Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
As a Food Scientist primarily engaged in academia and focused on new product development, I must confess to taking for granted crucial aspects of food safety and authenticity. Meeting these authors and experts who generously shared their insights on this matter was enlightening. I gained valuable knowledge about the numerous advancements, challenges, and opportunities within the realm of food safety and authenticity, and I hope that reading these articles will be a truly enriching experience for all of you. One of the pressing challenges facing the food industry today is the disruption in supply chains, particularly in the meat sector. The fragility exposed by recent events underscores the need for robust systems that guarantee the safety and reliability of our food sources. While pathogens are commonly associated with food safety, it's essential to include viruses in our approaches to food safety protocol. Advancements with allergens monitoring mark a significant stride toward protecting consumers. The introduction of precautionary labels provides crucial information for individuals with food sensitivities, empowering them to make informed choices. This shift not only safeguards public health but also signals a broader commitment to transparency and accountability within the food industry. We cannot mention food authenticity without mentioning fraud. Combatting this requires a concerted effort from regulators, manufacturers, and consumers. Rigorous testing, certification processes, and increased traceability can serve as formidable tools in the fight against food fraud, ensuring that what is on our plates is what it claims to be. In this era of rapid technological advancement, artificial intelligence (AI) emerges as a powerful ally in the quest for food safety. AI can analyse vast datasets to detect patterns and anomalies, helping to identify potential hazards and streamline quality control processes. Nevertheless, as we embrace the benefits of AI, it is crucial to remain vigilant about potential drawbacks, including ethical considerations and the need for human oversight. For small and medium-sized enterprises (SMEs), navigating the complex landscape of food safety certification can be daunting. The BRCGS START! Programme offers a lifeline, serving as a stepping stone for smaller producers aiming to secure a spot on the shelves of major retailers. This initiative not only empowers SMEs but also fosters a culture of continuous improvement, ensuring that even the smallest players contribute to the overall integrity of our food supply. In conclusion, the current historical moment demands a collective commitment to fortifying our food systems. By prioritizing food safety, authenticity, and sustainability, we not only protect the health and well-being of consumers but also lay the foundation for a resilient and responsible food industry. As we navigate the challenges of the present, let us build a future where the food on our plates is a source of nourishment, trust, and pride. A recent study conducted by Kerry has revealed a significant shift in consumer behaviour. According to their report, one-third of consumers are now willing to switch to brands or products that offer extended shelf-life. Consumers are indeed more aware of food waste with an astonishing 98% of those surveyed actively seeking ways to minimize food waste, motivated by factors such as financial concerns, environmental considerations, and a heightened awareness of global hunger issues. Furthermore, the study found that 69% of consumers express an inclination to purchase products specifically formulated to reduce food waste. This presents a compelling opportunity for the food industry to innovate and develop products that align with evolving consumer expectations. The study involved the participation of 5,154 consumers across ten different countries. Results show that a substantial 72% of respondents believe that extending the shelf-life of a product would significantly aid in reducing waste. Additionally, 74% of consumers consider the inclusion of preservatives as important when making food purchases. Interestingly, 82% of respondents are open to the idea of natural preservatives, while 50% are receptive to purchasing products containing artificial preservatives, although their buying patterns indicate a stronger preference for natural solutions. Commenting on the research findings, Bert de Vegt, VP of Food Preservation and Protection at Kerry, emphasized the significance of consumer desire to minimize food waste. He noted, ‘Our research clearly demonstrates that consumers have a strong desire to reduce food waste in their own homes, and they increasingly recognize the role of preservation in achieving this goal. As inflationary pressures remain, preventing products from going to waste has become more crucial than ever.’ In terms of methodology, Kerry's comprehensive research initiative, conducted in early 2023, involved collaboration with C+R Research, Qualtrics, and Wageningen University & Research (WUR). The study comprised week-long, in-depth interviews and journaling sessions with 60 consumers in the United States, United Kingdom, Mexico, France, and Thailand. Additionally, it included an extensive quantitative exploration involving 5,154 consumers across the aforementioned countries, as well as Brazil, South Africa, Germany, Australia, and Canada. A group of more than 20 scientists from around the globe has introduced an innovative strategy with the aim of enhancing the safety standards of food contact materials (FCMs). This progressive approach is designed to eradicate unsafe and untested chemicals from FCMs, marking a significant transformation in the existing risk assessment process. Presently, evaluations of FCM safety primarily focus on individual chemicals, especially those identified as genotoxic and carcinogenic. These scientists suggest a change in approach by recommending an evaluation not only of individual chemicals but rather considering the entire combination of chemicals released from completed food contact articles (FCAs). This broader assessment aims to understand how the collective impact of these chemicals may influence common health issues such as cardiovascular disease and metabolic disorders. Safety assessments predominantly focus on substances deliberately added during the production of food contact articles (FCAs), neglecting compounds that arise during the manufacturing process. This results in the presence of numerous untested chemicals in food packaging and cookware, raising concerns, especially regarding their interactions with non-intentionally added substances (NIAS) that could impact human exposure. To bridge these gaps, two strategies are suggested: firstly, evaluating all chemicals migrating from the final FCA, including unidentified NIAS, and secondly, broadening toxicological assessments to encompass a range of non-communicable diseases, extending beyond genotoxic effects. Researchers introduce the concept of ‘six clusters of disease’ (SCOD) to pinpoint prevalent non-communicable diseases like cancers, cardiovascular diseases, metabolic disorders etc., linked to chemical exposures. They underscore the connections between commonly used food contact chemicals, such as PFAS, bisphenol A, and phthalates, and conditions like kidney cancer, infertility etc. Their innovative approach advocates for thorough testing of individual chemicals and mixtures using in vitro and in silico assays to delineate toxicity profiles before food contact articles (FCAs) enter the market. The SCOD framework guides assay selection for these comprehensive testing strategies, addressing a gap where current risk assessments often focus only on intentionally used substances, omitting compounds formed during the manufacturing process. Scientists advocate for stringent chemical testing to mitigate non-communicable diseases, focusing on individual food contact chemicals and their mixtures. Their method involves assessing health impacts through the lens of the ‘six clusters of disease’ (SCOD) and utilising mechanistic information and high-throughput in vitro screening to evaluate effects upstream from diseases. This forward-thinking strategy aligns with initiatives like the EU's Chemicals Strategy for Sustainability and the EU Farm to Fork Strategy, stressing the imperative for enhanced safety standards. It also complements the US Food and Drug Administration's ongoing efforts to strengthen post-market review of food contact substances. Overall, this approach underscores the urgent need for enhanced safety measures in food packaging and other food contact materials to protect consumers globally. Food fraud is a serious concern for the homonymous Food Fraud Working Group, which emphasizes the importance of clear whistleblower mechanisms to combat deceptive practices within the food industry. All group members are united in endorsing the promotion of this hotline in England, Wales, and Northern Ireland. Last March, the FSA initiated a criminal investigation into a meat producer falsely labelling products as British when they were sourced from other countries. Although there was no indication of harm to consumers, the FSA has continued its efforts to combat food fraud, collaborating with various industry associations and organizations. The Food Fraud Working Group has improved how the FSA shares alerts with businesses to warn them about potential food fraud, without compromising ongoing investigations. The FSA's Cost of Food Crime report highlights that the price of food fraud affects consumers, businesses, and regulators. Additionally, efforts to prevent fraud have been explored in a separate report, with an aim to strengthen defence against food fraud. In a groundbreaking venture, three Colombian entrepreneurs seek to mitigate the CO2 emissions associated with the daily consumption of 3bn cups of coffee worldwide. Their endeavor revolves around the extraction of oil from coffee grounds, which boasts a wealth of nutrients suitable for applications in skincare, cosmetics, and the food industry. This innovative initiative marks the foundation of Kaffe Bueno, which is on the cusp of inaugurating the world's first coffee biorefinery in Rødovre, Denmark. In the coffee-making process, the vast majority of its nutritional components get discarded as waste. Alejandro Franco, one of the co-founders of Kaffe Bueno, explains that ‘For every ton of oil we extract from coffee grounds, we save the atmosphere 56 tons of CO2. While protecting the environment and climate, we also utilize a much larger portion of coffee's nutritional content. We must think in terms of better and more gentle utilization of nature's resources.’ Recent research highlights the enduring influence of paper for advertising as a mean to shape consumer buying decisions, despite the rise of digital channels. It looks like balancing these traditional and digital marketing avenues is the contemporary challenge. Marketing costs are on the rise, and this has put pressure on marketers to determine which media channels to prioritise. An issue has arisen where some brands have shifted too heavily towards digital media, sometimes to the detriment of print advertising. This imbalance has resulted in fewer customers visiting stores. It looks like, to navigate this evolving landscape effectively, marketers must conduct market-specific analyses and focus on what works in practice, rather than simply following preconceived notions of cost or other perceptions. Recent consumer data strongly supports the value of print advertising methods. Today's consumers seamlessly transition between traditional and digital platforms, utilizing the strengths of each. The core message is that printed adverstisement continue to hold substantial value. According to the 2023 CPG + Grocery TrendWatch report from Vericast, a significant portion of consumers regularly consult printed advertisements received by mail. Consumer coupon usage reflects the evolving preferences. While 67% of all surveyed consumers still rely on paper coupons, a significant 71% of parents continue to use them. Impressively, 67% of Gen Z, the younger generation, are also enthusiastic about coupons. The digital realm is surging, with 69% of consumers embracing digital coupons, and a notable 80% of Gen Z and millennial parents relying on them. Furthermore, 76% of millennials and 75% of Hispanic consumers are taking advantage of digital coupons for their savings. These figures illustrate the dynamic landscape of coupon utilization, with traditional and digital coupons serving distinct yet vital roles in the consumer experience. To succeed in this evolving landscape, retailers should adopt a marketing strategy that combines the enduring appeal of printed advertisement with the dynamic nature of digital deals. Engagement with consumers should be optimised, both online and via the printed copies that consumers consult at home to plan their shopping journeys. Major grocery chains are recognising the significance of printed circulars and incorporating them back into their promotional strategies. Research projects in the UK and Germany, backed by the European Space Agency (ESA), are pioneering efforts to cultivate meat in space, offering a fresh solution for astronauts during long-term missions. Comprising teams from German company Yuri and Reutlingen University, as well as UK firms Kayser Space, Cellular Agriculture, and Campden BRI, these initiatives have yielded promising results. In space, packaged supplies with a two-year shelf-life are impractical for sustaining astronauts on extended missions. ESA engineer Paolo Corradi emphasizes the need for growing fresh food in space to bolster mission resilience and self-sufficiency. Moreover, cultivating meat in situ could provide psychological support to the crew. UK and German teams independently studied plant- and algae-based proteins in space, comparing them with cultured meat. Despite using different methods, both reached similar conclusions, highlighting the potential for producing cultivated meat in space. ESA is actively investing in technology to enhance bioprocesses and metabolic resources on spacecraft, potentially benefiting the cultured meat project. Christel Paille, an ESA life support engineer, highlights the agency's efforts in researching advanced life support systems. Closed-loop systems recovering nutrients and recycling metabolic wastes, initially designed for space, could also contribute to cultivated meat production. Despite promising results, the ESA acknowledges there is much work ahead before astronauts can integrate cultured meat into their diets. The teams are addressing challenges such as understanding cellular adaptation to altered gravity and radiation, with experiments planned using ESA facilities. A recent survey spanning ten European countries sheds light on the evolving attitudes towards plant-based foods among over 7,500 adults. The study, conducted by ProVeg in collaboration with Innova Market Insights, the University of Copenhagen, and Ghent University, and funded by the EU's Smart Protein Project, highlights a significant shift in consumer habits. The survey's pivotal results reveal that 51% of participants have decreased their consumption of traditional meat, driven primarily by health motivations. Additionally, animal welfare (29%) and environmental concerns (26%) played significant roles in this dietary shift. The consumption of plant-based foods has notably risen, with 28% of participants claiming to include them in their diet at least once a week, compared to 21% in 2021. Plant-based dairy categories, including milk (36%), yogurt (33%), and cheese (31%), showcased robust performance. Taste (53%), health (46%), and affordability (45%) were identified as the main drivers behind choosing plant-based options. Despite progress, barriers persist: 38% find plant-based products expensive, 30% cite taste issues, and 25% seek more information about alternatives. Encouragingly, 46% of Europeans expressed increased trust in plant-based products over the past three years. Sixty percent of regular consumers prefer purchasing these products at supermarkets, and 59% support measures aimed at encouraging farmers to transition to growing crops for the plant-based sector. Overall, the survey underscores a growing momentum towards plant-based choices in European diets, with health considerations, taste preferences, and affordability playing pivotal roles in shaping consumer behaviour. While the economic and environmental feasibility of plant-based meat substitutes remains a topic of debate, there's a strong consensus among experts regarding the unsustainable nature of the current seafood industry. Overfishing is causing a multitude of ecological issues, ranging from plastic pollution to the looming threat of a comprehensive decline in marine biodiversity. Although researchers have been exploring seafood alternatives for some time, one company is now prepared to introduce its product to the market, marking a significant milestone in the industry. Austria's food-tech startup, Revo Foods, has recently revealed that its 3D-printed vegan fish filet, described as ‘inspired by salmon,’ is set to become available on European grocery store shelves, marking a groundbreaking milestone in the world of 3D-printed food. In a press release dated September 12, the company emphasized that the introduction of ‘The Filet’ signifies a significant development in sustainable food production, as it paves the way for the mass production of 3D-printed edible items. ‘The Filet’ is formulated using mycoprotein derived from nutrient-rich filamentous fungi, providing a natural meat-like texture. Revo's Filet contains additional ingredients, including pea proteins, plant oils, and extracts from algae. The UK's Food Standards Agency (FSA) is collaborating with the Food Fraud Working Group to enhance the food system's security against individuals involved in food fraud. They are establishing a whistleblower hotline for reporting suspected food fraud. FSA CEO Emily Miles emphasizes the importance of third-party assurance schemes in sharing information with regulators and plans to work closely with a wider range of such schemes to prevent food fraud.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it