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27 pages, 6648 KB  
Review
Application of Metal Detection Technology in Agricultural Machinery Equipment
by Dejian Shen, Qimin Gao, Pengjun Wang, Zhe Jian and Mingjiang Chen
AgriEngineering 2026, 8(1), 15; https://doi.org/10.3390/agriengineering8010015 (registering DOI) - 1 Jan 2026
Abstract
Metal foreign objects left in fields pose a significant challenge during silage harvester operation, leading to reduced mechanical efficiency, compromised feed quality, and risks to livestock safety. However, due to the complex and demanding working environment of agricultural machinery, such as high levels [...] Read more.
Metal foreign objects left in fields pose a significant challenge during silage harvester operation, leading to reduced mechanical efficiency, compromised feed quality, and risks to livestock safety. However, due to the complex and demanding working environment of agricultural machinery, such as high levels of vibration, dust, and temperature/humidity fluctuations, and the minimal dimensions of critical metallic foreign objects, which often require detection down to a few millimeters, the application of traditional metal detection technology faces significant technical challenges in this field. As a result, metal detection devices have not yet become standard equipment on silage harvesters in China. By consulting the relevant literature, this paper systematically analyzes the basic principles of metal detection technology, compares the technical characteristics of metal detection devices in the field of agricultural machinery and equipment at home and abroad, and puts forward suggestions for the challenges of reliability, foreign object removal, and system response time of metal detection devices. The application of metal detection technology in the field of agricultural machinery and equipment provides information support. Full article
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17 pages, 2512 KB  
Article
Palm Oil Fuel Ash-Enhanced Biofilm Reactor: Performance and Microbial Dynamics in POME Treatment
by Pei Ling Soo, Lai Peng Wong, Mohammed J. K. Bashir, Xinxin Guo and Yuansong Wei
Environments 2026, 13(1), 22; https://doi.org/10.3390/environments13010022 (registering DOI) - 1 Jan 2026
Abstract
The rapid growth of the palm oil industry produces large amounts of palm oil mill effluent (POME), which contains high organic content and is challenging to treat using conventional ponding systems. These traditional systems often fail to meet discharge standards for biochemical oxygen [...] Read more.
The rapid growth of the palm oil industry produces large amounts of palm oil mill effluent (POME), which contains high organic content and is challenging to treat using conventional ponding systems. These traditional systems often fail to meet discharge standards for biochemical oxygen demand (BOD) and chemical oxygen demand (COD). This study tested anaerobic biofilm reactors enhanced with biochips and chemically treated palm oil fuel ash (TPOFA) to improve POME degradation and biogas production. Two 3 L reactors were operated at the same feed-to-microorganism (F/M) ratio: a control (C) and a combination of both (P + B). Biochips helped microbes attach and form biofilms, while TPOFA acted as an adsorbent, creating better conditions for anaerobic breakdown. The P + B reactor outperformed others, achieving over 95% COD removal, high microbial biomass (MLVSS: 24,500 mg/L), and the highest biogas yield at 917 mL per day. Microbial analysis showed dominant groups, including phyla groups of Halobacterota, Bacteroidota, and Firmicutes. Class Methanosarcina in archaeal phylum of Halobaterota was key in converting acetate to methane. Bacteroidota primarily aided organic matter breakdown and nutrient removal, while Firmicutes supported hydrolysis and electron transfer. Less abundant Desulfobacterota also helped by interacting with methanogenic archaea. Overall, combining biochips with TPOFA in anaerobic biofilm reactors offers an effective, sustainable method for treating POME and recovering renewable energy through biogas. Full article
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15 pages, 594 KB  
Article
Nutritional Support via Jejunostomy Placed During Staging Laparoscopy for Esophagogastric Cancer: A Case Series
by Maria Tieri, Claudia Sivieri, Jacopo Viganò, Salvatore Corallo, Andrea Dagnoni, Anna Pagani, Elisa Mattavelli, Anna Uggè, Francesca De Simeis, Alice Tartara, Paolo Pedrazzoli, Riccardo Caccialanza and Valentina Da Prat
Healthcare 2026, 14(1), 89; https://doi.org/10.3390/healthcare14010089 - 30 Dec 2025
Abstract
Background: Malnutrition is associated with poorer clinical outcomes in esophagogastric cancers (EGCs). Enteral nutrition via feeding jejunostomy (FJ) is feasible and effective, although standardized criteria for its placement during staging laparoscopy (SL) are lacking. Here, we describe a case series with the [...] Read more.
Background: Malnutrition is associated with poorer clinical outcomes in esophagogastric cancers (EGCs). Enteral nutrition via feeding jejunostomy (FJ) is feasible and effective, although standardized criteria for its placement during staging laparoscopy (SL) are lacking. Here, we describe a case series with the aim of generate preliminary evidence in highlighting unmet needs in this setting. Methods: We retrospectively reviewed medical records of EGC patients who underwent FJ placement during SL at the Fondazione IRCCS Policlinico S. Matteo from January 2022 to December 2023. Patients with missing nutritional data or known metastatic disease were excluded. Results: We included 14 Caucasian patients aged 66 years (IQR: 56.3–69.5) with a median Body Mass Index (BMI) of 23.7 kg/m2 (IQR: 21.6–26.3). The tumor location was the gastroesophageal junction in eight cases (57%), the body of the stomach in four cases (29%), and the esophagus in two cases (14%). At the time of diagnosis, all patients had experienced weight loss: 13.4% of body weight (IQR: 8.7–16.8) in the last 6 months; with high malnutrition risk scores: NRS-2002 = 3 (IQR: 2–4) and MUST = 2 (IQR: 1–2). Prior to FJ placement only four (29%) patients had tried oral nutrition supplements (ONS) and nine (64%) had been evaluated by dietitians. Home enteral nutrition (HEN) was started in twelve (86%) cases, with three (21%) providing total enteral nutrition and 9 (64%) as supplemental HEN, providing a median of 45.5% of energy needs (IQR: 32.6–68.2). Due to sufficient oral intake, HEN was not started in two cases (14%) and was discontinued in the first month in another two cases. In this series, FJ was in place but unused for a median duration of 11 days (IQR: 3–91). The median duration of HEN was 97 days (IQR: 40–135); with 5 (35%) patients achieving weight stability/gain. FJ-related complications requiring hospitalization occurred in three (21%) cases. Conclusions: In this case series, we observed a suboptimal utilization of the FJ. Several patients had not undergone ONS trials or dietitian assessment prior to FJ placement, while others retained the FJ for months without using it. Given the potential risks of FJ, standardized selection criteria are warranted; routine preoperative nutritional assessments before SL should be implemented to identify high-risk patients and optimize FJ placement. Full article
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21 pages, 435 KB  
Systematic Review
Design Implications of Headspace Ratio VHS/Vtot on Pressure Stability, Gas Composition and Methane Productivity—A Systematic Review
by Meneses-Quelal Orlando
Energies 2026, 19(1), 193; https://doi.org/10.3390/en19010193 - 30 Dec 2025
Viewed by 12
Abstract
Headspace (HS) in anaerobic batch biodigesters is a critical design parameter that modulates pressure stability, gas–liquid equilibrium, and methanogenic productivity. This systematic review, guided by PRISMA 2020, analyzed 84 studies published between 2015 and 2025, of which 64 were included in the qualitative [...] Read more.
Headspace (HS) in anaerobic batch biodigesters is a critical design parameter that modulates pressure stability, gas–liquid equilibrium, and methanogenic productivity. This systematic review, guided by PRISMA 2020, analyzed 84 studies published between 2015 and 2025, of which 64 were included in the qualitative and quantitative synthesis. The interplay between headspace volume fraction VHS/Vtot, operating pressure, and normalized methane yield was assessed, explicitly integrating safety and instrumentation requirements. In laboratory settings, maintaining a headspace volume fraction (HSVF) of 0.30–0.50 with continuous pressure monitoring P(t) and gas chromatography reduces volumetric uncertainty to below 5–8% and establishes reference yields of 300–430 NmL CH4 g−1 VS at 35 °C. At the pilot scale, operation at 3–4 bar absolute increases the CH4 fraction by 10–20 percentage points relative to ~1 bar, while maintaining yields of 0.28–0.35 L CH4 g COD−1 and production rates of 0.8–1.5 Nm3 CH4 m−3 d−1 under OLRs of 4–30 kg COD m−3 d−1, provided pH stabilizes at 7.2–7.6 and the free NH3 fraction remains below inhibitory thresholds. At full scale, gas domes sized to buffer pressure peaks and equipped with continuous pressure and flow monitoring feed predictive models (AUC > 0.85) that reduce the incidence of foaming and unplanned shutdowns, while the integration of desulfurization and condensate management keep corrosion at acceptable levels. Rational sizing of HS is essential to standardize BMP tests, correctly interpret the physicochemical effects of HS on CO2 solubility, and distinguish them from intrinsic methanogenesis. We recommend explicitly reporting standardized metrics (Nm3 CH4 m−3 d−1, NmL CH4 g−1 VS, L CH4 g COD−1), absolute or relative pressure, HSVF, and the analytical method as a basis for comparability and coupled thermodynamic modeling. While this review primarily focuses on batch (discontinuous) anaerobic digesters, insights from semi-continuous and continuous systems are cited for context where relevant to scale-up and headspace dynamics, without expanding the main scope beyond batch systems. Full article
(This article belongs to the Special Issue Research on Conversion for Utilization of the Biogas and Natural Gas)
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21 pages, 2443 KB  
Article
Mycotoxins and Beyond: Unveiling Multiple Organic Contaminants in Pet Feeds Through HRMS Suspect Screening
by Dafni Dematati, Dimitrios Gkountouras, Vasiliki Boti and Triantafyllos Albanis
Toxins 2026, 18(1), 22; https://doi.org/10.3390/toxins18010022 - 30 Dec 2025
Viewed by 38
Abstract
This study evaluated 65 commercially available pet feed samples, including 33 cat feeds and 32 dog feeds (dry and wet formulations), for the presence of organic contaminants. These included mycotoxins, pesticides, pharmaceutical residues/veterinary drugs, and plant-based bioactive compounds. A suspect screening strategy was [...] Read more.
This study evaluated 65 commercially available pet feed samples, including 33 cat feeds and 32 dog feeds (dry and wet formulations), for the presence of organic contaminants. These included mycotoxins, pesticides, pharmaceutical residues/veterinary drugs, and plant-based bioactive compounds. A suspect screening strategy was employed using QuEChERS extraction followed by LC-LTQ/Orbitrap HRMS analysis. A total of 29 compounds were tentatively identified within 186 detections. In total, 76.9% of the samples were contaminated with mycotoxins. Aflatoxins (B1, B2, G1, and G2), T2 toxins, and HT2 toxins were dominant, with Aflatoxin B1 occurring in 33.8% of the samples and exhibiting a higher prevalence in dry feeds than in wet feeds. Pesticides were present in 72.0% of the dry formulations, including aclonifen and pirimiphos-methyl, but were present in only 11% of the wet formulations. Plant-based bioactive compounds, including phytoestrogens, were identified in 51% of the samples, highlighting toxicologically relevant candidates that merit prioritization for targeted confirmation, particularly in cat feeds. Pharmaceuticals were found in 23.8% of dry feeds (sparfloxacin and fumagillin). Overall, the HRMS-based, standard-free suspect screening workflow provides an early-warning overview of multi-class co-occurrence patterns in complex pet feed matrices and supports the prioritization of candidates for subsequent confirmatory analysis. Full article
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20 pages, 18172 KB  
Article
Dietary Spirulina (Arthrospira platensis) Modulates Survival, Growth, Reproductive Behavior, and Spawning Performance in Zebrafish, Danio rerio
by Ferdinando Flagiello, Maria Raggio, Marcello Diano, Serena Esposito, Maddalena Parente, Chiara Attanasio, Elena De Felice, Carla Lucini, Stefano Mazzoleni, Paolo de Girolamo, Livia D’Angelo and Antonio Palladino
Animals 2026, 16(1), 98; https://doi.org/10.3390/ani16010098 - 29 Dec 2025
Viewed by 48
Abstract
In aquaculture and in laboratory settings, the development of sustainable and functional feeds is crucial in order to promote fish welfare, growth, and reproductive performance. Among natural dietary supplements, spirulina (Arthrospira platensis), a blue-green microalga rich in proteins, essential fatty acids, [...] Read more.
In aquaculture and in laboratory settings, the development of sustainable and functional feeds is crucial in order to promote fish welfare, growth, and reproductive performance. Among natural dietary supplements, spirulina (Arthrospira platensis), a blue-green microalga rich in proteins, essential fatty acids, vitamins, and antioxidant molecules, represents a promising bioactive ingredient capable of influencing both physiological and behavioral traits. A 32-week longitudinal study was conducted on adult zebrafish (Danio rerio) to evaluate the effects of spirulina supplementation (5%, 25%, 50%, 75%, and 100%) compared to a standard diet. Parameters related to survival, growth, reproductive fitness, and reproductive behavior were assessed in vivo and supported by a morphometric analysis of the gonads. Supplementation with 5% improved survival rate and the Body Condition Index, while 25% supplementation increased survival, enhanced reproductive behavior and spawning success (140% egg production vs. control), and supported optimal gonadal development and gamete maturation timing. Higher percentages of spirulina (50–100%) seem to cause nutritional imbalance, impairing health and reproductive fitness. This study demonstrates that moderate spirulina supplementation (5–25%) supports health, reproductive physiology, and behavior in zebrafish in a dose-dependent manner. These results highlight the potential of spirulina as a functional supplement for precision nutrition approaches, with implications for fish welfare, reproductive performance, and aquaculture sustainability. Full article
(This article belongs to the Special Issue Fish Cognition and Behaviour)
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22 pages, 1143 KB  
Review
AI-Enabled Precision Nutrition in the ICU: A Narrative Review and Implementation Roadmap
by George Briassoulis and Efrossini Briassouli
Nutrients 2026, 18(1), 110; https://doi.org/10.3390/nu18010110 - 28 Dec 2025
Viewed by 200
Abstract
Background: Artificial intelligence (AI) is increasingly used in intensive care units (ICUs) to enable personalized care, real-time analytics, and decision support. Nutritional therapy—a major determinant of ICU outcomes—often remains delayed or non-individualized. Objective: This study aimed to review current and emerging AI applications [...] Read more.
Background: Artificial intelligence (AI) is increasingly used in intensive care units (ICUs) to enable personalized care, real-time analytics, and decision support. Nutritional therapy—a major determinant of ICU outcomes—often remains delayed or non-individualized. Objective: This study aimed to review current and emerging AI applications in ICU nutrition, highlighting clinical potential, implementation barriers, and ethical considerations. Methods: A narrative review of English-language literature (January 2018–November 2025) searched in PubMed/MEDLINE, Scopus, and Web of Science, complemented by a pragmatic Google Scholar sweep and backward/forward citation tracking, was conducted. We focused on machine learning (ML), deep learning (DL), natural language processing (NLP), and reinforcement learning (RL) applications for energy/protein estimation, feeding tolerance prediction, complication prevention, and adaptive decision support in critical-care nutrition. Results: AI models can estimate energy/protein needs, optimize EN/PN initiation and composition, predict gastrointestinal (GI) intolerance and metabolic complications, and adapt therapy in real time. Reinforcement learning (RL) and multi-omics integration enable precision nutrition by leveraging longitudinal physiology and biomarker trajectories. Key barriers are data quality/standardization, interoperability, model interpretability, staff training, and governance (privacy, fairness, accountability). Conclusions: With high-quality data, robust oversight, and clinician education, AI can complement human expertise to deliver safer, more targeted ICU nutrition. Implementation should prioritize transparency, equity, and workflow integration. Full article
(This article belongs to the Special Issue Nutritional Support for Critically Ill Patients)
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25 pages, 4000 KB  
Article
Development and Performance of a Vacuum-Based Seawater Desalination System Driven by a Solar Water Heater
by Wichean Singmai, Pichet Janpla, Suparat Jamsawang, Kittiwoot Sutthivirode and Tongchana Thongtip
Thermo 2026, 6(1), 3; https://doi.org/10.3390/thermo6010003 - 26 Dec 2025
Viewed by 183
Abstract
This work proposes the design, construction, and field test of a vacuum seawater desalination system (VSDS) driven by an evacuated tube solar collector (with a total absorption area of 1.86 m2) under tropical climatic condition (Thailand ambient at latitude 13°43′06.0″ N, [...] Read more.
This work proposes the design, construction, and field test of a vacuum seawater desalination system (VSDS) driven by an evacuated tube solar collector (with a total absorption area of 1.86 m2) under tropical climatic condition (Thailand ambient at latitude 13°43′06.0″ N, longitude 100°32′25.4″ E). The VSDS prototype was designed and constructed to be driven by hot water, which is produced by two heat source conditions: (1) an electric heater for laboratory tests and (2) an evacuated tube solar collector for field tests under real climatic conditions. A comparative experimental study to assess the ability to produce fresh water between a conventional dripping/pipe feed column and spray falling film column is proposed in the first part of the discussion. This is to demonstrate the advantage of the spray falling film distillation column. The experimental method is implemented based on the batch system, in which the cycle time (distillation time) considered is 10–20 min so that heat loss via the concentrated seawater blow down is minimized. Later, the field test with solar irradiance under real climatic conditions is demonstrated to assess the freshwater yield and the system performance. The aim is to provide evidence of the proposed vacuum desalination system in real operation. It is found experimentally that the VSDS working with spray falling film provides better performance than the dripping/pipe feed column under the specified working conditions. The spray falling film column can increase the distillated freshwater volume from 1.33 to 2.16 L under identical cycle time and working conditions. The improvement potential is up to 62.4%. The overall thermal efficiency can be increased from 33.7 to 70.8% (improvement of 110.1%). Therefore, the VSDS working with spray falling film is selected for implementing field tests based on real solar irradiance powered by an evacuated tube solar collector. The ability to produce fresh water is assessed, and the overall performance via the average distillation rate and the thermal efficiency (or Gain Output Ratio) is discussed with the real solar irradiance. It is found from the field test with solar time (8.00–16.00) that the VSDS can produce a daily freshwater yield of up to 4.5 L with a thermal efficiency of up to 19%. The freshwater production meets the requirement for international standard drinking water criteria, indicating suitability for household/community use in tropical regions. This work demonstrates the feasibility of VSDS working under real solar irradiance as an alternative technology for sustainable fresh water. Full article
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23 pages, 3606 KB  
Protocol
Optimizing Feeding Schedule and Live-Weight Prediction for Native Chicken Based on Machine Learning
by Chung-Liang Chang and Rui-Yi Xu
Animals 2026, 16(1), 75; https://doi.org/10.3390/ani16010075 - 26 Dec 2025
Viewed by 170
Abstract
To meet market supply and demand, producers must accurately schedule processing dates to ensure optimal pricing. This study developed a practical feeding program system for local Taiwanese chicken breeds, including Guzao males, Huangjin females, and Red Junglefowl males. The system integrates daily predictions [...] Read more.
To meet market supply and demand, producers must accurately schedule processing dates to ensure optimal pricing. This study developed a practical feeding program system for local Taiwanese chicken breeds, including Guzao males, Huangjin females, and Red Junglefowl males. The system integrates daily predictions of cage-level body weight to guide each flock toward a target weight before the planned processing date. Four prediction models were evaluated, including random forest, XGBoost, Extra Trees, and an artificial neural network. The best-performing model was embedded into the system, and an Extra Trees model was used to estimate the total remaining ration and update daily feed allocations under standard feeding conditions. A validation experiment was conducted using a 54-day batch of Guzao males, during which cage-level data were collected. The feed conversion ratio of birds managed under the feeding program was compared with that of conventional feeding. The results provide preliminary support for the feasibility of a data-guided feeding program system with potential agricultural application value, although additional batches and cross-farm evaluations are needed to confirm generalizability and operational performance. Full article
(This article belongs to the Special Issue Artificial Intelligence as a Useful Tool in Behavioural Studies)
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17 pages, 3321 KB  
Article
Non-Standard Technical Solutions in Polish Tie-Stall and Loose-Housing Barns: Farmer Initiatives to Improve the Comfort of Dairy Cattle
by Marek Gaworski and Michał Boćkowski
Animals 2026, 16(1), 64; https://doi.org/10.3390/ani16010064 - 25 Dec 2025
Viewed by 150
Abstract
Research on barn technology, technical equipment, and related cattle welfare indicates a growing emphasis on assessing sources of animal comfort as the subject of scientific research. In practice, dairy cattle housing conditions are also assessed directly by farmers responsible for the animals’ living [...] Read more.
Research on barn technology, technical equipment, and related cattle welfare indicates a growing emphasis on assessing sources of animal comfort as the subject of scientific research. In practice, dairy cattle housing conditions are also assessed directly by farmers responsible for the animals’ living conditions in barns; therefore, it is worthwhile to ask farmers about their approaches to improving the housing and comfort of dairy cattle in barns. The aim of this study was to evaluate non-standard technical solutions implemented by farmers in tie-stall and loose-housing barns; the research study design included visits to and observations at 40 dairy farms, selected purposively based on prior knowledge or expectations regarding equipping barns with non-standard technical solutions. An index of non-standard solutions in livestock buildings (Sns) was proposed based on the ratio of the number of non-standard solutions in a barn to usable floor space in the barn. The Sns index was higher in tie-stall barns (0.0012–0.0192) than in loose-housing barns (0.00–0.0023). Non-standard technical solutions implemented by farmers were most common in barns with tie-stall housing systems, especially in feeding areas. Knowledge about non-standard technical solutions in barns can be used in practice by various stakeholders as inspiration for barn retrofits, training materials for advisors, or a starting point for targeted welfare research. Full article
(This article belongs to the Special Issue Ruminant Welfare Assessment—Second Edition)
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20 pages, 1468 KB  
Article
Knowledge, Attitudes, and Biosecurity Practices Regarding African Swine Fever Among Small-Scale Pig Farmers in the Lao People’s Democratic Republic and Cambodia
by Véronique Renault, Ariane Masson, Paeng Xaphokame, Outhen Phommasack, Borin Sear, Samnang Ven and Claude Saegerman
Viruses 2026, 18(1), 34; https://doi.org/10.3390/v18010034 - 24 Dec 2025
Viewed by 315
Abstract
African swine fever (ASF) is a transboundary viral disease that has heavily impacted Southeast Asia since its introduction in 2019. Smallholder pig production systems in Cambodia and the Lao People’s Democratic Republic (the Lao PDR), characterized by low biosecurity, free-ranging practices, and limited [...] Read more.
African swine fever (ASF) is a transboundary viral disease that has heavily impacted Southeast Asia since its introduction in 2019. Smallholder pig production systems in Cambodia and the Lao People’s Democratic Republic (the Lao PDR), characterized by low biosecurity, free-ranging practices, and limited veterinary oversight, remain particularly vulnerable. To assess farmers’ awareness and practices regarding ASF, a knowledge, attitudes, and practices (KAP) survey was implemented between March and September 2023 by Agronomes et Vétérinaires Sans Frontières within the framework of the Biosecurity in Pig Farming (BIG) project. A total of 471 pig farmers, including 56% women, were interviewed across eight provinces using a standardized questionnaire (188 in Cambodia and 283 in the Lao PDR). Results showed that ASF awareness was generally high (92% in Cambodia, 66% in the Lao PDR), yet 15% of Cambodian and 30% of Lao respondents expressed doubts about the presence of ASF in their country. While recognition of ASF symptoms was moderate and positively correlated with farmers’ perceived capacity to identify the disease, knowledge of transmission pathways was low and often misaligned with perceptions. Airborne transmission was frequently cited as a risk, and the risks related to visitors and fomites were underestimated by more than 50% of the farmers. Implementation of biosecurity measures (BSM) was limited, with mean scores of 43% in Cambodia and 27% in the Lao PDR. Risky practices such as swill feeding, free-ranging, sharing of boars, traders, and inadequate carcass disposal remained widespread. Statistical analysis identified education level, herd size, knowledge, perceived risks, and perceived benefits of BSM as the main determinants of biosecurity implementation. Farmers with larger herds or stronger commercial orientation demonstrated higher biosecurity adoption, while misconceptions and knowledge gaps remained frequent among smallholder farmers. Strengthening awareness, promoting low-cost and feasible biosecurity practices, and integrating farmer-centred approaches are essential for reducing ASF transmission risks and improving the resilience of smallholder pig production systems in the region. Full article
(This article belongs to the Special Issue New Findings in Animal Biosecurity Related to Viral Diseases)
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24 pages, 4080 KB  
Article
An Unsupervised Situation Awareness Framework for UAV Sensor Data Fusion Enabled by a Stabilized Deep Variational Autoencoder
by Anxin Guo, Zhenxing Zhang, Rennong Yang, Ying Zhang, Liping Hu and Leyan Li
Sensors 2026, 26(1), 111; https://doi.org/10.3390/s26010111 - 24 Dec 2025
Viewed by 221
Abstract
Effective situation awareness relies on the robust processing of high-dimensional data streams generated by onboard sensors. However, the application of deep generative models to extract features from complex UAV sensor data (e.g., GPS, IMU, and radar feeds) faces two fundamental challenges: critical training [...] Read more.
Effective situation awareness relies on the robust processing of high-dimensional data streams generated by onboard sensors. However, the application of deep generative models to extract features from complex UAV sensor data (e.g., GPS, IMU, and radar feeds) faces two fundamental challenges: critical training instability and the difficulty of representing multi-modal distributions inherent in dynamic flight maneuvers. To address this, this paper proposes a novel unsupervised sensor data processing framework to overcome these issues. Our core innovation is a deep generative model, VAE-WRBM-MDN, specifically engineered for stable feature extraction from non-linear time-series sensor data. We demonstrate that while standard Variational Autoencoders (VAEs) often struggle to converge on this task, our introduction of Weighted-uncertainty Restricted Boltzmann Machines (WRBM) for layer-wise pre-training ensures stable learning. Furthermore, the integration of a Mixture Density Network (MDN) enables the decoder to accurately reconstruct the complex, multi-modal conditional distributions of sensor readings. Comparative experiments validate our approach, achieving 95.69% classification accuracy in identifying situational patterns. The results confirm that our framework provides robust enabling technology for real-time intelligent sensing and raw data interpretation in autonomous systems. Full article
(This article belongs to the Section Intelligent Sensors)
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18 pages, 569 KB  
Review
Psychological and Psychiatric Consequences of Prolonged Fasting: Neurobiological, Clinical, and Therapeutic Perspectives
by Vincenzo Bonaccorsi and Vincenzo Maria Romeo
Nutrients 2026, 18(1), 60; https://doi.org/10.3390/nu18010060 - 24 Dec 2025
Viewed by 705
Abstract
Background/Objectives: Prolonged fasting—defined as voluntary abstinence from caloric intake for periods exceeding 24 h—is increasingly recognized not only as a metabolic intervention but also as a psycho-behavioral modulator. According to the 2024 international consensus, intermittent fasting encompasses diverse temporal patterns including time-restricted feeding, [...] Read more.
Background/Objectives: Prolonged fasting—defined as voluntary abstinence from caloric intake for periods exceeding 24 h—is increasingly recognized not only as a metabolic intervention but also as a psycho-behavioral modulator. According to the 2024 international consensus, intermittent fasting encompasses diverse temporal patterns including time-restricted feeding, alternate-day fasting, and periodic fasting of multi-day duration. While metabolic benefits are well documented, the psychoneurobiological and psychiatric consequences remain incompletely characterized. This review critically appraises current evidence on the psychological and psychiatric effects of prolonged and intermittent fasting, including both secular and religious practices. Methods: A narrative synthesis was conducted on clinical trials, observational studies, and translational research published between January 2010 and June 2025 in PubMed, Scopus, and PsycINFO. Search terms included combinations of “prolonged fasting,” “intermittent fasting,” “psychological,” “psychiatric,” “religious fasting,” “Ramadan,” and “Orthodox Church.” Eligible studies required explicit evaluation of mood, cognition, stress physiology, or psychiatric symptoms. Data were analyzed qualitatively, with particular attention to study quality, fasting regimen characteristics, and participant vulnerability. This is a non-registered narrative synthesis drawing on clinical trials, observational studies, and preclinical evidence published between January 2010 and June 2025. Results: Eighty-seven studies met inclusion criteria (39 human; 48 preclinical). In metabolically healthy adults, short-term time-restricted eating and supervised prolonged fasting were associated with modest reductions in depressive symptoms and perceived stress, with small improvements in executive functioning—typically observed in small samples and with limited follow-up. Religious fasting during Ramadan and the Orthodox Christian fasting periods demonstrated similar neuropsychological effects, including greater perceived spiritual meaning and affective modulation, though cultural context played a moderating role. Potential adverse mental-health impacts included mood destabilization, anxiety exacerbation, and rare psychotic or manic decompensations in vulnerable individuals. Randomized trials reported few adverse events and no signal for severe psychiatric harm, whereas observational studies more often noted symptom exacerbations in at-risk groups. Patients with eating disorder phenotypes exhibited increased cognitive preoccupation with food and a heightened risk of behavioral relapse. Methodological heterogeneity across studies—including variation in fasting protocols, psychological assessments, and follow-up duration—limited cross-study comparability. Conclusions: Evidence indicates a bidirectional relationship wherein fasting may foster psychological resilience in select populations while posing significant psychiatric risks in others. Inclusion of religious fasting traditions enriches understanding of culturally mediated outcomes. To enhance rigor and safety, future studies should incorporate clinician-rated outcomes (e.g., HDRS-17, CGI-S/CGI-I), standardized adverse-event tracking using validated psychiatric terminology, and prospective safety monitoring protocols, with ≥6–12-month follow-up. Full article
(This article belongs to the Section Nutrition and Neuro Sciences)
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15 pages, 619 KB  
Article
Assessing Natural Weaning in Suckler Beef Cattle: A Single-Farm Retrospective Data Analysis of Calf-Raising Success and Colostrum Antibody Uptake in the Absence or Presence of a Yearling Calf
by Dorit Albertsen, Peter Plate and Suzanne D. E. Held
Animals 2026, 16(1), 34; https://doi.org/10.3390/ani16010034 - 23 Dec 2025
Viewed by 268
Abstract
Suckler beef cows and their calves are commonly separated when calves are between four and ten months old. This is earlier than would happen naturally and causes stress in dams and calves and reduces feed intake and immunocompetence, and thus introduces calf performance [...] Read more.
Suckler beef cows and their calves are commonly separated when calves are between four and ten months old. This is earlier than would happen naturally and causes stress in dams and calves and reduces feed intake and immunocompetence, and thus introduces calf performance and health problems. To address these concerns, weaning by separation was gradually phased out on a single extensive suckler beef farm comprising nine separate breeding herds based on chalk downland in southern England. Over seven consecutive years, the farm’s breeding herds were converted to natural weaning, one to two herds per year. This meant yearling calves stayed with their dams until weaned off naturally and beyond the subsequent calving season. To examine the effects of yearlings being left with their dams, retrospective data were collected on the subsequent calves’ survival to one year old (‘raising success’). The dams had their previous calf either still present as a yearling (YP) when the new calf arrived or had had their previous calf removed at eight months old, so it was absent (YA). Data were retrospectively analysed on 1822 calves born to 663 dams in total over the seven years. Raising success overall was 96% for YP calves and 95% for YA. Chi-squared analysis of only one calf per cow (N = 663; YP = 382, YA = 281) confirmed that raising success was not negatively associated with yearling presence. A separate analysis compared farm data on serum total protein levels of 81 YP and 12 YA 1–10-day-old calves as measures of colostrum antibody uptake. Mann–Whitney U testing showed an insignificant trend towards higher antibody uptake in YA calves (p < 0.1). However, over 86% of calves in both groups had ‘excellent’ total protein values according to a standard classification used for dairy calves (>6.2 g/dL). The findings show for the first time and under conditions studied here that beef calves can be left with their dams without a negative effect on the survival of the subsequent calf. Concerns of sibling rivalry disturbing the bonding process and leading to competition for colostrum and milk were not confirmed. In conclusion, allowing cows to wean their calves naturally could potentially be a viable management option for similar beef suckler herds, including those used in habitat/soil restoration projects. Full article
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Review
A Comprehensive Review of Technological Advances in Meat Safety, Quality, and Sustainability for Public Health
by Abdul Samad, Ayesha Muazzam, A. M. M. Nurul Alam, SoHee Kim, Young-Hwa Hwang and Seon-Tea Joo
Foods 2026, 15(1), 47; https://doi.org/10.3390/foods15010047 - 23 Dec 2025
Viewed by 345
Abstract
The demand for food is increasing with the rise in the human population. Among foods, meat is an essential part of human nutrition. Meat provides good-quality protein and all the micronutrients needed by humans. In addition, it also contains some bioactive compounds that [...] Read more.
The demand for food is increasing with the rise in the human population. Among foods, meat is an essential part of human nutrition. Meat provides good-quality protein and all the micronutrients needed by humans. In addition, it also contains some bioactive compounds that are good for human health. Increasing demand, together with concerns over food safety, requires new approaches to guarantee a sustainable, safe, and healthy meat supply chain. The only way to get over these challenges is through technological innovations that are capable of enhancing the safety, quality, and sustainability of meat. Herein, this review identifies the need for new methods of rapid microbial detection, biosensors, AI-based monitoring, innovative processing and preservation techniques, precision livestock farming, resource-efficient feed and water management, alternative protein sources, and circular economy approaches. In particular, this review examines some meat analogs like cultured meat, hybrid products, and microbial proteins as environmentally friendly and nutritionally balanced alternatives. These changes in technology can also bring benefits to consumers in terms of their health. The health benefits of these technological innovations for consumers go beyond just safety, including improved nutritional profiles, functional bioactive ingredients, and the prevention of antimicrobial resistance. The review further analyzes policies, regulatory frameworks, and ethical considerations necessary to achieve consumer trust and social acceptance, including the global alignment of standards, certification, labeling, and all issues related to ethics. Furthermore, AI, IoT, Big Data, and nutritional technologies represent new emerging trends able to unleash new opportunities for the optimization of production, quality control, and personalized nutrition. Full article
(This article belongs to the Special Issue Meat Products: Processing and Storage)
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