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11 pages, 1232 KB  
Article
Impact of Unplanned Radiotherapy Interruptions and Prolonged Overall Treatment Time on Recurrence in Head and Neck Squamous-Cell Carcinoma: A Retrospective Analysis from a Single Institution
by Rabia S. Angiras, Dilson Lobo, Athiyamaan M. Senthiappan, Sourjya Banerjee, Srinivas Challapalli, Johan Sunny, Abhishek Krishna and Paul Simon
Onco 2026, 6(1), 8; https://doi.org/10.3390/onco6010008 (registering DOI) - 17 Jan 2026
Abstract
Introduction: Radiotherapy plays a critical role in the management of head and neck squamous-cell carcinoma (HNSCC); however, the influence of overall treatment time on patient outcomes remains an area of ongoing investigation. The use of radiation, either in conjunction with concurrent chemotherapy [...] Read more.
Introduction: Radiotherapy plays a critical role in the management of head and neck squamous-cell carcinoma (HNSCC); however, the influence of overall treatment time on patient outcomes remains an area of ongoing investigation. The use of radiation, either in conjunction with concurrent chemotherapy or on its own, is crucial when treating HNSCC. Despite the longstanding hypothesis that treatment gaps may adversely affect tumor response and overall survival, there is a paucity of literature on this particular area. This study aims to bridge the knowledge gap and assess the correlation of treatment gaps on recurrences in HNSCC patients. Materials and Methodology: This retrospective study is based on an analysis of data obtained from a single institution between 2017 and 2021. Patients were selected on the basis of the presence of treatment gaps. Data were extracted from medical records and analyzed to evaluate the association between overall treatment time and various patient and treatment-related factors. Various factors thought to contribute to treatment gaps, such as age, TNM Stage, radiation dose, and use of concurrent chemotherapy, were also examined. Results: A total of 212 patients with treatment gaps were evaluated. Of these, 80 individuals experienced recurrences. It was observed that compared to distant metastases, locoregional failure was more frequent (n = 2, 4.2% vs. n = 45, 95.74%). The patients underwent both adjuvant and definitive therapy and were treated with a dose range of 60–70 Gy and concurrent cisplatin chemotherapy. It was noticed that this cohort had a range of 4–43 days of treatment gaps. Notably, 19 out of 47 patients had treatment gaps ≤ 5 days, while 28 out of 47 had gaps exceeding 5 days. It was also observed that patients with treatment gaps of >5 days had poorer quality of life and overall survival. Conclusions: This study identified that the Overall Treatment Time (OTT) had a strong statistical correlation with the development of recurrences. Further, the age of the patient, presence of neutropenia and the duration of the treatment gap were also identified to significantly correlate with the chance of developing recurrences. Full article
(This article belongs to the Topic Cancer Biology and Radiation Therapy: 2nd Edition)
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41 pages, 6937 KB  
Article
Ethnobotany of Local Vegetables and Spices in Sakon Nakhon Province, Thailand
by Piyaporn Saensouk, Surapon Saensouk, Phiphat Sonthongphithak, Auemporn Junsongduang, Kamonwan Koompoot, Bin Huang, Wei Shen and Tammanoon Jitpromma
Diversity 2026, 18(1), 49; https://doi.org/10.3390/d18010049 (registering DOI) - 17 Jan 2026
Abstract
Local vegetables and spices are essential components of traditional food and health systems in northeastern Thailand, yet quantitative ethnobotanical evidence remains limited. This study documents the diversity, utilization, and cultural significance of vegetables and spices used in Sang Kho Sub-district, Phu Phan District, [...] Read more.
Local vegetables and spices are essential components of traditional food and health systems in northeastern Thailand, yet quantitative ethnobotanical evidence remains limited. This study documents the diversity, utilization, and cultural significance of vegetables and spices used in Sang Kho Sub-district, Phu Phan District, Sakon Nakhon Province. Ethnobotanical data were collected in 2025 through field surveys, voucher-based plant identification, semi-structured interviews, and participant observation involving 92 informants across 23 villages. Cultural significance and medicinal knowledge were evaluated using the Cultural Importance Index (CI), Informant Consensus Factor (FIC), and Fidelity Level (FL). A total of 113 taxa belonging to 94 genera and 49 plant families were recorded. Poaceae and Zingiberaceae were the most species-rich families. Native species slightly predominated (51.33%), and herbaceous taxa were most common. Leaves were the most frequently used plant part. Most taxa were used as vegetables (92 species), followed by traditional medicines (20 species), spices or seasonings (18 species), and food ingredients or culinary additives (18 species). The highest CI values were recorded for Allium ascalonicum L. (1.152), Capsicum annuum L. (1.098), and Coriandrum sativum L. (1.043). FIC values ranged from 0.60 to 1.00, with complete consensus for circulatory and neurological disorders. Cymbopogon citratus showed the highest FL (75%) for gastrointestinal uses. These findings demonstrate the close integration of food and medicine in local plant-use systems and provide baseline data for food system resilience and cultural knowledge conservation. Full article
(This article belongs to the Special Issue Ethnobotany and Plant Diversity: Conservation and Sustainable Use)
21 pages, 2612 KB  
Article
The Role of Individual Cognition in the Formation of Unsafe Behaviors: A Case Study of Construction Workers
by Guanghua Li, Zhijie Xiao, Youqing Chen, Igor Martek and Yuhao Zeng
Buildings 2026, 16(2), 395; https://doi.org/10.3390/buildings16020395 (registering DOI) - 17 Jan 2026
Abstract
As a pillar industry of the national economy for many countries, the construction sector has long faced challenges in workplace safety. Unsafe behaviors among construction workers are the core cause of safety incidents, and controlling these behaviors is key to enhancing safety management. [...] Read more.
As a pillar industry of the national economy for many countries, the construction sector has long faced challenges in workplace safety. Unsafe behaviors among construction workers are the core cause of safety incidents, and controlling these behaviors is key to enhancing safety management. Numerous studies confirm that unsafe behaviors are closely linked to cognitive biases and decision-making errors. However, existing research still has theoretical gaps in analyzing the multi-factor interaction mechanisms from a cognitive perspective. This study constructs a three-stage theoretical model to reveal the formation mechanism of unsafe behaviors, which is validated by structural equation modeling based on the data collected by a questionnaire from ongoing construction projects in Jiangxi Province, China. It is found that (1) Organizational environment (safety atmosphere, safety culture, and safety management) exerts a negative influence on unsafe behavior; (2) While safety atmosphere has no direct impact on safety motivation, the overall organizational environment positively affects individual cognition; (3) Individual cognitive factors exert a negative influence on unsafe behavior, with the following hierarchical order: safety motivation > safety competence > safety values. (4) While safety motivation does not mediate the relationship between safety atmosphere and unsafe behavior, individual cognitive factors overall mediate the relationship between organizational environment and unsafe behavior. This study theoretically enriches the knowledge system of safety behavior and provides a theoretical foundation for optimizing enterprise unsafe behavior management and formulating differentiated management policies. Full article
21 pages, 7451 KB  
Article
Distinct Pathways of Cadmium Immobilization as Affected by Wheat Straw- and Soybean Meal-Mediated Reductive Soil Disinfestation
by Tengqi Xu, Jingyi Mei, Cui Li, Lijun Hou, Kun Wang, Risheng Xu, Xiaomeng Wei, Jingwei Zhang, Jianxiao Song, Zuoqiang Yuan, Xiaohong Tian and Yanlong Chen
Agriculture 2026, 16(2), 242; https://doi.org/10.3390/agriculture16020242 (registering DOI) - 17 Jan 2026
Abstract
Both organic matter and iron oxide (FeO) dynamics pose key roles in soil cadmium (Cd) bioavailability. However, the microbially driven transformation of soil organic matter and FeO and their linkages to Cd fractions remain unclear under reductive soil disinfestation (RSD) with different organic [...] Read more.
Both organic matter and iron oxide (FeO) dynamics pose key roles in soil cadmium (Cd) bioavailability. However, the microbially driven transformation of soil organic matter and FeO and their linkages to Cd fractions remain unclear under reductive soil disinfestation (RSD) with different organic sources, which limits our mechanistic understanding of Cd immobilization by RSD. To address this gap, we conducted a 45 day microcosm experiment using a paddy soil contaminated with 22.8 mg/kg Cd. Six treatments were established: untreated control (CK), waterlogged (WF), and RSD-amended soils with 0.7% or 2.1% wheat straw (LWD, HWD) or soybean meal (LSD, HSD). We systematically assessed soil Cd fractionation, organic carbon and FeO concentrations, and bacterial community structure, aiming to clarify differences in Cd immobilization efficiency and the underlying mechanisms between wheat straw and soybean meal. For strongly extractable Cd, wheat straw RSD reduced the soil Cd concentrations from 6.02 mg/kg to 4.32 mg/kg (28.2%), whereas soybean meal RSD achieved a maximum reduction to 2.26 mg/kg (62.5%). Additionally, the soil mobility factor of Cd decreased from 44.6% (CK) to 39.2% (HWD) and 32.5% (HSD), while the distribution index increased from 58.5% (CK) to 62.2% (HWD) and 66.8% (HSD). Notably, the HWD treatment increased soil total organic carbon, humus, and humic acid concentrations by 34.8%, 24.6%, and 28.3%, respectively. Regarding amorphous FeO, their concentrations increased by 19.1% and 33.3% relative to CK. RSD treatments significantly altered soil C/N ratios (5.91–12.5). The higher C/N ratios associated with wheat straw stimulated r-strategist bacteria (e.g., Firmicutes, Bacteroidetes), which promoted carbohydrate degradation and fermentation, thereby enhancing the accumulation of humic substances. In contrast, the lower C/N ratios of soybean meal increased dissolved organic carbon and activated iron-reducing bacteria (FeRB; e.g., Anaeromyxobacter, Clostridium), driving iron reduction and amorphous iron oxide formation. PLS-PM analysis confirmed that wheat straw RSD immobilized Cd primarily through humification, whereas soybean meal RSD relied on FeRB-mediated FeO amorphization. These findings suggest that Cd immobilization in soil under RSD may be regulated by microbially mediated organic matter transformation and iron oxide dynamics, which was affected by organic materials of different C/N ratios. Full article
(This article belongs to the Section Agricultural Soils)
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36 pages, 5250 KB  
Article
Nonlinear Gravity-Wave Effects on the Distribution of Chemical Constituents in a Vertically-Sheared Atmospheric Flow
by Ahmed S. Almohaimeed and Lucy J. Campbell
Mathematics 2026, 14(2), 322; https://doi.org/10.3390/math14020322 (registering DOI) - 17 Jan 2026
Abstract
The dynamical processes in the atmosphere are coupled with the chemistry of the atmosphere. Internal gravity waves influence the distribution of chemical constituents in the atmosphere through their effects on the background wind or mean flow. We examine a coupled system of equations [...] Read more.
The dynamical processes in the atmosphere are coupled with the chemistry of the atmosphere. Internal gravity waves influence the distribution of chemical constituents in the atmosphere through their effects on the background wind or mean flow. We examine a coupled system of equations comprising a nonlinear transport equation of Fisher type for the distribution of the chemical species, along with nonlinear Boussinesq equations for internal gravity waves in a vertically stratified and vertically sheared fluid flow in a two-dimensional region. In our model, a horizontally localized gravity-wave packet is generated and propagates upward into a localized region where the chemical species is present. Numerical solutions show that the wave-induced mean flow resulting from nonlinear gravity-wave interactions in the vicinity of a critical level leads to modifications in the distribution of the chemical. An asymptotic analysis of a related qualitatively similar problem gives us information on the dominant behaviour of the chemical concentration perturbation. We conclude that nonlinearity and vertical shear play a vital role in the interplay between gravity-wave dynamics and chemical distributions in the atmosphere. Full article
(This article belongs to the Special Issue Nonlinear Waves: Theory and Applications)
25 pages, 2903 KB  
Article
Development of Braided River Delta–Shallow Lacustrine Siliciclastic–Carbonate Mixed Sedimentation in the Upper Ganchaigou Formation, Huatugou Oilfield, Qaidam Basin, China
by Yuxin Liang, Xinmin Song, Youjing Wang and Wenjie Feng
Minerals 2026, 16(1), 92; https://doi.org/10.3390/min16010092 (registering DOI) - 17 Jan 2026
Abstract
This study systematically investigates the lithofacies, sedimentary microfacies, vertical evolution, and spatial distribution of the braided river delta–shallow lacustrine carbonate mixed sedimentary rocks of the Upper Ganchaigou Formation in the Huatugou Oilfield of the Qaidam Basin, China. This study integrates data from field [...] Read more.
This study systematically investigates the lithofacies, sedimentary microfacies, vertical evolution, and spatial distribution of the braided river delta–shallow lacustrine carbonate mixed sedimentary rocks of the Upper Ganchaigou Formation in the Huatugou Oilfield of the Qaidam Basin, China. This study integrates data from field outcrops, core observations, thin section petrography, laboratory analyses, and well-logging interpretations. Based on these datasets, the sedimentary characteristics are identified, and a comprehensive sedimentary model is constructed. The results reveal that the study area contains five clastic facies, three types of mixed sedimentary facies, and ten sedimentary microfacies. Two distinct modes of mixed sedimentation are recognized: component mixing and stratigraphic mixing. A full lacustrine transgression–regression cycle is formed by the two types of mixed sedimentation characteristics, which exhibit noticeable differences in vertical evolution. Component mixing, which occurs in a mixed environment of continuous clastic supply and carbonate precipitation during the transgression, is the primary characteristic of the VIII–X oil formation. The mixed strata that make up the VI–VII oil formation show rhythmic interbedding of carbonate and clastic rocks. During the lacustrine regression, it shows the alternating sedimentary environment regulated by frequent variations in lacustrine levels. The planar distribution is affected by both intensity of sediment from the west and the changes in lacustrine level. During the lacustrine transgression, it is dominated by littoral-shallow lacustrine mixed beach bar and mixed sedimentary delta. On the other hand, during the lacustrine regression, it is dominated by laterally amalgamated sand bodies in the braided-river delta front. Based on this, a mixed sedimentary evolution model controlled by the coupling of “source–lacustrine level” is established. It offers a guide for reconstructing the sedimentary environment in basins that are similar to it and reveals the evolution path of mixed sedimentation in the short-axis source area of arid saline lacustrine basins. Full article
17 pages, 1455 KB  
Article
Genipin as an Effective Crosslinker for High-Performance and Flexible Direct-Printed Bioelectrodes
by Kornelia Bobrowska, Marcin Urbanowicz, Agnieszka Paziewska-Nowak, Marek Dawgul and Kamila Sadowska
Molecules 2026, 31(2), 327; https://doi.org/10.3390/molecules31020327 (registering DOI) - 17 Jan 2026
Abstract
The development of efficient bioelectrodes requires suitable fabrication strategies, starting with the electrode material, which affects the electron transfer between the biocatalyst and the electrode surface. Then, selection and adjustment of the enzyme immobilization conditions are essential to enhance the performance of the [...] Read more.
The development of efficient bioelectrodes requires suitable fabrication strategies, starting with the electrode material, which affects the electron transfer between the biocatalyst and the electrode surface. Then, selection and adjustment of the enzyme immobilization conditions are essential to enhance the performance of the bioelectrodes for their desirable utility. In this study, we report the fabrication of a high-performance bioelectrode using a one-step crosslinking of FAD-dependent glucose dehydrogenase (FAD-GDH) and thionine acetate as a redox mediator, with genipin serving as a natural, biocompatible crosslinker. Electrodes were manufactured on flexible polyester substrates using a direct printing technique, enabling reproducible and low-cost production. Among the tested crosslinkers, genipin significantly enhanced the catalytic performance of bioelectrodes. Comparative studies on graphite, silver, and gold electrode materials identified graphite as the most suitable due to its extended electroactive surface area. The developed bioelectrodes applied to glucose biosensing demonstrated a linear amperometric response to glucose in the range of 0.02–2 mM and 0.048–30 mM, covering clinically relevant concentrations. The application of artificial sweat confirmed high detection accuracy. These findings highlight the potential integration of genipin-based enzyme–mediator networks for future non-invasive sweat glucose monitoring platforms. Full article
(This article belongs to the Special Issue 30th Anniversary of Molecules—Recent Advances in Electrochemistry)
22 pages, 1400 KB  
Article
Antibodies to Burkholderia pseudomallei Outer Membrane Proteins Coupled to Nanovaccines Exhibit Cross-Reactivity to B. cepacia Complex and Pseudomonas aeruginosa Homologues
by Alexander J. Badten, Susana Oaxaca-Torres and Alfredo G. Torres
Microorganisms 2026, 14(1), 221; https://doi.org/10.3390/microorganisms14010221 (registering DOI) - 17 Jan 2026
Abstract
Burkholderia pseudomallei complex and B. cepacia complex are two evolutionary distinct clades of pathogens causing human disease. Most vaccine efforts have focused on the former group largely due to their biothreat status and global disease burden. It has been proposed that a vaccine [...] Read more.
Burkholderia pseudomallei complex and B. cepacia complex are two evolutionary distinct clades of pathogens causing human disease. Most vaccine efforts have focused on the former group largely due to their biothreat status and global disease burden. It has been proposed that a vaccine could be developed that simultaneously protects against both groups of Burkholderia by specifically targeting conserved antigens. Only a few studies have set out to identify which antigens may be optimal targets for such a vaccine. We have previously assessed the ability of three highly conserved B. pseudomallei antigens, namely OmpA1, OmpA2, and Pal, coupled to gold nanoparticle vaccines, to protect mice against a homotypic B. pseudomallei challenge. Here, we have expanded our study by demonstrating that antibodies to each of these proteins show varying levels of reactivity to homologues in B. cepacia complex, with OmpA2 antibodies exhibiting the highest cross-reactivity. Remarkably, some nanovaccine immunized mice, particularly those that received OmpA2, produced antibodies that bind Pseudomonas aeruginosa, which harbors distantly related homologous proteins. T cells elicited to Pal and OmpA2 responded to stimulation with B. cepacia complex-derived homologues. Our study supports incorporation of these antigens, particularly OmpA2, for the development of a pan-Burkholderia vaccine. Full article
16 pages, 1874 KB  
Review
LEM-Domain-Containing Inner Nuclear Membrane Proteins: Emerging Regulators of Intranuclear Signaling
by Byongsun Lee, Hyunggeun Lee and Jaekyung Shim
Int. J. Mol. Sci. 2026, 27(2), 942; https://doi.org/10.3390/ijms27020942 (registering DOI) - 17 Jan 2026
Abstract
The LAP2–emerin–MAN1-domain (LEM-D) proteins constitute a family of inner nuclear membrane proteins that play essential roles in the spatial regulation of intranuclear signaling. Defined by the conserved LEM domain, these proteins interact with chromatin, nuclear lamins, and barrier-to-autointegration factor (BAF), thereby linking nuclear [...] Read more.
The LAP2–emerin–MAN1-domain (LEM-D) proteins constitute a family of inner nuclear membrane proteins that play essential roles in the spatial regulation of intranuclear signaling. Defined by the conserved LEM domain, these proteins interact with chromatin, nuclear lamins, and barrier-to-autointegration factor (BAF), thereby linking nuclear architecture to signal-dependent transcriptional control. This review summarizes current knowledge on the structural features and molecular functions of representative LEM-D proteins, including LAP2, emerin, and MAN1, with a particular focus on their emerging roles as regulators of intranuclear signaling pathways. We discuss how these proteins modulate the activity of transcription factors involved in Hedgehog, Wnt/β-catenin, STAT3, Notch, and transforming growth factor-β (TGF-β) signaling by temporally retaining them at the inner nuclear membrane and controlling their access to chromatin. Furthermore, this review highlights the physiological and pathological relevance of LEM-D-mediated signaling regulation, especially in the context of muscle development, regeneration, and nuclear envelope-associated diseases such as muscular dystrophies. By integrating structural, signaling, and disease-related perspectives, this review proposes a conceptual framework in which LEM-D proteins function as critical intranuclear signaling hubs. Understanding these mechanisms provides new insights into nuclear signal transduction and suggests potential therapeutic targets for diseases associated with nuclear envelope dysfunction. Full article
(This article belongs to the Special Issue Protein Signal Transduction in the Nucleus)
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40 pages, 646 KB  
Article
Leading Green: How Leadership Styles Shape Environmental Human Resource Management Practices in Greek Hospitality Organizations
by Christos Papademetriou, Dimitrios Belias, Angelos Ntalakos and Ioannis Rossidis
Sustainability 2026, 18(2), 974; https://doi.org/10.3390/su18020974 (registering DOI) - 17 Jan 2026
Abstract
This research focuses on the effects of leadership styles on the implementation of Green Human Resource Management (Green HRM) initiatives in hotels in Greece by staff members, and it recognizes the lack of sustainability research in the Mediterranean hospitality sector. Employing the Full-Range [...] Read more.
This research focuses on the effects of leadership styles on the implementation of Green Human Resource Management (Green HRM) initiatives in hotels in Greece by staff members, and it recognizes the lack of sustainability research in the Mediterranean hospitality sector. Employing the Full-Range Leadership Model, we explore the impact of transformational, transactional, and passive leadership on the implementation of environmental HR practices. The data for this study were obtained from 216 employees in 29 hotels in Greece, who completed the Multifactor Leadership Questionnaire (MLQ-5x) and a Green HRM instrument. Several regression analyses showed that transformational leadership was the most robust positive predictor of Green HRM practices, followed by leadership outcomes and transactional leadership. On the other hand, passive leadership was significantly inversely associated with Green HRM implementation. Demographic variables, such as gender, age, and experience, had a substantial impact on both perceptions of leadership and involvement in Green HRM as well. The results offer significant theoretical implications and practical directions for improving environmental performance in hospitality organizations through the strategic use of leadership development and human resource management ‍‌‍‍‌intervention. Full article
16 pages, 3887 KB  
Article
Integrative Analysis of Transcriptome and Metabolome Reveals Molecular Mechanisms Underlying Hepatic Differences Between Zaozhuang Heigai Piglets and Duroc×Landrace×Yorkshire Piglets
by Caitong Wang, Jingxuan Li, Xueyan Zhao, Yanping Wang, Xiaodong Zhu, Fuping Zhao, Chuansheng Zhang, Liying Geng and Jiying Wang
Agriculture 2026, 16(2), 241; https://doi.org/10.3390/agriculture16020241 (registering DOI) - 17 Jan 2026
Abstract
Piglets weaning is a critical developmental stage marked by significant metabolic and inflammatory challenges. The hepatic responses during this period may differ among pig breeds with distinct genetic backgrounds. To explore the phenotypic and molecular differences in the livers between the Zaozhuang Heigai [...] Read more.
Piglets weaning is a critical developmental stage marked by significant metabolic and inflammatory challenges. The hepatic responses during this period may differ among pig breeds with distinct genetic backgrounds. To explore the phenotypic and molecular differences in the livers between the Zaozhuang Heigai (HG) pig and Duroc×Landrace×Yorkshire (DLY) piglets and elucidate the regulatory mechanisms of genetic background on liver function, five 35-day-old piglets from each breed were selected. Body weight and liver coefficients were measured; histological features of liver sections were observed, and the transcriptome and metabolome of the liver were determined using mRNA sequencing and non-targeted metabolomics analysis. The results showed that HG piglets had significantly lower body weight (p < 0.01) and slightly higher liver coefficients than DLY piglets. Histological examination revealed that the hepatic lobule structure was intact in both breeds, while mild hepatic congestion was observed in some DLY piglets. Transcriptome analysis identified 429 differentially expressed genes (DEGs) with criteria of FDR adjusted p-values < 0.01 and |log2(Fold Change)| > 1, and they were significantly enriched in oxidoreductase activity, peroxisome proliferator-activated receptor (PPAR) signaling, and arachidonic acid metabolism pathways. Metabolome analysis identified 169 differentially expressed metabolites (DEMs) with criteria of p < 0.05, VIP > 1, and |log2(Fold Change)| > 1, and they were significantly enriched in nucleotide metabolism, arginine biosynthesis, and arachidonic acid metabolism pathways. Integrative analysis of DEGs and DEMs showed that arachidonic acid metabolism was the common pathway. Within this pathway, key genes (GPX3, ALOX5, and CBR3) were significantly associated with specific metabolites (15-deoxy-PGJ2 and phosphatidylcholines) (FDR adjusted p < 0.05), suggesting a gene–metabolite interaction network that coordinates inflammatory regulation and oxidative stress. These findings provide molecular evidence for breed-specific hepatic metabolic regulation during the weaning period and are therefore conducive to the management of weaned piglets and the investigation of local pig characteristics. Full article
(This article belongs to the Section Farm Animal Production)
18 pages, 840 KB  
Article
Large Language Models Evaluation of Medical Licensing Examination Using GPT-4.0, ERNIE Bot 4.0, and GPT-4o
by Luoyu Lian, Xin Luo, Kavimbi Chipusu, Muhammad Awais Ashraf, Kelvin K. L. Wong and Wenjun Zhang
Bioengineering 2026, 13(1), 113; https://doi.org/10.3390/bioengineering13010113 (registering DOI) - 17 Jan 2026
Abstract
This study systematically evaluated the performance of three advanced large language models (LLMs)—GPT-4.0, ERNIE Bot 4.0, and GPT-4o—in the 2023 Chinese Medical Licensing Examination. Employing a dataset of 600 standardized questions, we analyzed the accuracy of each model in answering questions from three [...] Read more.
This study systematically evaluated the performance of three advanced large language models (LLMs)—GPT-4.0, ERNIE Bot 4.0, and GPT-4o—in the 2023 Chinese Medical Licensing Examination. Employing a dataset of 600 standardized questions, we analyzed the accuracy of each model in answering questions from three comprehensive sections: Basic Medical Comprehensive, Clinical Medical Comprehensive, and Humanities and Preventive Medicine Comprehensive. Our results demonstrate that both ERNIE Bot 4.0 and GPT-4o significantly outperformed GPT-4.0, achieving accuracies above the national pass mark. The study further examined the strengths and limitations of each model, providing insights into their applicability in medical education and potential areas for future improvement. These findings underscore the promise and challenges of deploying LLMs in multilingual medical education, suggesting a pathway towards integrating AI into medical training and assessment practices. Full article
(This article belongs to the Special Issue New Sights of Data Analysis and Digital Model in Biomedicine)
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24 pages, 1668 KB  
Article
Sustainable Greenhouse Grape-Tomato Production Implementing a High-Tech Vertical Aquaponic System
by Ioanna Chatzigeorgiou, Maria Ravani, Ioannis A. Giantsis, Athanasios Koukounaras, Aphrodite Tsaballa and Georgios K. Ntinas
Horticulturae 2026, 12(1), 100; https://doi.org/10.3390/horticulturae12010100 (registering DOI) - 17 Jan 2026
Abstract
Growing pressure on water resources and mineral fertilizer use calls for innovative and resource-efficient agri-food systems. Aquaponics, integrating aquaculture and hydroponics, represents a promising approach for sustainable greenhouse production. This study, aiming to explore alternative water and nutrient sources for greenhouse tomato production [...] Read more.
Growing pressure on water resources and mineral fertilizer use calls for innovative and resource-efficient agri-food systems. Aquaponics, integrating aquaculture and hydroponics, represents a promising approach for sustainable greenhouse production. This study, aiming to explore alternative water and nutrient sources for greenhouse tomato production without compromising plant adaptability or yield, evaluated the co-cultivation of grape tomato and rainbow trout in a vertical decoupled aquaponic system under controlled greenhouse conditions. Two aquaponic nutrient strategies were tested: unmodified aquaponic water (AP) and complemented aquaponic water (CAP), with conventional hydroponics (HP) as a control, in a Deep Water Culture hydroponic system. Plant performance was assessed through marketable yield and physiological parameters, while system performance was evaluated using combined-biomass Energy Use Efficiency (EUE), Freshwater Use Efficiency (fWUE) and Nitrogen Use Efficiency (NUE), accounting for both plant and fish production. CAP significantly improved tomato yield (9.86 kg m−2) compared to AP (2.40 kg m−2), although it remained lower than HP (12.14 kg m−2). Fresh WUE was comparable between CAP and HP (9.22 vs. 9.24 g L−1), demonstrating effective water reuse. In contrast, EUE and NUE were lower in CAP, reflecting the additional energy demand of the recirculating aquaculture system and nutrient limitations of fish wastewater. These results highlight aquaponics as a water-efficient production system while emphasizing that optimized nutrient management and energy strategies are critical for improving its overall sustainability and performance. Full article
20 pages, 325 KB  
Article
Sharp Bounds on the Spectral Radius and Energy of Arithmetic–Geometric Matrix
by Hilal A. Ganie and Amal Alsaluli
Mathematics 2026, 14(2), 321; https://doi.org/10.3390/math14020321 (registering DOI) - 17 Jan 2026
Abstract
Let Z be a graph of order n with m edges. Let Aag(Z) represents the arithmetic–geometric matrix of Z. The eigenvalues of the matrix Aag(Z) are called the arithmetic–geometric eigenvalues, and the [...] Read more.
Let Z be a graph of order n with m edges. Let Aag(Z) represents the arithmetic–geometric matrix of Z. The eigenvalues of the matrix Aag(Z) are called the arithmetic–geometric eigenvalues, and the eigenvalue with the largest modulus is called the arithmetic–geometric spectral radius of Z. The sum of the absolute values of the arithmetic–geometric eigenvalues is called the arithmetic–geometric energy of Z. In this paper, we establish sharp upper and lower bounds for the AM-GM spectral radius in terms of various graph parameters and provide a complete characterization of the extremal graphs that attain these bounds. Additionally, we derive new bounds for the AM-GM energy of a graph and identify the corresponding extremal structures. In both contexts, our results significantly improve upon several existing bounds reported in the literature. Full article
25 pages, 4405 KB  
Article
Research on Multi-USV Collision Avoidance Based on Priority-Driven and Expert-Guided Deep Reinforcement Learning
by Lixin Xu, Zixuan Wang, Zhichao Hong, Chaoshuai Han, Jiarong Qin and Ke Yang
J. Mar. Sci. Eng. 2026, 14(2), 197; https://doi.org/10.3390/jmse14020197 (registering DOI) - 17 Jan 2026
Abstract
Deep reinforcement learning (DRL) has demonstrated considerable potential for autonomous collision avoidance in unmanned surface vessels (USVs). However, its application in complex multi-agent maritime environments is often limited by challenges such as convergence issues and high computational costs. To address these issues, this [...] Read more.
Deep reinforcement learning (DRL) has demonstrated considerable potential for autonomous collision avoidance in unmanned surface vessels (USVs). However, its application in complex multi-agent maritime environments is often limited by challenges such as convergence issues and high computational costs. To address these issues, this paper proposes an expert-guided DRL algorithm that integrates a Dual-Priority Experience Replay (DPER) mechanism with a Hybrid Reciprocal Velocity Obstacles (HRVO) expert module. Specifically, the DPER mechanism prioritizes high-value experiences by considering both temporal-difference (TD) error and collision avoidance quality. The TD error prioritization selects experiences with large TD errors, which typically correspond to critical state transitions with significant prediction discrepancies, thus accelerating value function updates and enhancing learning efficiency. At the same time, the collision avoidance quality prioritization reinforces successful evasive actions, preventing them from being overshadowed by a large volume of ordinary experiences. To further improve algorithm performance, this study integrates a COLREGs-compliant HRVO expert module, which guides early-stage policy exploration while ensuring compliance with regulatory constraints. The expert mechanism is incorporated into the Soft Actor-Critic (SAC) algorithm and validated in multi-vessel collision avoidance scenarios using maritime simulations. The experimental results demonstrate that, compared to traditional DRL baselines, the proposed algorithm reduces training time by 60.37% and, in comparison to rule-based algorithms, achieves shorter navigation times and lower rudder frequencies. Full article
(This article belongs to the Section Ocean Engineering)
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