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Title:           Emerging technologies for detecting food fraud: A review of the current landscape in the 2020s
Subject:         Trends in Food Science & Technology, 165 (2025) 105313. doi:10.1016/j.tifs.2025.105313
Keywords:        Food adulteration,Artificial intelligence,Instrumental analysis,Machine learning,Authentication,Fraud detection
Author:          Xavier Marín
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      Title: Emerging technologies for detecting food fraud: A review of the current landscape in the 2020s
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        Title: 1 Introduction
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       Item: 
        Title: 2 Food fraud categories
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         Item: 
          Title: 2.1 Adulteration
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         Item: 
          Title: 2.2 Counterfeit
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         Item: 
          Title: 2.3 Document forgery
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          Title: 2.4 Grey market activities
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          Title: 2.5 Misdescription, mislabeling, and misbranding
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        Title: 3 Overview of food fraud in the 2020s
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         Item: 
          Title: 3.1 Geographic distribution
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         Item: 
          Title: 3.2 Fraud categories by food group
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       Item: 
        Title: 4 Current trends in food fraud detection, and prevention
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         Item: 
          Title: 4.1 Roles, and responsibilities of the public sector: international, EU, and national levels
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         Item: 
          Title: 4.2 Roles and responsibilities of the private sector
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        Title: 5 Emerging technologies in food fraud detection
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         Item: 
          Title: 5.1 Analytical techniques
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           Item: 
            Title: 5.1.1 Imaging techniques
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           Item: 
            Title: 5.1.2 Spectroscopy-based techniques
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           Item: 
            Title: 5.1.3 Separation and chemical analysis techniques
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           Item: 
            Title: 5.1.4 Molecular and genetic techniques
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           Item: 
            Title: 5.1.5 Sensor-based, and other emerging techniques
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          Title: 5.2 Data processing and pattern recognition tools
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            Title: 5.2.1 Data preprocessing techniques
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            Title: 5.2.2 Chemometrics, machine learning, and other artificial intelligence tools
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            Title: 5.2.3 Data fusion, and multi-source integration
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            Title: 5.2.4 Big data, and real-time analytics
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            Title: 5.2.5 Blockchain for food fraud prevention
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        Title: 6 Challenges, and limitations in combating food fraud. Future directions, and innovations
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        Title: 7 Conclusions
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        Title: Author contributions (CRediT)
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       Item: 
        Title: Declaration of generative AI and AI-assisted technologies in the writing process
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       Item: 
        Title: Declaration of competing interest
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       Item: 
        Title: Acknowledgments
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       Item: 
        Title: Appendix A Supplementary data
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       Item: 
        Title: Data availability
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        Title: References
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  Checksum: 2f0179fb
   Type: CRC32
  Checksum: 39695b084d5f35217b12c239471208b3
   Type: MD5
  Checksum: a2ebe68a9ecca98796c00c445910c29423ebc6c9
   Type: SHA-1
  Checksum: 4395888663d6bd7f12a14dc694e90803d814e9ffbb3284c585407a9a5b3c7085
   Type: SHA-256