID: 31752310 PMCID: PMC6893624 DOI: 10.3390/nu11112832] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 11/14/2019] [Accepted: 11/15/2019] [Indexed: 11/17/2022] Open
Abstract
Previous psychological studies have shown that images of food elicit hedonic responses, either consciously or unconsciously, and that participants' cultural experiences moderate conscious hedonic ratings of food. However, whether cultural factors moderate unconscious hedonic responses to food remains unknown. We investigated this issue in Polish and Japanese participants using the subliminal affective priming paradigm. Images of international fast food and domestic Japanese food were presented subliminally as prime stimuli. Participants rated their preferences for the subsequently presented target ideographs. Participants also rated their preferences for supraliminally presented food images. In the subliminal rating task, Polish participants showed higher preference ratings for fast food primes than for Japanese food primes, whereas Japanese participants showed comparable preference ratings across these two conditions. In the supraliminal rating task, both Polish and Japanese participants reported comparable preferences for fast and Japanese food stimuli. These results suggest that cultural experiences moderate unconscious hedonic responses to food, which may not be detected based on explicit ratings.
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Explicit and Implicit Responses to Tasting Drinks Associated with Different Tasting Experiences. SENSORS 2019; 19:s19204397. [PMID: 31614504 PMCID: PMC6832136 DOI: 10.3390/s19204397] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Revised: 09/30/2019] [Accepted: 10/07/2019] [Indexed: 11/18/2022]
Abstract
Probing food experience or liking through verbal ratings has its shortcomings. We compare explicit ratings to a range of (neuro)physiological and behavioral measures with respect to their performance in distinguishing drinks associated with different emotional experience. Seventy participants tasted and rated the valence and arousal of eight regular drinks and a “ground truth” high-arousal, low-valence vinegar solution. The discriminative power for distinguishing between the vinegar solution and the regular drinks was highest for sip size, followed by valence ratings, arousal ratings, heart rate, skin conductance level, facial expression of “disgust,” pupil diameter, and Electroencephalogram (EEG) frontal alpha asymmetry. Within the regular drinks, a positive correlation was found between rated arousal and heart rate, and a negative correlation between rated arousal and Heart Rate Variability (HRV). Most physiological measures showed consistent temporal patterns over time following the announcement of the drink and taking a sip. This was consistent over all nine drinks, but the peaks were substantially higher for the vinegar solution than for the regular drinks, likely caused by emotion. Our results indicate that implicit variables have the potential to differentiate between drinks associated with different emotional experiences. In addition, this study gives us insight into the physiological temporal response patterns associated with taking a sip.
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45
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Mahieu B, Visalli M, Schlich P, Thomas A. Eating chocolate, smelling perfume or watching video advertisement: Does it make any difference on emotional states measured at home using facial expressions? Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2019.05.011] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
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46
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Smith R, Kelly B, Yeatman H, Johnstone S, Baur L, King L, Boyland E, Chapman K, Hughes C, Bauman A. Skin Conductance Responses Indicate Children are Physiologically Aroused by Their Favourite Branded Food and Drink Products. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16173014. [PMID: 31438489 PMCID: PMC6747165 DOI: 10.3390/ijerph16173014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/03/2019] [Revised: 08/17/2019] [Accepted: 08/19/2019] [Indexed: 11/16/2022]
Abstract
Children's favourite food and beverage brands use various tactics to foster positive associations and loyalty. This brand-consumer dynamic is frequently influenced by the use of implicit techniques and emotional appeals. Few studies have used physiological methods to examine the connections that brands build with children and the influence this has on their automatic responses. These techniques are potentially less prone to bias than behavioural or cognitive methods. This is the first study to explore the implicit response that children have to images of their favourite food and beverage brands using skin conductance responses as a marker of arousal. Australian children aged 8-11 years (n = 48) were recruited. Images of the participants' favourite branded food and beverage products, alongside images of the same products unpackaged, their family and friends, and neutral objects were presented in a randomised order with a standard timed interval between images. Children were significantly more aroused by branded images of their favourite food and beverage products than by their unpackaged counterparts (p < 0.042, d = 0.4). The physiological response to the branded products was similar to the response to the children's family and friends (p = 0.900, d = -0.02). These findings suggest that children may have an implicit connection to their favourite branded products.
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Affiliation(s)
- Rachel Smith
- Early Start, School of Health and Society, Faculty of Social Sciences, University of Wollongong, Wollongong, NSW 2522, Australia.
| | - Bridget Kelly
- Early Start, School of Health and Society, Faculty of Social Sciences, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Heather Yeatman
- School of Health and Society, Faculty of Social Sciences, University of Wollongong, Wollongong, NSW 2522, Australia
| | - Stuart Johnstone
- Brain and Behavior Research Institute, School of Psychology, Faculty of Social Sciences, University of Wollongong, NSW 2522, Australia
| | - Louise Baur
- Discipline of Child and Adolescent Health, Sydney Medical School, University of Sydney, Sydney, NSW 2006, Australia
| | - Lesley King
- Sydney School of Public Health, Sydney Medical School, University of Sydney, Sydney, NSW 2006, Australia
| | - Emma Boyland
- Psychological Sciences, Institute of Psychology, Health and Society, University of Liverpool, Merseyside L69 7ZA, UK
| | - Kathy Chapman
- Cancer Council NSW, 153 Dowling Street, Woolloomooloo, NSW 2011, Australia
- School of Life and Environmental Sciences, Faculty of Science, University of Sydney, Sydney, NSW 2006, Australia
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW 2308, Australia
| | - Clare Hughes
- Cancer Council NSW, 153 Dowling Street, Woolloomooloo, NSW 2011, Australia
| | - Adrian Bauman
- Prevention Research Collaboration, School of Public Health, University of Sydney, Sydney, NSW 2006, Australia
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47
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Potential applications for virtual and augmented reality technologies in sensory science. INNOV FOOD SCI EMERG 2019. [DOI: 10.1016/j.ifset.2019.102178] [Citation(s) in RCA: 43] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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Physiological Responses to Basic Tastes for Sensory Evaluation of Chocolate Using Biometric Techniques. Foods 2019; 8:foods8070243. [PMID: 31284449 PMCID: PMC6679144 DOI: 10.3390/foods8070243] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 07/02/2019] [Accepted: 07/03/2019] [Indexed: 01/18/2023] Open
Abstract
Facial expressions are in reaction to basic tastes by the response to receptor stimulation. The objective of this study was to assess the autonomic nervous system responses to basic tastes in chocolates and to identify relationships between conscious and unconscious responses from participants. Panelists (n = 45) tasted five chocolates with either salt, citric acid, sugar, or monosodium glutamate, which generated four distinctive basic tastes plus bitter, using dark chocolate. An integrated camera system, coupled with the Bio-Sensory application, was used to capture infrared thermal images, videos, and sensory responses. Outputs were used to assess skin temperature (ST), facial expressions, and heart rate (HR) as physiological responses. Sensory responses and emotions elicited during the chocolate tasting were evaluated using the application. Results showed that the most liked was sweet chocolate (9.01), while the least liked was salty chocolate (3.61). There were significant differences for overall liking (p < 0.05) but none for HR (p = 0.75) and ST (p = 0.27). Sweet chocolate was inversely associated with angry, and salty chocolate positively associated with sad. Positive emotion-terms were associated with sweet samples and liking in self-reported responses. Findings of this study may be used to assess novel tastes of chocolate in the industry based on conscious and emotional responses more objectively.
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De Wijk R, Kaneko D, Dijksterhuis G, van Zoggel M, Schiona I, Visalli M, Zandstra E. Food perception and emotion measured over time in-lab and in-home. Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2019.02.019] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Using both emotional responses and sensory attribute intensities to predict consumer liking and preference toward vegetable juice products. Food Qual Prefer 2019. [DOI: 10.1016/j.foodqual.2018.12.006] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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