Digital technologies to assess yoghurt quality traits and consumers acceptability.
Autor: | Gupta MK; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Future Food Hallmark Research Initiative, The University of Melbourne, Parkville, VIC, Australia., Viejo CG; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Digital Agriculture, Food and Wine group, The University of Melbourne, Parkville, VIC, Australia., Fuentes S; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Digital Agriculture, Food and Wine group, The University of Melbourne, Parkville, VIC, Australia., Torrico DD; Department of Wine, Food and Molecular Biosciences, Lincoln University, Lincoln, New Zealand., Saturno PC; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Philippine Carabao Center (PCC), National Headquarters and Gene Pool, Science City of Muñoz, Palayan, Philippines., Gras SL; Future Food Hallmark Research Initiative, The University of Melbourne, Parkville, VIC, Australia.; Department of Chemical Engineering and The Bio21 Molecular Science and Biotechnology Institute, The University of Melbourne, Parkville, VIC, Australia., Dunshea FR; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Future Food Hallmark Research Initiative, The University of Melbourne, Parkville, VIC, Australia.; Faculty of Biological Sciences, The University of Leeds, Leeds, UK., Cottrell JJ; School of Agriculture and Food, Faculty of Veterinary and Agricultural Sciences, The University of Melbourne, Parkville, VIC, Australia.; Future Food Hallmark Research Initiative, The University of Melbourne, Parkville, VIC, Australia. |
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Jazyk: | angličtina |
Zdroj: | Journal of the science of food and agriculture [J Sci Food Agric] 2022 Oct; Vol. 102 (13), pp. 5642-5652. Date of Electronic Publication: 2022 May 10. |
DOI: | 10.1002/jsfa.11911 |
Abstrakt: | Background: Sensory biometrics provide advantages for consumer tasting by quantifying physiological changes and the emotional response from participants, removing variability associated with self-reported responses. The present study aimed to measure consumers' emotional and physiological responses towards different commercial yoghurts, including dairy and plant-based yoghurts. The physiochemical properties of these products were also measured and linked with consumer responses. Results: Six samples (Control, Coconut, Soy, Berry, Cookies and Drinkable) were evaluated for overall liking by n = 62 consumers using a nine-point hedonic scale. Videos from participants were recorded using the Bio-Sensory application during tasting to assess emotions and heart rate. Physicochemical parameters Brix, pH, density, color (L, a and b), firmness and near-infrared (NIR) spectroscopy were also measured. Principal component analysis and a correlation matrix were used to assess relationships between the measured parameters. Heart rate was positively related to firmness, yaw head movement and overall liking, which were further associated with the Cookies sample. Two machine learning regression models were developed using (i) NIR absorbance values as inputs to predict the physicochemical parameters (Model 1) and (ii) the outputs from Model 1 as inputs to predict consumers overall liking (Model 2). Both models presented very high accuracy (Model 1: R = 0.98; Model 2: R = 0.99). Conclusion: The presented methods were shown to be highly accurate and reliable with respect to their potential use by the industry to assess yoghurt quality traits and acceptability. © 2022 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. (© 2022 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.) |
Databáze: | MEDLINE |
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