Submitted:
30 July 2025
Posted:
31 July 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Product Description
2.3. Participants and Session Design
2.4. Sensory Analysis
3. Results
3.1. Descriptor Development
4. Discussion
4.1. Common and Novel Sensory Descriptors
4.2. Sensory Descriptor Grouping Based on Hierarchical Cluster Analysis (HCA)
4.3. Structure and Purpose of the Consumption Test CATA Form
5. Conclusion
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Liu, S.-L.; Jaw, Y.-M.; Wang, L.-F.; Chuang, G.; Zhuang, Z.-Y.; Chen, Y.-S.; Liou, B.-K. Evaluation of Sensory Quality for Taiwanese Specialty Teas with Cold Infusion Using CATA and Temporal CATA by Taiwanese Consumers. Foods 2021, 10, 2344. [Google Scholar] [CrossRef] [PubMed]
- Afonso, C.M.; Serra, M.; Almeida, C.M.; Antonio, N. Real-Time Delphi questionnaire development at LimeSurvey: A Design Science Research approach. In Proceedings of the 2021 16th Iberian Conference on Information Systems and Technologies (CISTI); IEEE: Chaves, Portugal, June 23, 2021; pp. 1–6.
- Weerawarna N.R.P., M.; Godfrey, A.J.R.; Loudon, M.; Foster, M.; Hort, J. Comparing Traditional Check-All-That-Apply (CATA) and Implicit Response Time Go/No-Go Approaches for Profiling Consumer Emotional Response When Tasting Food. Food Quality and Preference 2023, 112, 105027. [Google Scholar] [CrossRef]
- Lee, J.; Ju, S. What Is the Relationship Between Sensory Attributes Identified Using CATA (Check-All-That-Apply) Questionnaire and Consumer Acceptance of Cookies Using Plant-Based Oils? Foods 2024, 13, 3593. [Google Scholar] [CrossRef] [PubMed]
- Gutiérrez, Y.; Chucuya, A. Formación de Panel de Cata Para La Evaluación Sensorial de Aceitunas de Mesa Negra Criolla: Un Enfoque En La Percepción de Atributos Sensoriales. Ingeniería Investiga 2024, 5. [Google Scholar] [CrossRef]
- Ciappini, C.; Arias, L. Perfil Sensorial y Check-All-That-Apply (CATA) Como Herramientas Para Evaluar Las Características Sensoriales de La Miel. Eunk 2023, 2, 28–37. [Google Scholar] [CrossRef]
- Jaeger, S.; Chheang, S.L.; Jin, D.; Ryan, G.; Ares, G. How Do CATA Questions Work? Relationship between Likelihood of Selecting a Term and Perceived Attribute Intensity. Journal of Sensory Studies 2023, 38. [Google Scholar] [CrossRef]
- Palazzo, A.; Bolini, H. Self-CATA: A New Consumer Test Approach with Descriptors Ranked by Stepwise Discriminant Analysis. Research, Society and Development 2023, 12, e7512742575. [Google Scholar] [CrossRef]
- Rodrigues, I.; Magalhaes, D.; Trindade, M. Use of Focus Group as Selection Method of Descriptors for Check-All-That-Apply (CATA) for Sensory Characteristics of Hot Dogs. Foods 2022, 11, 269. [Google Scholar] [CrossRef] [PubMed]
- Aung, T.; Kim, M.J.; Kim, B. Check-All-That-Apply (CATA)- and Rate-All-That-Apply (RATA)-Based Sensometric Assessment of Germinated-Wheat Beverages. Journal of Food Science and Technology 2023, 61, 1–10. [Google Scholar] [CrossRef] [PubMed]
- Guerreiro, A.; Rassal, C.; Afonso, C.M.; Galego, L.; Serra, M.; Rodrigues, M.A. Healthy, Tasty and Sustainable Mediterranean Food. UMAMI Taste and Polyphenols of Twiggy Glasswort (Salicornia Ramosissima). In INCREaSE - Proceedings of the 1st International congress on engineering and sustainability in the XXI century - INCREaSE 2017; Springer International Publishing, 2018; pp. 191–198 ISBN 978-3-319-70271-1.
- Tuorila, H.; Hellemann, U.; Matuszewska, I. Can Sodium Contents of Foods Be Reduced by Adding Flavors? Studies with Beef Broth. Physiology & Behavior 1990, 47, 709–712. [Google Scholar] [CrossRef] [PubMed]
- RiaFresh RiaFresh - Onde Comprar Available online: https://riafresh.com/onde-comprar/ (accessed on 20 May 2025).
- José, A.E.; Carvalho, H.H.C.; Nanelo, R.F.; Ncube, P.N.; Wiest, J.M. Production and Microbiological and Sensory Quality of Food Based on Sheep (Ovis Aries) Meat in an Agro-Ecological Family Farm. AJFST 2023, 11, 96–103. [Google Scholar] [CrossRef]
- Rodrigues, I.; Magalhaes, D.; Trindade, M. Use of Focus Group as Selection Method of Descriptors for Check-All-That-Apply (CATA) for Sensory Characteristics of Hot Dogs. Foods 2022, 11, 269. [Google Scholar] [CrossRef] [PubMed]
- TurboScribe TurboScribe.ai Available online: https://turboscribe.ai/pt/dashboard (accessed on 10 May 2025).
- Llobell, F.; Bonnet, L.; Giacalone, D. Assessment of Panel Performance in CATA and RATA Experiment. Journal of Sensory Studies 2024, 39. [Google Scholar] [CrossRef]
- Geffroy, O.; Maza, E.; Lytra, G.; Chervin, C. ‘Liking Then CATA’ or ‘CATA Then Liking’? Impact of the Hedonic Question Positioning on the Wine Sensory Description and Appreciation. OENO One 2024, 58. [Google Scholar] [CrossRef]
- Lumivero XLSTAT | Statistical Software for Excel Available online: https://www.xlstat.com/ (accessed on 28 May 2025).
- Palazzo, A.; Bolini, H. Self-CATA: A New Consumer Test Approach with Descriptors Ranked by Stepwise Discriminant Analysis. Research, Society and Development 2023, 12, e7512742575. [Google Scholar] [CrossRef]
- López-Pedrouso, M.; Rodríguez-Vázquez, R.; Purriños, L.; Oliván, M.; García-Torres, S.; Sentandreu, M.Á.; Lorenzo, J.M.; Zapata, C.; Franco, D. Sensory and Physicochemical Analysis of Meat from Bovine Breeds in Different Livestock Production Systems, Pre-Slaughter Handling Conditions, and Ageing Time. Foods 2020, 9, 176. [Google Scholar] [CrossRef] [PubMed]
- Park, M.K.; Choi, Y.-S. Effective Strategies for Understanding Meat Flavor: A Review. Food Science of Animal Resources 2025, 45, 165–184. [Google Scholar] [CrossRef] [PubMed]
- Brouwer, R.; Zhang, Y.; Scholten, E.; Forde, C.G.; Stieger, M. Influence of Juiciness on In Vivo Aroma Release and Perception of Plant-Based Meat Analogue and Beef Patties. J. Agric. Food Chem. 2025, 73, 9286–9296. [Google Scholar] [CrossRef] [PubMed]
- Domínguez, R.; Pateiro, M.; Purriños, L.; Munekata, P.E.S.; Lorenzo, J.M. 2 - Necessary Considerations for Sensory Evaluation of Meat Products: Quality Indicators of Meat Products. In Sensory Analysis for the Development of Meat Products; Lorenzo, J.M., Pateiro, M., Saldaña, E., Munekata, P.E.S., Eds.; Woodhead Publishing, 2022; pp. 31–50 ISBN 978-0-12-822832-6.



![]() |
![]() |
![]() |
![]() |
![]() |
![]() |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).






