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20 pages, 4107 KB  
Article
Surface Fractal Characterization of Granite Cut by Diamond Wire Saw
by Yihe Liu, Yufei Gao and Jiahao Xu
Fractal Fract. 2026, 10(5), 276; https://doi.org/10.3390/fractalfract10050276 (registering DOI) - 22 Apr 2026
Abstract
The surface quality of granite cut by diamond wire saw significantly impacts the cost of subsequent processes such as grinding and polishing. Traditional evaluation parameters like surface roughness (Ra) or peak-to-valley value (PV) face challenges in characterizing the surface morphology. This study introduces [...] Read more.
The surface quality of granite cut by diamond wire saw significantly impacts the cost of subsequent processes such as grinding and polishing. Traditional evaluation parameters like surface roughness (Ra) or peak-to-valley value (PV) face challenges in characterizing the surface morphology. This study introduces fractal dimension (FD) as a potential auxiliary parameter for evaluating the surface quality of sawn granite. Cutting experiments were conducted on Shanxi Black granite using varying wire speeds, feed speeds, and workpiece sizes. The box-counting method was employed to extract the three-dimensional fractal dimension (3D FD) of the granite surface, which characterizes the overall surface complexity, as well as the distribution of two-dimensional fractal dimensions (2D FD) for granite surface cross-sectional profiles at different angles. The results indicate that the granite-sawn surface exhibits complex micro-morphology featuring brittle micro-pits and wavelike saw marks along the feed direction. A strong negative correlation exists between the 3D FD and both surface roughness Ra and PV value, suggesting that 3D FD can serve as an indicator of granite surface quality, with higher FD values corresponding to better surface quality. Moreover, compared to the PV value constrained by material heterogeneity, 3D FD more effectively represents the true surface quality of the granite. Additionally, the distribution characteristics of 2D FD at different angles effectively reveal surface anisotropy and damage. The results suggest that a more symmetrical 2D FD distribution is associated with consistent surface integrity in the evaluated samples. This suggests that FD has the potential to serve as a meaningful auxiliary parameter for characterizing granite surface quality. The findings hold significant importance for the accurate evaluation of diamond wire-saw-cut granite surfaces and provide a basis for the formulation of subsequent grinding process. Full article
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19 pages, 11668 KB  
Article
Identifying the Key Drivers of Changes in the Morphological Traits of Ledum palustre, Rhizosphere Soil Physicochemical Properties, and Microbial Community Structure Along a Fire Chronosequence in the Da Xing’an Mountains of Northeastern China
by Yurong Liang, Tuo Li, Huiying Cai, Qingpeng Liu, Hu Lou and Long Sun
Agronomy 2026, 16(9), 846; https://doi.org/10.3390/agronomy16090846 (registering DOI) - 22 Apr 2026
Abstract
Ledum palustre (L. palustre) is widely used in drug development because of its antibacterial and analgesic effects. However, wild L. palustre is often affected by wildfires, resulting in unstable yields. Forest fires represent a major disturbance in northern forest ecosystems and [...] Read more.
Ledum palustre (L. palustre) is widely used in drug development because of its antibacterial and analgesic effects. However, wild L. palustre is often affected by wildfires, resulting in unstable yields. Forest fires represent a major disturbance in northern forest ecosystems and profoundly affect shrub vegetation and its associated rhizosphere microbial communities. In this study, we investigated a fire chronosequence (1991, 2004, 2012, 2017, and 2020) to systematically examine the morphological traits of L. palustre, rhizosphere soil physicochemical properties, and microbial community characteristics and to identify the key drivers underlying these patterns. The results revealed that postfire recovery time significantly influenced the morphological traits of L. palustre. The biomass, branch number, basal diameter, and plant height of the shrubs at the 1991 burned site increased by 270.49%, 36.11%, 79.32%, and 191.36%, respectively (p < 0.05). From unburned soils, 29 bacterial and 29 fungal isolates were obtained, with Bacillus sp. and Oidiodendron sp. being the dominant culturable bacterial and fungal taxa, respectively. With increasing postfire recovery time, soil moisture, total nitrogen, ammonium, nitrate, soil organic carbon, acid phosphatase (AP) and N-acetyl-β-D-glucosaminidase (NAG) activity significantly decreased. Early fire disturbance markedly altered soil microbial abundance and community composition, leading to an overall decrease in bacterial α diversity. The bacterial community structure at the 2020 burn site and the fungal community structure at the 2012 burn site significantly differed. Mantel tests revealed significant positive correlations between branch number and basal diameter (p < 0.01) and significant negative correlations between plant height and stem density (p < 0.001). Soil carbon and hydrolysable nitrogen were significantly positively correlated with AP and NAG activities (p < 0.001). Moreover, soil physicochemical properties significantly shaped soil microbial community structures, with bacterial communities in early postfire sites driven by total carbon and nitrogen (p < 0.05), whereas fungal communities in the 2012 burned site were influenced primarily by β-N-acetylglucosaminidase (BG) activity (p < 0.05). Fire disturbance drives successional changes in the rhizosphere microbial community structure and function by altering the soil nutrient status and enzyme activity, which in turn influences the morphological traits of L. palustre. This study provides a theoretical basis for improving the yield of L. palustre by exploring the variation in rhizosphere microorganisms. Full article
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8 pages, 2823 KB  
Proceeding Paper
Innovative Filipino Sign Language Translation and Interpretation with MediaPipe
by Zylwyn A. Alejo, Nathan Cyvel Jann R. Fuentes, Maria Patricia Z. Lungay, Alpha Isabel D. Maniquez, Paul Emmanuel G. Empas and John Paul T. Cruz
Eng. Proc. 2026, 134(1), 75; https://doi.org/10.3390/engproc2026134075 (registering DOI) - 22 Apr 2026
Abstract
Filipino Sign Language (FSL) serves as a vital means of communication for the Deaf and hard-of-hearing in the Philippines. However, its societal use remains limited due to the scarcity of qualified interpreters and the general lack of FSL literacy among the population. Therefore, [...] Read more.
Filipino Sign Language (FSL) serves as a vital means of communication for the Deaf and hard-of-hearing in the Philippines. However, its societal use remains limited due to the scarcity of qualified interpreters and the general lack of FSL literacy among the population. Therefore, this study aims to address the gap between FSL development and automated FSL translation by employing machine learning and computer vision techniques. A model was trained using the FSL-105 dataset, which comprises video clips of gestures related to greetings and colors, and utilized MediaPipe for real-time detection of hand, face, and body landmarks. Through iterative training with transfer learning, the model’s performance improved from an initial accuracy of 80% to a final accuracy of 98.75%. The results demonstrate that the MediaPipe-based model can reliably interpret FSL gestures, positioning it as a potentially accessible assistive tool for the Deaf and hard of hearing community. This technology holds promise for applications in education, healthcare, and public service, offering new opportunities to promote the social inclusion of Filipino Deaf communities through more inclusive communication. Full article
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20 pages, 1355 KB  
Article
Preliminary Insights on Digital Financial Literacy Gaps Among Rwandan Youth and Considerations for AI-Powered Interventions
by Pierre Ntakirutimana, Yves Mfitumukiza Ndayisaba, Ganesh Mani, Chimwemwe Chipeta, Patrick Mcsharry, Karen Sowon and Edith Talina Luhanga
Sustainability 2026, 18(9), 4155; https://doi.org/10.3390/su18094155 (registering DOI) - 22 Apr 2026
Abstract
Africa has the world’s youngest population, and many young adults rely on informal or temporary employment, making digital financial literacy (DFL) critical for long-term financial resilience and sustainable economic development. In this paper, we present findings from a two-phase mixed-methods study. In Phase [...] Read more.
Africa has the world’s youngest population, and many young adults rely on informal or temporary employment, making digital financial literacy (DFL) critical for long-term financial resilience and sustainable economic development. In this paper, we present findings from a two-phase mixed-methods study. In Phase 1, we surveyed 300 Rwandans aged 18–32 on financial knowledge, digital skills, and financial behaviors to explore key gaps in DFL. Results show modest financial knowledge and moderate digital literacy, with common budgeting and saving practices but key cybersecurity awareness-practice gaps. Gender and education disparities are also evident. To address the low loan literacy observed in Phase 1 findings, we conceived an AI-enabled mobile money loan literacy chatbot and explored user interactions with the chatbot, along with perceived usability and usefulness in Phase 2. Our findings highlight design considerations for promoting intention to adopt DFL interventions. The study aligns with the United Nations Sustainable Development Goals (SDGs) 1 (No Poverty), 5 (Gender Equality), 8 (Decent Work and Economic Growth), 9 (Industry, Innovation and Infrastructure), and 10 (Reduced Inequalities). Full article
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12 pages, 4476 KB  
Article
Broadband Polarization-Insensitive Tunable Terahertz Metamaterial Absorber Based on an Asymmetric Graphene Structure
by Ahmed Ali, Sulaiman Al-Sowayan, Waleed Shihzad, Asrafali Barkathulla, Zaid Ahmed Shamsan, Majeed A. S. Alkanhal and Yosef T. Aladadi
Nanomaterials 2026, 16(9), 502; https://doi.org/10.3390/nano16090502 (registering DOI) - 22 Apr 2026
Abstract
A graphene-based tunable broad-band terahertz (THz) metamaterial absorber is presented, exhibiting strong and stable absorption across a wide frequency range. The device employs an ultra-thin three-layer structure consisting of a metallic reflector, a dielectric spacer, and a patterned graphene metasurface with an asymmetric [...] Read more.
A graphene-based tunable broad-band terahertz (THz) metamaterial absorber is presented, exhibiting strong and stable absorption across a wide frequency range. The device employs an ultra-thin three-layer structure consisting of a metallic reflector, a dielectric spacer, and a patterned graphene metasurface with an asymmetric geometry. Through optimized structural parameters, the absorber achieves broad-band absorption exceeding 90% between 2.45 THz and 6.11 THz with a bandwidth of 3.66 THz, featuring three distinct resonant frequencies at 2.764 THz, 3.534 THz, and 5.41 THz, corresponding to peak absorption efficiencies of 97.26%, 96.96%, and 99.90%, respectively. Impedance matching and electric field analyses confirm that the enhanced absorption arises from the strong coupling of electric and magnetic resonances within the multilayer structure. Moreover, the absorber exhibits polarization-insensitive behavior under varying polarization angles and maintains high absorption stability for both TE and TM modes up to an incident angle of 60°, as verified by simulation results, and allows dynamic tunability through Fermi-level modulation. These characteristics highlight the absorber’s potential for advanced THz imaging, sensing, and stealth applications. Full article
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16 pages, 307 KB  
Article
Dysphagia Risk and Its Association with Nutritional Status in Multiple Sclerosis: A Preliminary Study
by Nicole Vanessa Franchina Vergel, Jorge Molina-López and Elena Planells
Nutrients 2026, 18(9), 1315; https://doi.org/10.3390/nu18091315 (registering DOI) - 22 Apr 2026
Abstract
Background/Objectives: Multiple sclerosis (MS) is a chronic, demyelinating and neurodegenerative disease frequently associated with dysphagia, nutritional imbalances, and alterations in body composition. This study aims to describe the anthropometric profile and body composition in people with MS, estimate the risk and type [...] Read more.
Background/Objectives: Multiple sclerosis (MS) is a chronic, demyelinating and neurodegenerative disease frequently associated with dysphagia, nutritional imbalances, and alterations in body composition. This study aims to describe the anthropometric profile and body composition in people with MS, estimate the risk and type of dysphagia, analyse dietary intake and habits, and evaluate the evolution of these parameters over six months. Methods: This descriptive analytical longitudinal study included 30 patients with MS (20 women, 10 men), with a median age of 53.3 years at baseline and 54.0 years at final assessment. The prevalence of dysphagia risk was determined, dietary patterns and body composition were characterised, and their interactions were explored through two assessments conducted six months apart. Results: Overall, 90% of the sample had relapsing–remitting MS (RRMS). At both the initial and final assessments, the median BMI was above 25 kg/m2 and a high prevalence of dysphagia risk (63.3% and 76.7%), particularly for liquids. Frequent inadequacies were observed in the intake of certain macronutrients and micronutrients, including energy, fibre, potassium and magnesium. Likewise, the analysis by food groups revealed low adherence to recommendations, particularly for fruits, cereals, legumes, fish and lean meats. No significant differences were detected between the two time points. Conclusions: Dysphagia, dietary intake, habits, and body composition are interconnected dimensions in MS; systematically integrating nutritional assessment and dysphagia screening into clinical practice would contribute to a more comprehensive management and to improvements in swallowing disorders and nutritional status in people with MS. Full article
(This article belongs to the Section Nutritional Epidemiology)
22 pages, 7499 KB  
Article
Coupling Effects of Land Use Carbon Emissions and Ecological Security in Border Cities of Jilin Province, China
by Zhuxin Liu, Yang Han, Jiani Zhang, Xinning Huang and Ruohan Lu
Land 2026, 15(5), 692; https://doi.org/10.3390/land15050692 (registering DOI) - 22 Apr 2026
Abstract
Rapid urbanization has led to a significant increase in land use carbon emission (LCE), putting great pressure on ecological security. The coupling relationship between LCE and the ecological security index (ESI) is the key to sustainable development. Based on land use/cover change (LUCC) [...] Read more.
Rapid urbanization has led to a significant increase in land use carbon emission (LCE), putting great pressure on ecological security. The coupling relationship between LCE and the ecological security index (ESI) is the key to sustainable development. Based on land use/cover change (LUCC) and Open-Data Inventory for Anthropogenic Carbon dioxide (ODIAC) data, the LCE of the Jilin Border Cities (JLBCs) from 2013 to 2023 was estimated. Twenty-seven indicators were selected from both natural and socioeconomic aspects to evaluate the ESI using the Driving forces–Pressure–State–Impact–Response–Management (DPSIRM) model. The spatial interaction between LCE and ESI was analyzed using the coupling degree model and spatial autocorrelation. The results show that from 2013 to 2023, the main LCE areas in the JLBCs were concentrated in central urban districts, while the total LCE remained negative but exhibited a clear upward trend. The ESIs in Tonghua City and Baishan City have continued to improve, but those in Yanbian Autonomous Prefecture have gradually deteriorated, with ecological security warnings intensifying progressively toward the east. The spatial variation in the LCE–ESI coupling degree is significant, predominantly exhibiting low coupling with differences across scales. Within the study area, coupling degree shows a strong positive correlation, revealing distinct spatial clustering patterns dominated by low clusters and cold spots. Future efforts should focus on promoting low-carbon development models, strengthening protection and restoration, while implementing targeted measures to enhance the overall ecology of JLBCs. Full article
(This article belongs to the Section Land Use, Impact Assessment and Sustainability)
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32 pages, 3607 KB  
Review
Trastuzumab Resistance, a Potential Roadblock for Most Successful Therapy of Breast Cancer—An Updated Review of Underlying Mechanisms, Clinical Trials and Patents to Evade the Resistance
by Gul Hasan, Soudipta Pramanik, Sandhya Singh, Pravin Gurav, Sudha Madhavi Penumaka, Sudheer Kumar and Debabrata Mandal
Pharmaceutics 2026, 18(5), 514; https://doi.org/10.3390/pharmaceutics18050514 (registering DOI) - 22 Apr 2026
Abstract
Trastuzumab is the first humanised monoclonal antibody (Mab) developed for breast cancer (BC) therapy. The high affinity of Trastuzumab Fab-domain binding to the human epidermal growth factor receptor 2 (HER2) receptor, with a Kd value of <1 nM, is also accompanied by [...] Read more.
Trastuzumab is the first humanised monoclonal antibody (Mab) developed for breast cancer (BC) therapy. The high affinity of Trastuzumab Fab-domain binding to the human epidermal growth factor receptor 2 (HER2) receptor, with a Kd value of <1 nM, is also accompanied by Fc domain interaction with Fc-receptors in natural killer cells and leukocytes, enabling the killing of tumour cells through antibody-directed cellular cytotoxicity (ADCC). Trastuzumab blocks the over-expressed HER2 receptor-mediated dimerization and consequent intracellular signalling, leading to cancerous growth. However, the trastuzumab resistance (TR) became the major problem within 1 year of treatment. The mutation in phosphatidylinositol 3′-kinase (PI3K) pathway, cross-talk with estrogen receptors, over-expression of Mucin 1 (MUC1) protein, insulin-like growth factor I receptor, etc., are key pathways involved in TR. In this review, we have provided a molecular view of TR and the possible remedies for overcoming TR using BC stem cell (BCSC)-based therapy, PI3K pathway inhibitors, MUC1-based treatment, etc. We have also analysed the patents and clinical trials from the pre-TR and post-TR era to rationalise the possible steps to overcome TR. Our analysis implies that Trastuzumab monotherapy no longer applies to HER2+ BC treatment. Further, combination therapy using other antibodies like pertuzumab and protein kinase inhibitors and targeting pathways like the ubiquitin proteasome pathway will be the future option for BC Treatment. Overall, this review provides a detailed summary of the molecular mechanisms involving TR and its potential ways of evasion, based on updated information from published research articles, clinical trial outcomes, and patent data. Full article
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15 pages, 403 KB  
Article
Intersectionality of African Culture, Gender and Linguistic Nomenclature on Dignity and Welfare of the Widowed
by Beatrice Taringa and William Lungisani Chigidi
Soc. Sci. 2026, 15(5), 273; https://doi.org/10.3390/socsci15050273 (registering DOI) - 22 Apr 2026
Abstract
Globally, the effects of widowhood on the welfare, health, financial security and education of the widow’s children in many contexts have been the subject of much research. This paper aims to uncover the nexus among culture, gender and language on widowhood dignity and [...] Read more.
Globally, the effects of widowhood on the welfare, health, financial security and education of the widow’s children in many contexts have been the subject of much research. This paper aims to uncover the nexus among culture, gender and language on widowhood dignity and welfare among four chosen African ethnic groups in South Africa and Zimbabwe. The widowhood phenomenon is culture-bound and value-laden as it signposts the reality of existence in the linguistic and cultural contexts in which it is created and operationalised. Through Kimberlé Crenshaw’s 1989 intersectional theory, this paper provides an in-depth, inductive qualitative investigation of the implications of culture, gender, language, and especially the nomenclature that African communities ascribe to the widowed, which in turn stigmatises widowhood. Two (2) South African and two (2) Zimbabwean ethnic groups were purposefully chosen for the multiple case study approach. Grounded theory is the coding framework and analysis technique. The coding starts off with picking key words, phrases and sentences and axial coding which is a higher level in which related data are grouped into sub-themes, themes and global themes. The search revealed that widowhood language, culture and nomenclature denote gendered, culturally contested spaces in which the widowed women especially face dehumanising and dewomanising rituals. The results gathered fall into five broad categories, namely, sexualised widowhood mourning rituals, psychological and emotional widowhood torture rituals, ritualised widowhood dispossession, swearing, movement and space restriction widowhood rituals. The rituals affirm the ascribed socially depressed widowed status implied in the stigmatising nomenclature. The paper recommends redefining widowhood in terms of humanising and womanising language, cultural rituals and nomenclature in the context of equality before the law. Such a move prevents discrimination against the widowed that unintentionally violates their constitutionally espoused right to equality. Full article
(This article belongs to the Section Gender Studies)
22 pages, 5386 KB  
Review
Augmented Reality in Maritime Navigation: Future Solutions for Young Navigators
by Artem Holovan, Vytautas Dubra and Andrii Holovan
Future Transp. 2026, 6(3), 93; https://doi.org/10.3390/futuretransp6030093 (registering DOI) - 22 Apr 2026
Abstract
This study addresses the question of how augmented reality (AR) technologies can be designed and integrated into maritime navigation systems to meet the needs of young navigators within contemporary socio-technical bridge environments. The article is based on a qualitative, literature-based research methodology involving [...] Read more.
This study addresses the question of how augmented reality (AR) technologies can be designed and integrated into maritime navigation systems to meet the needs of young navigators within contemporary socio-technical bridge environments. The article is based on a qualitative, literature-based research methodology involving a structured analysis and synthesis of peer-reviewed journal articles and conference proceedings related to AR interfaces, human performance, decision support, and maritime training. The reviewed studies indicate that AR can enhance perceptual and situational awareness by overlaying navigational information directly into the navigator’s field of view, thereby reducing head-down time, improving spatial alignment of information, and supporting performance in low-visibility and high-traffic conditions. The literature also shows that AR-enabled visualizations and shared displays can support individual and team-based decision-making by facilitating real-time, context-aware information exchange on the ship’s bridge. Safety-related benefits are identified as indirect outcomes of improved perception and cognitive support rather than as isolated technological effects. Simultaneously, the findings highlight that these benefits depend strongly on human-centered interface design and appropriate training. The study concludes that AR has significant potential to enhance maritime navigation for young navigators when integrated as part of a balanced socio-technical system combining technology, human factors, and structured education. Full article
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20 pages, 2954 KB  
Article
Usage Intention Toward an Interactive Smart Mirror Exercise Program Among Community-Dwelling Older Adults: An Application of the Decomposed Theory of Planned Behavior
by Yih-Ming Weng, Gia-Wei Chang, Meng-Siew Hii, Hsiu-Chun Chien and Jong-Long Guo
Healthcare 2026, 14(9), 1120; https://doi.org/10.3390/healthcare14091120 (registering DOI) - 22 Apr 2026
Abstract
Background/Objectives: Sarcopenia and age-related muscle weakness pose significant global health challenges, highlighting the need for innovative and sustainable exercise interventions for older adults. This study developed and evaluated an Interactive Smart Mirror Exercise Program and investigated the factors associated with older adults’ usage [...] Read more.
Background/Objectives: Sarcopenia and age-related muscle weakness pose significant global health challenges, highlighting the need for innovative and sustainable exercise interventions for older adults. This study developed and evaluated an Interactive Smart Mirror Exercise Program and investigated the factors associated with older adults’ usage intention toward the program based on the Decomposed Theory of Planned Behavior (DTPB). Methods: A cross-sectional survey was conducted with 92 community-dwelling older adults in northern Taiwan. Structural equation modeling was applied to test the proposed framework and examine the relationships among the study variables. Results: The results showed a satisfactory model fit (SRMR = 0.071). Attitude, subjective norms, and perceived behavioral control together explained 41.6% of the variance in usage intention. In addition, perceived usefulness, perceived compatibility, interpersonal influence, and self-efficacy were identified as factors significantly associated with usage intention, both directly and indirectly. Conclusions: These findings might support the applicability of the DTPB framework in explaining older adults’ usage intention toward technology-assisted exercise programs and provide insights for the design and implementation of digital exercise interventions in community settings. Full article
(This article belongs to the Section Digital Health Technologies)
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35 pages, 6962 KB  
Review
The Antitumor Potential of Celastrol: Research Progress on Antitumor Mechanisms and Strategies for Toxicity Reduction with Efficacy Enhancement
by Qian Jiang, Zhaojing Liu, Jie Cheng, Zhiyuan Geng, Yu Gu, Yan Wei, Mengjia Yu and Yi Bi
Biomolecules 2026, 16(5), 620; https://doi.org/10.3390/biom16050620 (registering DOI) - 22 Apr 2026
Abstract
Celastrol, a natural compound with potent antitumor activity, has gained considerable attention in drug research and development. Although its use is limited by high toxicity, a narrow therapeutic window, and severe side effects, studies show that celastrol can inhibit tumors through multiple targets [...] Read more.
Celastrol, a natural compound with potent antitumor activity, has gained considerable attention in drug research and development. Although its use is limited by high toxicity, a narrow therapeutic window, and severe side effects, studies show that celastrol can inhibit tumors through multiple targets and pathways, including by inducing apoptosis, autophagy, as well as suppressing invasion and adhesion. It also enhances antitumor effects by reshaping the immunosuppressive tumor microenvironment, regulating stromal components, and suppressing angiogenesis. This review systematically summarizes recent advances in related research and elaborates on the molecular mechanisms underlying the antitumor activity of celastrol and the key factors contributing to its toxicity. In addition, we further discuss current progress in research focused on reducing celastrol’s toxicity and enhancing its efficacy, aiming to promote its safety and druggability through rational structural modification, target optimization, and advanced formulation development. Full article
(This article belongs to the Special Issue Antitumor Agents from Natural Sources 2026)
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15 pages, 7085 KB  
Article
Hydrothermal Synthesis of Hierarchical Boehmite from Co-Processed Stainless Steel Dust and Aluminum Dross Residue
by Hongda Yao, Nan Wang, Min Chen and Xiaoqing Chen
Metals 2026, 16(5), 455; https://doi.org/10.3390/met16050455 (registering DOI) - 22 Apr 2026
Abstract
Stainless steel dust and aluminum dross are large-volume solid wastes in the metallurgical industry. Synergistic treatment of these wastes recovers some metals but yields an Al-rich residue (Al2O3 > 50%) that represents both a resource loss and an environmental threat [...] Read more.
Stainless steel dust and aluminum dross are large-volume solid wastes in the metallurgical industry. Synergistic treatment of these wastes recovers some metals but yields an Al-rich residue (Al2O3 > 50%) that represents both a resource loss and an environmental threat if untreated. In this work, boehmite (γ-AlOOH) was synthesized via a hydrothermal route using the Al-rich residue as the aluminum source. The aim was to valorize this waste stream while comprehensively evaluating the product’s phase, morphology, pore characteristics, efficacy and underlying mechanism for Cr(VI) removal from aqueous solutions. The hydrothermal process was optimized as pH = 11.0, under which high-purity and well-crystallized γ-AlOOH was successfully prepared without harmful by-products. The product had uniform particle size distribution without obvious agglomeration, with a specific surface area of 156.7 m2/g, pore volume of 0.60 cm3/g and average pore diameter of 14.6 nm. The boehmite synthesized at pH 11.0 achieved a Cr(VI) removal efficiency of 31.28% and a maximum adsorption capacity of 15.64 mg/g. This study provides a new path for the resource utilization of high-aluminum residue, with both environmental and economic benefits and potential application value. Full article
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18 pages, 569 KB  
Systematic Review
Reconceptualizing STEAM Education as a Transformative Framework for Sustainability and Global Competence: A Systematic and Critical Review (2014–2024)
by Aitziber Sagastizabal-Sáez, Naiara Bilbao-Quintana and Javier Portillo-Berasaluce
Sustainability 2026, 18(9), 4153; https://doi.org/10.3390/su18094153 (registering DOI) - 22 Apr 2026
Abstract
(1) Background: The global educational landscape increasingly necessitates pedagogical approaches capable of addressing complex socio-environmental challenges. While STEAM education is widely adopted, its contribution to the 2030 Agenda and Global Competence requires further theoretical consolidation. This study proposes a reconceptualization of STEAM as [...] Read more.
(1) Background: The global educational landscape increasingly necessitates pedagogical approaches capable of addressing complex socio-environmental challenges. While STEAM education is widely adopted, its contribution to the 2030 Agenda and Global Competence requires further theoretical consolidation. This study proposes a reconceptualization of STEAM as a Transformative STEAM Framework, explicitly aligned with Sustainable Development Goals (SDGs) 4, 5, and 10, as well as the development of Global Competence. (2) Methods: Guided by PRISMA 2020 principles for study retrieval, a search for peer-reviewed research, literature reviews, and relevant institutional documents conducted in Scopus, Web of Science, and ERIC yielded a final corpus of 32 studies (2014–2024). A multi-layered methodological design was applied, integrating a Critical Interpretive Synthesis (CIS) framework for conceptual evaluation alongside a hybrid thematic synthesis to ensure rigorous data coding. (3) Results: The findings indicate that STEAM bolsters Global Competence by fostering intercultural interaction and critical thinking, demonstrating robust alignment with quality education (SDG 4) and gender equality (SDG 5). However, significant gaps remain concerning broader structural inequalities (SDG 10) and the paucity of validated, multidimensional assessment tools for evaluating Global Competence. (4) Conclusions: This review establishes a conceptual framework that positions STEAM as a catalyst for equity and the 2030 Agenda. To realize its transformative potential, future research must explicitly address the reduction in inequalities and develop robust assessment mechanisms. Full article
(This article belongs to the Special Issue Towards Sustainable Futures: Innovations in the Education)
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25 pages, 11923 KB  
Article
CADR-BL: Class-Adaptive Dictionary Reconstruction with Broad Learning for Few-Shot Hyperspectral Image Classification
by Ziwei Li, Jiali Guo, Weizhen Zhang, Mengya Han, Zhenqiang Xu, Baowei Zhang, Ning Li, Weiran Luo, Menglei Xie and Jianzhong Guo
Remote Sens. 2026, 18(9), 1263; https://doi.org/10.3390/rs18091263 (registering DOI) - 22 Apr 2026
Abstract
Hyperspectral image (HSI) classification in few-shot scenarios faces two core challenges. Limited samples and high spectral similarity lead to insufficient inter-class feature discriminability, and commonly used deep models suffer from the risk of overfitting. To address these problems, this paper proposes a Class-Adaptive [...] Read more.
Hyperspectral image (HSI) classification in few-shot scenarios faces two core challenges. Limited samples and high spectral similarity lead to insufficient inter-class feature discriminability, and commonly used deep models suffer from the risk of overfitting. To address these problems, this paper proposes a Class-Adaptive Dictionary Reconstruction with Broad Learning (CADR-BL) method. Specifically, the method constructs an exclusive adaptive dictionary for each category and adopts an alternating minimization strategy to achieve sparse reconstruction of intra-class pixels, thereby enhancing intra-class spectral consistency and suppressing inter-class interference. On this basis, an improved Hyperspectral Broad Learning (HS-BL) model is introduced to efficiently classify the reconstructed features. Random feature mapping and closed-form solutions of output weights are utilized to alleviate overfitting in few-shot learning. Experiments conducted on three benchmark datasets, namely Indian Pines, Salinas, and WHU-Hi-HanChuan, show that CADR-BL outperforms several mainstream few-shot classification methods in terms of overall accuracy, average accuracy, and Kappa coefficient. Notably, CADR-BL maintains robust performance even with extremely limited training samples, and is less sensitive to variations in sample size than other comparative methods, demonstrating strong generalization ability. The proposed method provides a reliable technical reference for few-shot HSI classification in applications such as precision agriculture, environmental monitoring, and resource exploration. Full article
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