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Search Results (446)

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Keywords = food traceability 4.0

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40 pages, 4045 KB  
Article
The Dilemma of the Sustainable Development of Agricultural Product Brands and the Construction of Trust: An Empirical Study Based on Consumer Psychological Mechanisms
by Xinwei Liu, Xiaoyang Qiao, Yongwei Chen and Maowei Chen
Sustainability 2025, 17(20), 9029; https://doi.org/10.3390/su17209029 (registering DOI) - 12 Oct 2025
Abstract
In the context of China’s increasingly competitive agricultural product branding, authenticity has become a pivotal mechanism for shaping consumer trust and willingness to pay. This study takes Perceived Brand Authenticity (PBA) as its focal construct and builds a chained mediation framework incorporating experiential [...] Read more.
In the context of China’s increasingly competitive agricultural product branding, authenticity has become a pivotal mechanism for shaping consumer trust and willingness to pay. This study takes Perceived Brand Authenticity (PBA) as its focal construct and builds a chained mediation framework incorporating experiential quality (EQ) and consumer trust. Employing a dual-evidence strategy that combines structural discovery and causal validation, the study integrates Jaccard similarity clustering and PLS-SEM to examine both behavioral patterns and psychological mechanisms. Drawing on 636 valid survey responses from across China, the results reveal clear segmentation in channel choice, certification concern, and premium acceptance by gender, age, income, and education. Younger and highly educated consumers rely more on e-commerce and digital traceability, while middle-aged, older, and higher-income groups emphasize geographical indications and organic certification. The empirical analysis confirms that PBA has a significant positive effect on EQ and consumer trust, and that the chained mediation pathway “PBA → EQ → Trust → Purchase Intention” robustly captures the transmission mechanism of authenticity. The findings demonstrate that verifiable and consistent authenticity signals not only shape cross-group consumption structures but also strengthen trust and repurchase intentions through enhanced experiential quality. The core contribution of this study lies in advancing an evidence-based framework for sustainable agricultural branding. Theoretically, it reconceptualizes authenticity as a measurable governance mechanism rather than a rhetorical construct. Methodologically, it introduces a dual-evidence approach integrating Jaccard clustering and PLS-SEM to bridge structural and causal analyses. Practically, it proposes two governance tools—“evidence density” and “experiential variance”—which translate authenticity into actionable levers for precision marketing, trust management, and policy regulation. Together, these insights offer a replicable model for authenticity governance and consumer trust building in sustainable agri-food systems. Full article
30 pages, 2049 KB  
Article
From Sea to Table: The Role of Traceability in Italian Seafood Consumption
by Simona Violino, Damianos Chatzievangelou, Giulio Sperandio, Simone Gaetano Amato, Chiara Fini, Domenico Ciorciaro, Simone Figorilli, Cecilia Ripa, Simone Vasta, Francesca Antonucci, Federico Pallottino, Raffaele De Luca, Daniela Scutaru, Sara Biancardi, Elisa Pignoni and Corrado Costa
Foods 2025, 14(20), 3469; https://doi.org/10.3390/foods14203469 (registering DOI) - 11 Oct 2025
Viewed by 54
Abstract
Seafood plays a key role in a healthy diet due to its high content of essential nutrients. However, its global trade and complex supply chains expose it to frequent mislabeling and food fraud. This study investigates Italian consumers’ willingness to pay (WTP) for [...] Read more.
Seafood plays a key role in a healthy diet due to its high content of essential nutrients. However, its global trade and complex supply chains expose it to frequent mislabeling and food fraud. This study investigates Italian consumers’ willingness to pay (WTP) for traceable seafood products, exploring how blockchain technology (BT) can enhance transparency and economic sustainability in the fish supply chain. An online questionnaire, administered in 2022 and 2024, gathered responses from a diverse demographic, focusing on four representative seafood species: farmed sea bass, striped venus clams, giant red shrimp, and albacore tuna. Results indicate that most respondents—primarily with higher education levels—value traceability and are willing to pay a premium for certified, traceable seafood. The study models the economic feasibility of implementing BT at both national and regional levels and finds that the consumer’s WTP exceeds the additional costs incurred by adopting BT. These findings support the viability of traceability systems in improving food safety and sustainability, while reinforcing consumer trust. The results also underscore the importance of providing clear information at the point of purchase, particularly regarding species, origin, and production methods—factors critical to informed seafood choices and advancing more sustainable consumer behavior in Italy. Full article
(This article belongs to the Section Foods of Marine Origin)
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35 pages, 5316 KB  
Review
Machine Learning for Quality Control in the Food Industry: A Review
by Konstantinos G. Liakos, Vassilis Athanasiadis, Eleni Bozinou and Stavros I. Lalas
Foods 2025, 14(19), 3424; https://doi.org/10.3390/foods14193424 - 4 Oct 2025
Viewed by 994
Abstract
The increasing complexity of modern food production demands advanced solutions for quality control (QC), safety monitoring, and process optimization. This review systematically explores recent advancements in machine learning (ML) for QC across six domains: Food Quality Applications; Defect Detection and Visual Inspection Systems; [...] Read more.
The increasing complexity of modern food production demands advanced solutions for quality control (QC), safety monitoring, and process optimization. This review systematically explores recent advancements in machine learning (ML) for QC across six domains: Food Quality Applications; Defect Detection and Visual Inspection Systems; Ingredient Optimization and Nutritional Assessment; Packaging—Sensors and Predictive QC; Supply Chain—Traceability and Transparency and Food Industry Efficiency; and Industry 4.0 Models. Following a PRISMA-based methodology, a structured search of the Scopus database using thematic Boolean keywords identified 124 peer-reviewed publications (2005–2025), from which 25 studies were selected based on predefined inclusion and exclusion criteria, methodological rigor, and innovation. Neural networks dominated the reviewed approaches, with ensemble learning as a secondary method, and supervised learning prevailing across tasks. Emerging trends include hyperspectral imaging, sensor fusion, explainable AI, and blockchain-enabled traceability. Limitations in current research include domain coverage biases, data scarcity, and underexplored unsupervised and hybrid methods. Real-world implementation challenges involve integration with legacy systems, regulatory compliance, scalability, and cost–benefit trade-offs. The novelty of this review lies in combining a transparent PRISMA approach, a six-domain thematic framework, and Industry 4.0/5.0 integration, providing cross-domain insights and a roadmap for robust, transparent, and adaptive QC systems in the food industry. Full article
(This article belongs to the Special Issue Artificial Intelligence for the Food Industry)
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35 pages, 1628 KB  
Review
Production Systems and Feeding Strategies in the Aromatic Fingerprinting of Animal-Derived Foods: Invited Review
by Eric N. Ponnampalam, Gauri Jairath, Ishaya U. Gadzama, Long Li, Sarusha Santhiravel, Chunhui Ma, Mónica Flores and Hasitha Priyashantha
Foods 2025, 14(19), 3400; https://doi.org/10.3390/foods14193400 - 1 Oct 2025
Viewed by 442
Abstract
Aroma and flavor are central to consumer perception, product acceptance, and market positioning of animal-derived foods such as meat, milk, and eggs. These sensory traits arise from volatile organic compounds (VOCs) formed via lipid oxidation (e.g., hexanal, nonanal), Maillard/Strecker chemistry (e.g., pyrazines, furans), [...] Read more.
Aroma and flavor are central to consumer perception, product acceptance, and market positioning of animal-derived foods such as meat, milk, and eggs. These sensory traits arise from volatile organic compounds (VOCs) formed via lipid oxidation (e.g., hexanal, nonanal), Maillard/Strecker chemistry (e.g., pyrazines, furans), thiamine degradation (e.g., 2-methyl-3-furanthiol, thiazoles), and microbial metabolism, and are modulated by species, diet, husbandry, and post-harvest processing. Despite extensive research on food volatiles, there is still no unified framework spanning meat, milk, and eggs that connects production factors with VOC pathways and links them to sensory traits and consumer behavior. This review explores how production systems, feeding strategies, and processing shape VOC profiles, creating distinct aroma “fingerprints” in meat, milk, and eggs, and assesses their value as markers of quality, authenticity, and traceability. We have also summarized the advances in analytical techniques for aroma fingerprinting, with emphasis on GC–MS, GC–IMS, and electronic-nose approaches, and discuss links between key VOCs and sensory patterns (e.g., grassy, nutty, buttery, rancid) that influence consumer perception and willingness-to-pay. These patterns reflect differences in production and processing and can support regulatory claims, provenance verification, and label integrity. In practice, such markers can help producers tailor feeding and processing for flavor outcomes, assist regulators in verifying claims such as “organic” or “free-range,” and enable consumers to make informed choices. Integrating VOC profiling with production data and chemometric/machine learning pipelines can enable robust traceability tools and sensory-driven product differentiation, supporting transparent, value-added livestock products. Thus, this review integrates production variables, biochemical pathways, and analytical platforms to outline a research agenda toward standardized, transferable VOC-based tools for authentication and label integrity. Full article
(This article belongs to the Special Issue Novel Insights into Food Flavor Chemistry and Analysis)
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17 pages, 733 KB  
Article
Neglected and Underutilized Fish Species: The Potential Loss of Value in the Italian Context
by Margherita Masi, Yari Vecchio, Emanuele Dolfi, Ernesto Simone Marrocco, Gizem Yeter, Francesca Troise, Laura Prandini, Federica Savini, Felice Panebianco, Annamaria Pandiscia, Elisabetta Bonerba, Valentina Terio, Tiziana Civera, Andrea Serraino and Federica Giacometti
Sustainability 2025, 17(19), 8808; https://doi.org/10.3390/su17198808 - 1 Oct 2025
Viewed by 351
Abstract
This study investigates Italian fishery discards through the lens of neglected and underutilized species (NUS). It estimates the potential loss of value (PLoV) to identify pathways for sustainable valorization under the European Union landing obligation (LO). NUS were selected through a stakeholder focus [...] Read more.
This study investigates Italian fishery discards through the lens of neglected and underutilized species (NUS). It estimates the potential loss of value (PLoV) to identify pathways for sustainable valorization under the European Union landing obligation (LO). NUS were selected through a stakeholder focus group. Data regarding landings and discards were collected for the period 2020–2022 within the Italian Ministry of Agriculture, Food Sovereignty, and Forestry (MASAF) database. Among the three years, fleets landed roughly 130,400 tons annually, worth about €700 million, while discarding around 6200 tons yearly. This corresponds to an average PLoV of approximately €21.5 million. Most of the discarded quantity and value is concentrated in a few species. Atlantic Horse Mackerel stands out, accounting for nearly one-third of discarded biomass and about one-quarter of total PLoV. In 2020 and 2022, its discards even exceeded reported landings. A conservative valorization scenario for this single species indicates potential revenues of up to €7.5 million per year. Overall, these findings suggest that targeted NUS valorization could represent a way to diversify seafood consumption, alleviate pressure on common stocks, and buffer fishers’ incomes. This potential depends on ensuring traceability and safety, supported by pilots in processing, product development, and consumer acceptance. Full article
(This article belongs to the Special Issue Future Trends in Food Processing and Food Preservation Techniques)
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20 pages, 12556 KB  
Article
Volatile Fingerprinting and Regional Differentiation of Safflower (Carthamus tinctorius L.) Using GC–IMS Combined with OPLS-DA
by Jiaqi Liu, Hao Duan, Li Wang, Rui Qin, Jiao Liu, Hong Liu, Shuyuan Bao and Wenjie Yan
Foods 2025, 14(19), 3381; https://doi.org/10.3390/foods14193381 - 29 Sep 2025
Viewed by 339
Abstract
This study aimed to systematically characterize the volatile organic compound (VOC) profiles of safflower (Carthamus tinctorius L.) from eight major production regions, providing a scientific basis for quality evaluation and geographical traceability. VOC profiling was conducted using gas chromatography–ion mobility spectrometry (GC–IMS), [...] Read more.
This study aimed to systematically characterize the volatile organic compound (VOC) profiles of safflower (Carthamus tinctorius L.) from eight major production regions, providing a scientific basis for quality evaluation and geographical traceability. VOC profiling was conducted using gas chromatography–ion mobility spectrometry (GC–IMS), and regional differences were assessed through multivariate statistical analyses, including Principal Component Analysis (PCA), Orthogonal Partial Least Squares Discriminant Analysis (OPLS–DA), Euclidean distance, and hierarchical clustering. Key differential compounds were identified by variable importance in projection (VIP) and relative odor activity value (ROAV) analyses, with aldehydes and esters emerging as the primary contributors to the discrimination of samples across regions. VOC fingerprints of safflower were further established, and a combined VIP–ROAV strategy was proposed for the screening of characteristic compounds. These findings provide a reliable reference for safflower quality control and offer practical guidance for its geographical authentication in the food industry. Full article
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18 pages, 1428 KB  
Review
Waste to Value: L-Asparaginase Production from Agro-Industrial Residues
by Enzo Corvello, Bruno C. Gambarato, Nathalia V. P. Veríssimo, Thiago Q. J. Rodrigues, Alice D. R. Pesconi, Ana K. F. Carvalho and Heitor B. S. Bento
Processes 2025, 13(10), 3088; https://doi.org/10.3390/pr13103088 - 26 Sep 2025
Viewed by 319
Abstract
The agro-industrial sector is a key pillar of the global economy, playing a central role in the supply of food, energy, and industrial inputs. However, its production chain generates significant amounts of residues and by-products, which, if not properly managed, may cause considerable [...] Read more.
The agro-industrial sector is a key pillar of the global economy, playing a central role in the supply of food, energy, and industrial inputs. However, its production chain generates significant amounts of residues and by-products, which, if not properly managed, may cause considerable environmental impacts. In this context, the search for alternatives to reuse these materials is essential, particularly when they can be converted into high-value products. One promising application is their use as a nutrient source for microorganisms in high-value biotechnological processes, such as the production of L-Asparaginase, an important enzyme used both in mitigating acrylamide formation in foods and as a biopharmaceutical in Acute Lymphoblastic Leukemia therapy. This approach offers a sustainable and competitive pathway, combining robust, scalable, and economical enzyme production with waste valorization and circular economy benefits. Although interest in developing more sustainable processes is growing, supported by international agreements and strategies for the valorization of agricultural residues, important challenges remain. The variability and impurity of residues pose significant challenges for producing biological products for the pharmaceutical and food industries. In addition, meeting regulatory requirements is essential to ensure product safety and traceability, while achieving high yields is crucial to maintain production viability compared to conventional media. Overcoming these barriers is critical to enable industrial-scale application of this approach. This review provides a residue-centered revision of the most relevant agro-industrial by-products used as substrates for L-asparaginase production, systematically comparing their compositional characteristics, fermentation strategies, and reported yields. Additionally, we present a novel SWOT (Strengths, Weaknesses, Opportunities, Threats) analysis that critically examines the technical, regulatory, and economic challenges of implementing residue-based processes on an industrial scale. Full article
(This article belongs to the Section Biological Processes and Systems)
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16 pages, 473 KB  
Article
Italian Consumer Interest in Sustainability, Certifications, and Traceability in Honey
by Marta Cianciabella, Giulia Mastromonaco, Antonina Sparacino, Valentina Maria Merlino, Stefano Massaglia, Giuseppe Versari, Chiara Medoro, Stefano Predieri and Simone Blanc
Sustainability 2025, 17(19), 8545; https://doi.org/10.3390/su17198545 - 23 Sep 2025
Viewed by 256
Abstract
Honey has a long cultural tradition in Italy, valued for its sensory properties and health benefits. However, in recent years, the beekeeping sector has faced various challenges due to climate change, biodiversity loss, and economic pressures. Therefore, growing consumer awareness of sustainability, traceability, [...] Read more.
Honey has a long cultural tradition in Italy, valued for its sensory properties and health benefits. However, in recent years, the beekeeping sector has faced various challenges due to climate change, biodiversity loss, and economic pressures. Therefore, growing consumer awareness of sustainability, traceability, and ethical aspects is influencing food choices and putting niche-market products, such as honey, in the spotlight. This research analysed data from an online survey of Italian consumers to examine their attitudes toward honey. The analysis focused on the primary drivers of consumer behaviour, the state of sustainability efforts, and the importance of certifications and traceability in influencing preferences. The results showed that, beyond taste and health considerations, Italian consumers expressed a strong sensitivity and awareness of the beekeeping sector’s needs and their high engagement in ethical issues, food quality, safety and certification standards, and environmental protection. These findings provide useful insights for producers and policymakers to promote sustainable beekeeping and enhance consumer trust by implementing targeted communication strategies and certification schemes. Full article
(This article belongs to the Special Issue Sustainability of Local Agri-Food Systems)
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15 pages, 1348 KB  
Article
DNA Barcoding for Tracing Biodiversity in Mixed Crop Food Products: A Proof of Concept Within the BioValue Project
by Maria-Dimitra Tsolakidou, Nikolaos Nikoloudakis, Cyril Tisseyre, Marija Knez, Eleonora Barilli, Konstadinos Mattas and Andreas Katsiotis
Foods 2025, 14(18), 3256; https://doi.org/10.3390/foods14183256 - 19 Sep 2025
Viewed by 550
Abstract
In a world of rapidly globalizing food markets, biodiversity, authenticity, and the safety of food products have become a universal concern. DNA barcoding is a widely used molecular-based method that can identify biological material and is used for the traceability of both raw [...] Read more.
In a world of rapidly globalizing food markets, biodiversity, authenticity, and the safety of food products have become a universal concern. DNA barcoding is a widely used molecular-based method that can identify biological material and is used for the traceability of both raw materials and ingredients in processed food. In the present study, contacted within the framework of the BioValue Horizon Project, which promotes the role of agrobiodiversity in sustainable food systems, DNA barcoding using the ITS and rbcL markers was employed as a proof-of-concept approach to reveal the biodiversity and authenticity of ten commercial plant-based products. Following successful DNA amplification and sequencing using six products as a proof-of-concept, a diverse range of plant genera and species were identified, verifying biodiversity. A strong correlation between ITS and rbcL-based markers was demonstrated, supporting their combined use for reliable species-level biodiversity assessment. Finally, heat map analysis of label contents and sequencing-based genera identification confirmed high concordance between label claims and sequencing results in most cases, though undeclared species and absent labeled taxa were also detected, highlighting potential mislabeling or cross-contamination. Full article
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22 pages, 1010 KB  
Review
Role of Certifications and Labelling in Ensuring Authenticity and Sustainability of Fermented Milk Products
by Magdalena Ankiel, Michał Halagarda, Agnieszka Piekara, Sylwia Sady, Paulina Żmijowska, Stanisław Popek, Bogdan Pachołek, Bartłomiej Jefmański, Michał Kucia and Małgorzata Krzywonos
Sustainability 2025, 17(18), 8398; https://doi.org/10.3390/su17188398 - 19 Sep 2025
Viewed by 718
Abstract
The increasing demand for sustainably produced food has intensified interest in fermented milk products, such as yoghurt, which combine nutritional value with environmental and ethical considerations. However, the authenticity of sustainability claims in this sector remains contested, raising concerns about consumer trust and [...] Read more.
The increasing demand for sustainably produced food has intensified interest in fermented milk products, such as yoghurt, which combine nutritional value with environmental and ethical considerations. However, the authenticity of sustainability claims in this sector remains contested, raising concerns about consumer trust and regulatory clarity. This review examines the role of certification and labelling in verifying and communicating the sustainability of fermented milk products. The analysis covers regulatory frameworks, consumer perceptions, and the potential of digital tools to improve transparency. Findings highlight inconsistencies in defining key terms such as organic, probiotic, and carbon-neutral, which hinder certification harmonization. Complex labels and allergen declarations can reduce clarity and trust, while overlapping or vague eco-labels risk contributing to consumer confusion and skepticism. Despite this, credible certifications still enhance purchase intent. Modern technologies, including blockchain traceability, interactive QR codes, and digital product passports, offer new ways to reinforce trust, though implementation costs and regulatory gaps remain barriers. This review concludes that effective sustainability communication must integrate robust certification schemes with simplified, transparent messaging. Harmonized standards, improved label design, and consumer education are essential to support informed choices and foster trust in sustainable dairy. Full article
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19 pages, 337 KB  
Article
Consumer Perceptions of Rice Safety and Pesticide Residues in Portugal: A Case Study
by Constantino Madadisse, Isabel Calha and Maria de Fátima Oliveira
Sustainability 2025, 17(18), 8221; https://doi.org/10.3390/su17188221 - 12 Sep 2025
Viewed by 603
Abstract
Portugal has the highest per capita rice consumption in Europe. This study, conducted in Abrantes city through a non-probabilistic questionnaire and interviews with two key institutions in agri-food research and regulation representatives, revealed that most consumers are unaware of whether the rice they [...] Read more.
Portugal has the highest per capita rice consumption in Europe. This study, conducted in Abrantes city through a non-probabilistic questionnaire and interviews with two key institutions in agri-food research and regulation representatives, revealed that most consumers are unaware of whether the rice they eat complies with EU Maximum Residue Levels. Few follow media or official sources on pesticide use, deepening the information gap. Only a small number buy organic rice, showing low prioritization of sustainability. Although there is a strong preference for domestically produced rice due to origin concerns, price is the main purchase driver, followed by nutritional content. Institutional insights highlight DGAV’s vital role in monitoring pesticide residues and INIAV implementing traceability technologies to ensure rice authenticity and safety. These results point out the urgent need for better consumer education and communication strategies, stronger support for sustainable choices, and reinforced regulatory frameworks to promote food safety and sustainability in the rice sector. Portugal has the highest per capita rice consumption in Europe. A survey in Abrantes, complemented by interviews with agri-food regulators and researchers, revealed that most consumers are unaware of whether their rice complies with EU residue limits and rarely follow official information sources. Only a small proportion purchase organic rice, showing limited prioritization of sustainability. While domestic rice is strongly preferred, price remains the main driver of purchase decisions, followed by nutritional value. Institutional insights emphasized DGAV’s role in monitoring pesticide residues and INIAV’s development of traceability technologies to ensure authenticity and safety. These findings underline the urgent need for improved consumer education, greater support for sustainable choices, and stronger regulatory framework. Full article
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16 pages, 2484 KB  
Article
Enhancing Sustainability in Food Supply Chain: A Blockchain-Based Sustainability Information Management and Reporting System
by Anulipt Chandan, Vidyasagar Potdar and Michele John
Sustainability 2025, 17(17), 8054; https://doi.org/10.3390/su17178054 - 7 Sep 2025
Viewed by 1094
Abstract
Global concern over the sustainability impacts of food products has grown considerably in recent years, driven by heightened awareness of environmental issues and the rising demand for sustainably produced foods. In response, industries are increasingly offering sustainable product options and utilizing ecolabels to [...] Read more.
Global concern over the sustainability impacts of food products has grown considerably in recent years, driven by heightened awareness of environmental issues and the rising demand for sustainably produced foods. In response, industries are increasingly offering sustainable product options and utilizing ecolabels to communicate environmental and social impacts. While product labelling has become one of the most widely adopted tools for conveying sustainability information, existing ecolabeling approaches often face challenges of trust, transparency, and consistency. Current ecolabels are typically issued by supply-chain stakeholders or independent third-party certifiers; however, limitations in accountability and verification hinder consumer confidence. To address these challenges, this study proposes a Blockchain-based Sustainability Information Management and Reporting (BSIMR) model that integrates blockchain technology with sustainability indicators. The framework is designed to provide a standardized, transparent, and reliable approach for managing and verifying sustainability claims across food supply chains. By enhancing traceability, accountability, and consistency in sustainability auditing, the BSIMR model aims to empower consumers with trustworthy information and support industries in meeting sustainability commitments. The feasibility and applicability of the proposed framework are demonstrated through a proof-of-concept case study on sustainability information management in the rice supply chain. Full article
(This article belongs to the Collection Blockchain Technology)
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38 pages, 861 KB  
Article
Advancing Sustainability in Meat Cold Chains: Adoption Determinants of Real-Time Visibility Technologies in Australia
by Sina Davoudi, Peter Stasinopoulos and Nirajan Shiwakoti
Sustainability 2025, 17(17), 7936; https://doi.org/10.3390/su17177936 - 3 Sep 2025
Viewed by 760
Abstract
This study examines the adoption of real-time visibility (RTV) technologies in the Australian meat cold supply chain, a sector where sustainability challenges such as food spoilage, energy inefficiency, and waste are acute. RTV technologies offer promising solutions by enhancing traceability, operational efficiency, and [...] Read more.
This study examines the adoption of real-time visibility (RTV) technologies in the Australian meat cold supply chain, a sector where sustainability challenges such as food spoilage, energy inefficiency, and waste are acute. RTV technologies offer promising solutions by enhancing traceability, operational efficiency, and decision-making across supply chain stages. However, adoption remains uneven due to a range of contextual, organisational, and perceptual factors. Through a nationally distributed quantitative survey targeting stakeholders across inventory, logistics, and retail operations, we identify key drivers and barriers influencing RTV adoption. We explore how demographic factors (e.g., age, role), perceived usefulness and ease of use, and supply chain characteristics interact to shape adoption outcomes. Importantly, the study investigates how horizontal collaboration and data-sharing practices moderate these relationships, especially within the transport and logistics stages where cold chain vulnerabilities are highest. Spearman and partial correlation analyses, alongside binary logistic regression, reveal that perceived ease of use and usefulness are significant predictors of adoption, while barriers such as cost and technical complexity impede it. However, strong collaboration and data-sharing networks can mitigate these barriers and enhance adoption likelihood. Our findings suggest that targeted digital infrastructure investment, workforce training, and policy support for cross-organisational collaboration are essential for advancing sustainability in meat cold chains. This research contributes to a growing body of knowledge that connects technological innovation with food system resilience and waste minimisation. Full article
(This article belongs to the Special Issue Sustainable Management of Logistic and Supply Chain)
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13 pages, 888 KB  
Review
Use of Chemometrics for the Authentication, Characterization and Detection of Adulteration of Cypriot Products Registered Under EU Quality Schemes: A Review
by Maria Tarapoulouzi, Ioannis Pashalidis and Charis R. Theocharis
Chemosensors 2025, 13(9), 332; https://doi.org/10.3390/chemosensors13090332 - 3 Sep 2025
Viewed by 554
Abstract
This review explores the application of chemometric techniques for the authentication, characterization, and adulteration detection of Cypriot agri-food products registered under European Union quality schemes, including Protected Designation of Origin (PDO) and Protected Geographical Indication (PGI). Given the increasing global demand for premium [...] Read more.
This review explores the application of chemometric techniques for the authentication, characterization, and adulteration detection of Cypriot agri-food products registered under European Union quality schemes, including Protected Designation of Origin (PDO) and Protected Geographical Indication (PGI). Given the increasing global demand for premium and geographically linked food products, ensuring their authenticity and integrity has become critical. Although Halloumi cheese, wines, and Zivania are the most researched Cypriot products, additional studies are still needed. Chemometrics, when coupled with spectroscopy, offers robust analytical tools for distinguishing genuine products from their imitations by characterizing them. This review provides an overview of certified Cypriot products and focuses on published applications where chemometric approaches have been used to assess product origin, composition, and adulteration. The paper concludes with current challenges, methodological limitations, and future directions for expanding the role of chemometrics in food integrity verification within the context of EU geographical indications. Full article
(This article belongs to the Special Issue Chemometrics Tools Used in Chemical Detection and Analysis)
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25 pages, 1642 KB  
Article
The Green HACCP Approach: Advancing Food Safety and Sustainability
by Mohamed Zarid
Sustainability 2025, 17(17), 7834; https://doi.org/10.3390/su17177834 - 30 Aug 2025
Viewed by 1552
Abstract
Food safety management has evolved with the Hazard Analysis and Critical Control Point (HACCP) system serving as a global benchmark. However, conventional HACCP does not explicitly address environmental sustainability, leading to challenges such as excessive water use, chemical discharge, and energy inefficiency. Green [...] Read more.
Food safety management has evolved with the Hazard Analysis and Critical Control Point (HACCP) system serving as a global benchmark. However, conventional HACCP does not explicitly address environmental sustainability, leading to challenges such as excessive water use, chemical discharge, and energy inefficiency. Green HACCP extends traditional HACCP by integrating Environmental Respect Practices (ERPs) to fill this critical gap between food safety and sustainability. This study is presented as a conceptual paper based on a structured literature review combined with illustrative industry applications. It analyzes the principles, implementation challenges, and economic viability of Green HACCP, contrasting it with conventional systems. Evidence from recent reports and industry examples shows measurable benefits: water consumption reductions of 20–25%, energy savings of 10–15%, and improved compliance readiness through digital monitoring technologies. It explores how digital technologies—IoT for real-time monitoring, AI for predictive optimization, and blockchain for traceability—enhance efficiency and sustainability. By aligning HACCP with sustainability goals and the United Nations Sustainable Development Goals (SDGs), this paper provides academic contributions including a clarified conceptual framework, quantified advantages, and policy recommendations to support the integration of Green HACCP into global food safety systems. Industry applications from dairy, seafood, and bakery sectors illustrate practical benefits, including waste reduction and improved compliance. This study concludes with policy recommendations to integrate Green HACCP into global food safety frameworks, supporting broader sustainability goals. Overall, Green HACCP demonstrates a cost-effective, scalable, and environmentally responsible model for future food production. Full article
(This article belongs to the Section Sustainable Food)
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