ReviewFoods (Basel, Switzerland)2025
Innovative Technologies Reshaping Meat Industrialization: Challenges and Opportunities in the Intelligent Era.
Review in Foods (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
15 citing papers in PubMed.
- Processed Meats as Delivery Systems for Nutraceuticals: Technological Advances, Bioavailability, Health Benefits, and Future Perspectives.Foods (Basel, Switzerland) · 2026Review
- AI-Enabled Shrinkage Analysis and Morphology Control in Food Processing: Mechanisms, Multimodal Perception, Modeling, and Intelligent Regulation.Comprehensive reviews in food science and food safety · 2026Review
- Edible coatings and films in meat preservation: Materials, functional mechanisms, and technological challenges.Veterinary world · 2026Review
- Structural Remodeling, Redox Regulation, and Metabolic Responses in Cold Plasma Pretreatment-Assisted Drying of Foods: A Critical Review.Foods (Basel, Switzerland) · 2026Review
- Non-Conventional Processing Technologies in Meat and Meat Products: Toward Clean-Label, Quality, and Sustainable Innovation.Foods (Basel, Switzerland) · 2026Review
- Intelligent Responsive Nanostructures Toward Food Preservation: Synergizing Antibacterial Activity and Environmental Regulation.Foods (Basel, Switzerland) · 2026Review
- Evaluation and Selection of Thermal Processing Conditions for Safety, Flavor Retention, and Shelf-Life Extension of Fermented Pickled Mustard Greens.Molecules (Basel, Switzerland) · 2026Article
- Emerging Thawing Technologies for Frozen Muscle Foods: Mechanisms, Quality Impacts, and Industrial Prospects.Foods (Basel, Switzerland) · 2026Review
- Biofilm Formation and Spore-Mediated Persistence of Clostridium perfringens in Meat and Poultry Processing Environments and Their Implications for Control Strategies.Journal of food science · 2026Review
- Recent Advances in Polypyrrole-Based Functional Coatings: Surface Protection and Emerging Applications.Materials (Basel, Switzerland) · 2026Review
- A Scoping Review of Thermal and Nonthermal Technologies for Listeria monocytogenes Inactivation in Ready-to-Eat Meats.Comprehensive reviews in food science and food safety · 2026Article
- Modification of Muscle Proteins Induced by Novel Non-Thermal Processing: Theory, Characterization, and Consequences.Foods (Basel, Switzerland) · 2026Review
- Advances and Challenges in Smart Packaging Technologies for the Food Industry: Trends, Applications, and Sustainability Considerations.Foods (Basel, Switzerland) · 2025Review
- Microscopy and Image Analysis-Based Identification of High- and Low-Pressure Mechanically Separated Pork Meat.Foods (Basel, Switzerland) · 2025Article
- Integrating a Soft Pneumatic Gripper in a Robotic System for High-Speed Stable Handling of Raw Oysters.Foods (Basel, Switzerland) · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
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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What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.