1. A one-class classification approach for authentication of specialty coffees by inductively coupled plasma mass spectroscopy (ICP-MS).
- Author
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de Oliveira Costa, Tayná, Rangel Botelho, Junio, Helena Cassago Nascimento, Marcia, Krause, Maiara, Tereza Weitzel Dias Carneiro, Maria, Coelho Ferreira, Daniel, Roberto Filgueiras, Paulo, and de Oliveira Souza, Murilo
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PLASMA spectroscopy , *MASS spectrometry , *ACID analysis , *ADULTERATIONS , *COFFEE drinks , *COFFEE - Abstract
• Adulteration of specialty coffees with low-quality ones resulting in illegal profit. • Identify adulterations in specialty coffees using multielement analysis by ICP-MS. • Evaluate the performance of one-class classifiers: dd -SIMCA, OCRF, and OCPLS. • OCRF and OCPLS models exhibited good sensitivity, specificity, and reliability rates. • This study is a pioneer using ICP-MS combined with those one-class methods. Due to the lucrative nature of specialty coffees, there have been instances of adulteration where low-cost materials are mixed in to increase the overall volume, resulting in illegal profit. A widely used and recommended approach to detect possible adulteration is the application of one-class classifiers (OCC), which only require information about the target class to build the models. Thus, this work aimed to identify adulterations in specialty coffees with low-quality coffee using multielement analysis determined by ICP-MS and to evaluate the performance of one-class classifiers (dd -SIMCA, OCRF, and OCPLS). Therefore, authentic specialty coffee samples were adulterated with low-quality coffee in 25 % to 75 % (w/w) proportions. Samples were subjected to acid decomposition for analysis by ICP-MS. OCPLS method presented the best performance to detect adulterations with low-quality coffee in specialty coffees, showing higher specificity (SPE = 100 %) and reliability rate (RLR = 94.3 %). [ABSTRACT FROM AUTHOR]
- Published
- 2024
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