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The Fourth Industrial Revolution and artificial intelligence (AI) technology are driving the transformation of the meat industry from mechanization and automation to intelligence and digitization. This paper provides a systematic review of key technological innovations in this field, including physical technologies (such as smart cutting precision improved to the millimeter level, pulse electric field sterilization efficiency exceeding 90%, ultrasonic-assisted marinating time reduced by 12 h, and ultra-high-pressure processing extending shelf life) and digital technologies (IoT real-time monitoring, blockchain-enhanced traceability transparency, and AI-optimized production decision-making). Additionally, it explores the potential of alternative meat production technologies (cell-cultured meat and 3D bioprinting) to disrupt traditional models. In application scenarios such as central kitchen efficiency improvements (e.g., food companies leveraging the "S2B2C" model to apply AI agents, supply chain management, and intelligent control systems, resulting in a 26.98% increase in overall profits), end-to-end temperature control in cold chain logistics (e.g., using multi-array sensors for real-time monitoring of meat spoilage), intelligent freshness recognition of products (based on deep learning or sensors), and personalized customization (e.g., 3D-printed customized nutritional meat products), these technologies have significantly improved production efficiency, product quality, and safety. However, large-scale application still faces key challenges, including high costs (such as the high investment in cell-cultured meat bioreactors), lack of standardization (such as the absence of unified standards for non-thermal technology parameters), and consumer acceptance (surveys indicate that approximately 41% of consumers are concerned about contracting illnesses from consuming cultured meat, and only 25% are willing to try it). These challenges constrain the economic viability and market promotion of the aforementioned technologies. Future efforts should focus on collaborative innovation to establish a truly intelligent and sustainable meat production system.
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http://dx.doi.org/10.3390/foods14132230 | DOI Listing |
Environ Microbiol Rep
October 2025
Reference Center for Lactobacilli (CERELA-CONICET), San Miguel de Tucumán, Argentina.
Limosilactobacillus fermentum CRL2085, isolated from feedlot cattle rations, displayed high efficiency as a probiotic when administered to animals. A comprehensive genomic analysis was performed to elucidate the genetic basis underlying its probiotic potential. Fifteen genomic islands and CRISPR-Cas elements were identified in its genome.
View Article and Find Full Text PDFAnal Chim Acta
November 2025
Jiangxi Provincial Key Laboratory of Organic Functional Molecules, Institute of Organic Chemistry, Jiangxi Science and Technology Normal University, Nanchang, 330013, PR China; Department of Ecology and Environment, Yuzhang Normal University, Nanchang, 330103, PR China. Electronic address: pushouzhi
Background: The hydrogen sulfide (HS) in spoilage of raw meat poses significant food safety risks to human health. Meanwhile, as a signaling molecule, HS is crucial for maintaining human physiological homeostasis. Thus, the establishment of an efficient method for HS detection is essential for safeguarding human health.
View Article and Find Full Text PDFAnal Chim Acta
November 2025
State Key Laboratory of Loess Science, Shaanxi Key Laboratory of AMS Technology and Application, Xi'an AMS Center, Institute of Earth Environment, Chinese Academy of Sciences, Xi'an, 710061, China. Electronic address:
Pu and Sr are highly important radionuclides in the environment, which can accumulate in the human body through the food chain and cause radiation exposure. With the continuous discharge of treated nuclear contamination water from the Fukushima Daiichi nuclear power plant, it is crucial to investigate and monitor the levels of Pu and Sr in seafood. However, it is still a challenge to determine Pu and Sr in seafood at environmental levels, owing to their extremely low concentrations, labor-intensive and time-consuming pre-treatment for large-sized samples.
View Article and Find Full Text PDFActa Trop
September 2025
Department of Public Health, Institute of Tropical Medicine, Nationalestraat 155, 2000 Antwerp, Belgium.
Congenital toxoplasmosis (CT) due to Toxoplasma gondii, an apicomplexan parasite, leads to significant sequelae in children, foetal losses and neonatal deaths worldwide. This study aimed to assess the burden of CT in Burundi for the year 2020. We used epidemiological and economic data collected in major hospitals in Burundi, the Ministry of Public Health in Burundi and international peer-reviewed literature to estimate the disability-adjusted life years (DALYs) and economic costs spent on prenatal consultations, diagnosis and treatment of toxoplasmosis for pregnant women.
View Article and Find Full Text PDFFood Chem
September 2025
Jiaxing Institute of Future Food, Jiaxing 314050, China; College of Biosystems Engineering and Food Science, Zhejiang University, Hangzhou 310058, China. Electronic address:
This paper aims to explore the feasibility of enhancing the printing performance of 3D-printed meat analogues by varying the substitution amount of camellia seed cake protein (SCP) in the edible ink system based on proteins and polysaccharides. It covers the ink formulation, rheological properties and product analysis. The addition of SCP can significantly enhance the apparent viscosity, mechanical strength, and water retention capacity of the inks.
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