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Sci, Volume 8, Issue 2 (February 2026) – 26 articles

Cover Story (view full-size image): Attention-deficit/hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder characterized by inattention, hyperactivity, and impulsivity that impairs functioning across multiple situations. Despite extensive research on its clinical presentation, neurobiological substrates, genetic contributions, and environmental risk factors, ADHD remains a heterogeneous disorder with complex comorbidities. This narrative review synthesizes historical and contemporary transdiagnostic perspectives on the development of ADHD, describing models that emphasize shared etiological mechanisms and overlapping symptom dimensions across disorders. View this paper
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13 pages, 243 KB  
Review
Avoiding Anthropomorphic Drift in ‘One Biology’ and ‘One Welfare’
by Fernando Mata, Meirielly Jesus and Joana Santos
Sci 2026, 8(2), 50; https://doi.org/10.3390/sci8020050 - 21 Feb 2026
Viewed by 749
Abstract
Integrative frameworks such as ‘One Welfare’ and ‘One Biology’ address the interconnectedness of animal welfare, human wellbeing, and environmental conditions by emphasising systemic interactions and shared biological mechanisms across species. Although grounded in scientific evidence, these approaches risk conceptual anthropomorphisation, whereby human-centred assumptions, [...] Read more.
Integrative frameworks such as ‘One Welfare’ and ‘One Biology’ address the interconnectedness of animal welfare, human wellbeing, and environmental conditions by emphasising systemic interactions and shared biological mechanisms across species. Although grounded in scientific evidence, these approaches risk conceptual anthropomorphisation, whereby human-centred assumptions, emotional narratives, or cultural norms influence interpretations of welfare, sentience, or sustainability. Such projections can undermine scientific objectivity, misrepresent species-specific needs, and weaken the frameworks’ applicability in research, policy, and practice. This paper critically examines how anthropomorphising concepts may arise within this context, distinguishing empirically supported biological continuity from unwarranted human-like attributions. It highlights the importance of precise language, operational definitions, and comparative evidence to safeguard conceptual integrity. While both frameworks are fundamentally non-anthropomorphic, careless language and human-centred assumptions can compromise their scientific rigour and ethical coherence. Avoiding conceptual anthropomorphisation is therefore essential to maximise their value for robust welfare assessment, policy development, and sustainable practice. Full article
17 pages, 2538 KB  
Article
Beyond Synchrony: Non-Phase Gamma as a Candidate Mechanism for Perceptual Anti-Binding
by Rocio Caballero-Díaz, Esteban Sarrias-Arrabal, Ruben Martin-Clemente and Manuel Vazquez-Marrufo
Sci 2026, 8(2), 49; https://doi.org/10.3390/sci8020049 - 20 Feb 2026
Viewed by 422
Abstract
The gamma band observed in human electroencephalography (EEG) has been extensively studied. However, recent research has begun distinguishing the potential roles assigned to phase and non-phase modulation within this band. The primary aim of this study is to analyze the potential role of [...] Read more.
The gamma band observed in human electroencephalography (EEG) has been extensively studied. However, recent research has begun distinguishing the potential roles assigned to phase and non-phase modulation within this band. The primary aim of this study is to analyze the potential role of non-phase gamma modulation in a widely used visual task in human subjects. For this purpose, using a 58-channel EEG recording, gamma activity was evaluated during an oddball task. Responses from 21 healthy subjects were recorded at two separate time points, with an average interval of 49.5 ± 48.9 days. Latency, amplitude, and topographic correlation values were calculated to assess the replicability. Furthermore, potential influence of alpha band harmonics on gamma was analyzed. Topographic analyses revealed a strong negative correlation between gamma phase-locked (synchronous) and non-phase-locked (asynchronous) activity, with correlation coefficients of r < −0.9 for both measures. The results observed between the two time points were robust. The harmonic analysis did not show any potential contribution of the alpha band. The separate analysis of phase and non-phase activity has enabled us to identify distinct roles for each. Establishing non-phase activity as a perceptual “anti-binding” mechanism opens new avenues for exploring a previously unaddressed aspect of gamma activity. Full article
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27 pages, 1926 KB  
Review
From Invasive to Innovative: A Review of Socio-Economic and Ecological Pathways for the Sustainable Management of the Blue Crab (Callinectes sapidus) and Its Recorded Sightings in the Mediterranean
by Elettra Della Ceca, Samanta Corsetti, Gianni Sagratini, Sauro Vittori and Germana Borsetta
Sci 2026, 8(2), 48; https://doi.org/10.3390/sci8020048 - 19 Feb 2026
Viewed by 873
Abstract
The Atlantic blue crab (Callinectes sapidus) has rapidly expanded across the Mediterranean Sea, forming self-sustaining populations in coastal and transitional ecosystems. Its ecological plasticity, high reproductive potential, and tolerance to wide salinity and temperature ranges have enabled a rapid basin-wide colonization, [...] Read more.
The Atlantic blue crab (Callinectes sapidus) has rapidly expanded across the Mediterranean Sea, forming self-sustaining populations in coastal and transitional ecosystems. Its ecological plasticity, high reproductive potential, and tolerance to wide salinity and temperature ranges have enabled a rapid basin-wide colonization, particularly evident in Italian lagoons and estuaries. This invasion has generated substantial ecological alterations, such as predation on bivalves, competition with native decapods, and disruptions of trophic dynamics, as well as significant economic losses for fisheries and aquaculture sectors, especially in northern Adriatic clam-farming areas. Social perceptions vary widely, and management actions remain fragmented, limiting the effectiveness of control and mitigation efforts. This review analyzes the scientific and gray literature published from its first Mediterranean records to 2025, synthesizing evidence on the species’ distribution, ecological impacts, socio-economic consequences, and existing regulatory responses, with a focus on the Mediterranean basin and Italy. Studies on consumers’ and fishers’ perceptions are examined to identify emerging opportunities for sustainable utilization. By integrating ecological and socio-economic dimensions, the review outlines priority knowledge gaps and management needs, providing a science-based framework to support coordinated monitoring, adaptive control strategies, and potential valorization pathways consistent with the EU Green Deal, the Blue Economy, and Circular Bioeconomy principles. Full article
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18 pages, 668 KB  
Review
A Comprehensive Review of Quantum-Resistant Architectures for Blockchain Security
by Hamed Taherdoost
Sci 2026, 8(2), 47; https://doi.org/10.3390/sci8020047 - 19 Feb 2026
Viewed by 1379
Abstract
The nascent quantum computing brings unprecedented threats to the security roots of blockchain technology, potentially compromising cryptographic protocols securing decentralized systems. This review paper discusses the developing quantum threat scenario, focusing on the effect of quantum algorithms on traditional cryptographic systems. We critically [...] Read more.
The nascent quantum computing brings unprecedented threats to the security roots of blockchain technology, potentially compromising cryptographic protocols securing decentralized systems. This review paper discusses the developing quantum threat scenario, focusing on the effect of quantum algorithms on traditional cryptographic systems. We critically examine current blockchain architectures, highlighting their vulnerabilities in a post-quantum future. The paper explores newer quantum-resistant cryptographic and modular architectural techniques to enhance blockchain resilience. This review supports comprehensive comprehension of cutting-edge strategies and research gaps by combining the literature addressing quantum threat modeling and post-quantum cryptography in decentralized systems. Full article
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25 pages, 722 KB  
Review
A Review of Mesenchymal Stem Cell-Derived Extracellular Vesicles: New Opportunities for Regenerative Medicine in Neurological Disorders
by Alexander A. Kostennikov, Ilyas M. Kabdesh and Yana O. Mukhamedshina
Sci 2026, 8(2), 46; https://doi.org/10.3390/sci8020046 - 18 Feb 2026
Viewed by 562
Abstract
Extracellular vesicles produced by mesenchymal stem cells (MSC-EVs), including exosomes, microvesicles, and apoptotic bodies, are key mediators of intercellular communication and have attracted increasing attention in recent years as potential therapeutic agents for neurological disorders. Predominantly preclinical investigations, including in vitro and animal [...] Read more.
Extracellular vesicles produced by mesenchymal stem cells (MSC-EVs), including exosomes, microvesicles, and apoptotic bodies, are key mediators of intercellular communication and have attracted increasing attention in recent years as potential therapeutic agents for neurological disorders. Predominantly preclinical investigations, including in vitro and animal model studies, demonstrate that MSC-EVs can enhance axonal growth, promote regeneration of nerve fibers and remyelination, and modulate inflammatory processes in injured nervous tissue. These effects have been observed across multiple neurological conditions, including spinal cord injury, traumatic brain injury, ischemic stroke, Alzheimer’s disease, Parkinson’s disease, and multiple sclerosis, though primarily in experimental settings. Owing to their ability to carry biologically active molecules and to cross the blood–brain barrier, MSC-EVs have shown potential as vehicles for targeted delivery of therapeutic molecules to the central nervous system. However, the overwhelming majority of evidence remains preclinical, and clinical translation is limited by the scarcity of completed, rigorously controlled human trials. To advance toward clinical application, further research is required to standardize methods for vesicle isolation, characterization, and delivery, establish optimal dosing regimens, and develop robust quality control standards. A more comprehensive understanding of MSC-EVs signaling mechanisms may facilitate the future development of therapeutic strategies, contingent upon rigorous validation in well-designed clinical studies. Full article
(This article belongs to the Section Biology Research and Life Sciences)
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17 pages, 1751 KB  
Article
Hydrated Lime Treatment of Pozzolanic Mortars: Mechanical Performance and Accelerated Carbonation
by Rui Reis, Aires Camões and Manuel Ribeiro
Sci 2026, 8(2), 45; https://doi.org/10.3390/sci8020045 - 14 Feb 2026
Viewed by 558
Abstract
The growing demand for eco-efficient cementitious materials has increased the use of high levels of pozzolanic additions, which, despite their environmental benefits, may adversely affect durability, particularly resistance to carbonation. This study investigates the influence of hydrated lime (HL) on the performance of [...] Read more.
The growing demand for eco-efficient cementitious materials has increased the use of high levels of pozzolanic additions, which, despite their environmental benefits, may adversely affect durability, particularly resistance to carbonation. This study investigates the influence of hydrated lime (HL) on the performance of pozzolanic cementitious mortars, with emphasis on carbonation resistance. HL was incorporated into the mortar composition and into the curing solution. A total of 45 mixtures combining cement, fly ash (FA), metakaolin (MK) and HL were produced with different water-to-binder (W/B) ratios. Workability, compressive strength and resistance to accelerated carbonation were experimentally assessed. The results show that workability is primarily governed by the W/B ratio and decreases at high HL contents. Although FA and MK improve mechanical performance, they increase carbonation susceptibility due to reduced alkaline reserve. For the mixtures investigated, moderate HL incorporation into the mortar composition mitigates carbonation, reducing carbonation depth by up to 30–50% relative to the reference mixture. Curing in lime-saturated water does not provide additional benefits under the conditions investigated when compared with conventional water curing. Full article
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32 pages, 1444 KB  
Article
Valuation of Green Hydrogen Production in Small Hydropower Plants Using the Real Options Approach: A Binomial Tree Methodology Perspective
by Diego Vargas, Monica Arango and Carlos E. Arrieta
Sci 2026, 8(2), 44; https://doi.org/10.3390/sci8020044 - 12 Feb 2026
Viewed by 672
Abstract
This research evaluates the technical and financial feasibility of green hydrogen production in Colombia using Small Hydropower Plants (SHPs), positioning them as a strategic complement to intermittent sources such as solar and wind. To address an underexplored niche in the national hydrogen roadmap, [...] Read more.
This research evaluates the technical and financial feasibility of green hydrogen production in Colombia using Small Hydropower Plants (SHPs), positioning them as a strategic complement to intermittent sources such as solar and wind. To address an underexplored niche in the national hydrogen roadmap, the study applies a Real Options framework, specifically using a binomial tree model, and incorporates the Weibull distribution to estimate risk-adjusted discount rates. This methodological combination allows for the modeling of operational flexibility under uncertainty, particularly through the analysis of an American-style abandonment option. The results indicate that SHPs provide continuous power generation, enhance electrolyzer efficiency, lower the Levelized Cost of Hydrogen (LCOH), and improve cash flow. However, fiscal incentives and high initial capital costs remain limiting factors. The study proposes extending the evaluation horizon to 15 years and implementing mechanisms such as Capital Expenditures (CAPEX) subsidies to improve project viability. Overall, the research contributes to the diversification of Colombia’s energy matrix, encourages regional development, and supports the positioning of green hydrogen as a viable financial asset within the country’s energy transition framework. Full article
(This article belongs to the Special Issue Feature Papers—Multidisciplinary Sciences 2025)
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27 pages, 1732 KB  
Article
Distributed Sensitivity-Conditioned Bilevel Optimization for Coordinated Control of Networked Microgrids
by Miguel F. Arevalo-Castiblanco, Duvan Tellez-Castro and Eduardo Mojica-Nava
Sci 2026, 8(2), 43; https://doi.org/10.3390/sci8020043 - 11 Feb 2026
Viewed by 303
Abstract
This paper introduces a distributed sensitivity-conditioning approach for bilevel optimization in networked microgrids. The proposed method enhances the coordination between subsystems by embedding sensitivity-based predictive terms into the dynamic updates, thereby improving convergence stability without requiring strict time-scale separation. Unlike conventional singular perturbation [...] Read more.
This paper introduces a distributed sensitivity-conditioning approach for bilevel optimization in networked microgrids. The proposed method enhances the coordination between subsystems by embedding sensitivity-based predictive terms into the dynamic updates, thereby improving convergence stability without requiring strict time-scale separation. Unlike conventional singular perturbation techniques, the sensitivity-conditioning formulation enables faster and more robust convergence of the distributed dynamics under heterogeneous subsystem speeds. The approach is applied to a networked microgrid scenario where local agents perform decentralized optimization considering both internal generation and energy exchange with neighboring microgrids. Simulation results demonstrate that the proposed algorithm achieves efficient coordination, reduces convergence time, and maintains stability under diverse operating conditions. The results highlight the method’s potential as a scalable and computationally efficient alternative for real-time distributed energy management and bilevel control in power network applications. Full article
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16 pages, 282 KB  
Review
Transdiagnostic Approaches to ADHD: A Narrative Review
by Bruno Barać and Katija Kalebić Jakupčević
Sci 2026, 8(2), 42; https://doi.org/10.3390/sci8020042 - 11 Feb 2026
Viewed by 827
Abstract
Attention-deficit/hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder characterized by inattention, hyperactivity, and impulsivity that impair functioning across multiple situations. Despite extensive research on its clinical presentation, neurobiological substrates, genetic contributions, and environmental risk factors, ADHD remains a heterogeneous disorder with complex comorbidities. [...] Read more.
Attention-deficit/hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder characterized by inattention, hyperactivity, and impulsivity that impair functioning across multiple situations. Despite extensive research on its clinical presentation, neurobiological substrates, genetic contributions, and environmental risk factors, ADHD remains a heterogeneous disorder with complex comorbidities. This narrative review synthesizes historical and contemporary transdiagnostic perspectives on the development of ADHD, describing models that emphasize shared etiological mechanisms and overlapping symptom dimensions across disorders. Full article
18 pages, 5776 KB  
Article
Characterization of Bio-Epoxy Composites with Mussel Shell Powder and Posidonia Fibers
by Sara Mattiello, Mattia Latini, Greta Vicentini, Chiara Giosuè, Danilo Nikolic, Cristiano Fragassa, Valeria Corinaldesi, Mattia Merlin and Carlo Santulli
Sci 2026, 8(2), 41; https://doi.org/10.3390/sci8020041 - 10 Feb 2026
Viewed by 535
Abstract
Bio-epoxy composites were fabricated by casting a resin–hardener–filler mixture into 3D-printed molds, using different sea-originated secondary raw materials: mussel shell powder (MSP) (63–83 μm) and Posidonia oceanica short fibers (POF) (1–2 mm). Monofiller composites were prepared with 5 or 10 wt.% MSP, or [...] Read more.
Bio-epoxy composites were fabricated by casting a resin–hardener–filler mixture into 3D-printed molds, using different sea-originated secondary raw materials: mussel shell powder (MSP) (63–83 μm) and Posidonia oceanica short fibers (POF) (1–2 mm). Monofiller composites were prepared with 5 or 10 wt.% MSP, or 5 or 10 wt.% POF. Hybrid formulations were also produced, containing both MSP and POF in two combinations, where the total amount of filler again summed up at 10 wt.%. A subset of the samples was conditioned by immersion in a 35 ‰ NaCl solution reproducing seawater composition until saturation was reached. Characterization was carried out on unconditioned and conditioned samples by Shore D hardness and Charpy impact tests while performing three-point flexural loading only on unconditioned ones. Fracture morphology was also investigated. Adding MSP slightly enhanced resin hardness, whereas impact absorption exhibited, to a variable extent, a two-phase behavior, reproducing crack initiation and propagation. The MSP6-POF4 hybrid configuration provided the greatest improvement in absorbed energy (25–30% higher), which was retained after conditioning. The introduction of fillers, first separately, then in combination, resulted in a reduction in flexural strength to a similar extent for all unconditioned configurations. Finally, composite panels containing 10 wt.% MSP, 10 wt.% POF, and a 6MSP–4POF hybrid formulation, intended for prospective boat deck applications, were fabricated and compared with neat bio-epoxy, showing satisfactory consolidation. Density and post-molding dimensional shrinkage were measured on the panels. Full article
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15 pages, 299 KB  
Article
An Integrated Assessment Model for Evaluating Motor Skills in Trainee Primary School Teachers
by Francesca D’Elia
Sci 2026, 8(2), 40; https://doi.org/10.3390/sci8020040 - 10 Feb 2026
Viewed by 410
Abstract
This study presents an integrated assessment model for evaluating motor skills in trainee generalist primary school teachers. The model integrates objective performance measures with self-reported qualitative observations, aiming to promote body awareness and highlight the quality of movement. A total of 547 university [...] Read more.
This study presents an integrated assessment model for evaluating motor skills in trainee generalist primary school teachers. The model integrates objective performance measures with self-reported qualitative observations, aiming to promote body awareness and highlight the quality of movement. A total of 547 university students, divided into two cohorts (2023/24 and 2024/25), completed a battery of standardized field tests and recorded both quantitative results (e.g., times, repetitions) and qualitative reflections on their execution. The findings show that the 2024/25 cohort performed better in balance and muscular endurance, while showing slower times in agility and sprint tests. Qualitative data revealed more fluid execution, a wider range of motor strategies, and greater self-reflection, suggesting a more mature motor profile. These differences are not solely attributable to individual factors; they may also reflect the evolving structure of the training program, the instructional approach, and the learning environment. The integration of objective and subjective data enabled the construction of multidimensional motor profiles, capturing not only outcomes but also processes. This model supports the development of reflective and adaptive motor competence and offers promising applications in teacher training and health promotion, contributing to a more inclusive and effective approach to physical education in primary schools. Full article
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17 pages, 5783 KB  
Article
Production of High-Purity Sb Nano-Powders for Advanced Functional Materials: Zn-Driven Reduction of SbCl3 in Organic Media
by Ehab AlShamaileh, Bashar Lahlouh, Wadah Mahmoud, Mariam Al-Qderat and Iessa Sabbe Moosa
Sci 2026, 8(2), 39; https://doi.org/10.3390/sci8020039 - 10 Feb 2026
Viewed by 361
Abstract
Antimony nanomaterials are becoming increasingly important in advanced functional applications, including catalysis, sensing, optoelectronics, and energy systems, motivating the development of reliable synthetic routes capable of producing high-purity Sb at the nanoscale. This study establishes a direct Zn-mediated reduction pathway for converting SbCl [...] Read more.
Antimony nanomaterials are becoming increasingly important in advanced functional applications, including catalysis, sensing, optoelectronics, and energy systems, motivating the development of reliable synthetic routes capable of producing high-purity Sb at the nanoscale. This study establishes a direct Zn-mediated reduction pathway for converting SbCl3 into elemental Sb using acetone, ethanol, and methanol as reaction media. SbCl3 was first dissolved in each solvent, followed by controlled addition of Zn powder under mild heating (60 °C), magnetic stirring, and ultrasonic agitation. Acetone proved the most effective medium, achieving ~94% of the theoretical Sb yield, while suppressing the formation of the SbOCl intermediate observed in alcoholic solvents. Structural and compositional analyses using XRD and SEM/EDS confirmed the formation of a pure phase, nanocrystalline Sb with mean crystallite sizes of ~25 nm in acetone, ~27 nm in ethanol, and ~21 nm in methanol. TGA/DTA measurements from room temperature up to 800 °C revealed oxidative conversion to off-white antimony oxide under O2 atmosphere and the formation of molten Sb droplets under N2 atmosphere, consistent with the expected thermal transitions of high-purity Sb. Overall, the findings demonstrate that Zn-driven reduction of SbCl3 in high-purity organic media provides an efficient and scalable approach for producing Sb nano-powders with solvent-dependent yields and nanoscale structural characteristics. Full article
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27 pages, 9021 KB  
Article
Experimental Investigation of Hot Drilling and Their Effect on the Damage Mechanisms in CFRP Nanocomposites
by S. M. Shahabaz, Niranjan N Prabhu, Tanzila Nargis, Krishna Kumar P and Nagaraja Shetty
Sci 2026, 8(2), 38; https://doi.org/10.3390/sci8020038 - 9 Feb 2026
Viewed by 415
Abstract
Carbon fiber-reinforced polymer (CFRP) composites modified with alumina (Al2O3) and silicon carbide (SiC) nanoparticles were developed to produce hybrid nanocomposites with improved mechanical and thermal characteristics. This study investigates the hot drilling behavior of unidirectional CFRP and hybrid nanocomposites [...] Read more.
Carbon fiber-reinforced polymer (CFRP) composites modified with alumina (Al2O3) and silicon carbide (SiC) nanoparticles were developed to produce hybrid nanocomposites with improved mechanical and thermal characteristics. This study investigates the hot drilling behavior of unidirectional CFRP and hybrid nanocomposites by examining the effects of spindle speed, feed rate, drill diameter, and drill geometry (step, core, and twist). Response Surface Methodology (RSM) and Analysis of Variance (ANOVA) were used to identify the most influential parameters governing drilling-induced damage. ANOVA results revealed that drill geometry was the most dominant factor, contributing more than 89% to delamination, burr formation, and surface roughness, followed by drill diameter with over 7% contribution. For temperature rise, drill geometry accounted for more than 50% of the total variation, while drill diameter contributed over 17%. Among the tools evaluated, the step drill produced the minimum drilling-induced damage, followed by the twist drill. In terms of material performance, the Al2O3-reinforced hybrid nanocomposite exhibited superior drilling behavior compared to the SiC-reinforced and neat CFRP laminates. Overall, the results demonstrate that drilling-induced damage under hot drilling conditions can be effectively minimized through appropriate selection of tool geometry and process parameters, confirming the suitability of hot drilling for machining aerospace-grade CFRP hybrid nanocomposites. Full article
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19 pages, 3525 KB  
Article
MODERHydrogen-H2: A GIS-Based Framework for Integrating Green Hydrogen into Colombia’s Energy Transition
by Javier Dominguez, Ricardo Quijano and Juan Quijano-Baron
Sci 2026, 8(2), 37; https://doi.org/10.3390/sci8020037 - 6 Feb 2026
Viewed by 763
Abstract
The transition to green hydrogen is critical for achieving sustainable energy systems and climate goals. This study presents MODERHydrogen-H2, a comprehensive framework for assessing solar- and wind-based green hydrogen production, fossil fuel substitution, and greenhouse gas (GHG) reduction. The method integrates [...] Read more.
The transition to green hydrogen is critical for achieving sustainable energy systems and climate goals. This study presents MODERHydrogen-H2, a comprehensive framework for assessing solar- and wind-based green hydrogen production, fossil fuel substitution, and greenhouse gas (GHG) reduction. The method integrates Geographic Information Systems (GIS) to optimize renewable energy resource allocation while adhering to sustainability criteria. Applied to four solar sites (2000 MW) in Colombia’s Magdalena–Cauca Basin and three wind projects (1700 MW) in the Caribbean Basin, the model estimates an annual production of 211,074 tons of green hydrogen by 2030. This output could displace 37,221 terajoules of fossil fuels, contributing 2.5% to the national energy matrix and reducing CO2 emissions by 10.09 million tons. MODERHydrogen-H2 demonstrates scalability and adaptability, offering a decision-support tool for global energy transition strategies. Its implementation supports affordable, reliable, and low-carbon energy systems, aligning with Sustainable Development Goals (SDGs) targets. The model offers a single platform from which to simulate renewable energy potential in a sustainable manner within a given geographical area, develop scenarios for modifying the energy matrix of a country or region, simulate rational and efficient water supply and demand for energy uses, including aspects of climate change, calculate green hydrogen production in a sustainable manner, and finally calculate greenhouse gas emissions. Full article
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25 pages, 384 KB  
Review
Governing Healthcare AI in the Real World: How Fairness, Transparency, and Human Oversight Can Coexist: A Narrative Review
by Paolo Bailo, Giulio Nittari, Giuliano Pesel, Emerenziana Basello, Tommaso Spasari and Giovanna Ricci
Sci 2026, 8(2), 36; https://doi.org/10.3390/sci8020036 - 6 Feb 2026
Cited by 1 | Viewed by 1920
Abstract
Artificial intelligence (AI) is rapidly shifting from experimental pilots to mainstream clinical infrastructure, redefining how evidence, accountability, and ethics intersect in healthcare. This narrative review integrates insights from peer-reviewed studies and policy frameworks to examine seven cross-cutting aspects: bias and fairness, explainability, safety [...] Read more.
Artificial intelligence (AI) is rapidly shifting from experimental pilots to mainstream clinical infrastructure, redefining how evidence, accountability, and ethics intersect in healthcare. This narrative review integrates insights from peer-reviewed studies and policy frameworks to examine seven cross-cutting aspects: bias and fairness, explainability, safety and quality, privacy and data protection, accountability and liability, human oversight, and procurement and deployment. Findings reveal persistent inequities driven by dataset bias and opaque design; the need for explainability tools that are validated, task-specific, and usable by clinicians; and the centrality of post-market surveillance for sustaining patient safety. Privacy-preserving methods such as federated learning and differential privacy show promise but demand rigorous validation and regulatory coherence. Emerging liability models advocate shared enterprise responsibility, while governance-by-design—embedding transparency, auditability, and equity across the AI lifecycle—appears most effective in balancing innovation with public trust. Ethical, legal, and technical safeguards must evolve together to ensure that AI augments, rather than replaces, clinical judgment and institutional accountability. Full article
13 pages, 881 KB  
Article
Dynamic Biochemical Phenotypes in Hospitalized Patients with Pulmonary Tuberculosis
by Juan C. Polo, Jesus M. Angulo-Mercado, Sandra M. Coronado-Ríos, Fernando de la Vega, Edwin D. Correa and Nelson E. Arenas
Sci 2026, 8(2), 35; https://doi.org/10.3390/sci8020035 - 6 Feb 2026
Viewed by 557
Abstract
Pulmonary tuberculosis (TB) produces systemic alterations that can be reflected in biochemical parameters beyond microbiological resolution. Early characterization of the biochemical response to treatment could provide additional criteria for following up with hospitalized patients. A retrospective observational study was conducted focusing on patients [...] Read more.
Pulmonary tuberculosis (TB) produces systemic alterations that can be reflected in biochemical parameters beyond microbiological resolution. Early characterization of the biochemical response to treatment could provide additional criteria for following up with hospitalized patients. A retrospective observational study was conducted focusing on patients with pulmonary TB from a tertiary care hospital, based on biochemical parameters upon admission (“before”) and between 2 and 10 days after starting anti-tuberculosis treatment (“after”). The patients were grouped into three clusters according to the results of the clinical tests: mild (70.1%), inflammatory (26.7%), and severe (3.2%). After the start of treatment, 30% of the patients migrated toward the most biochemically compromised phenotype (Cluster 3). Sixty-one percent showed deterioration in at least one of the three key parameters; only 12.8% improved simultaneously. Significant associations were identified between unfavorable biochemical evolution and HIV (p = 0.004) or patients with public health coverage (p = 0.01). Overall, after antituberculous therapy, a reduction in CRP and leukocytes was observed (p < 0.001), and progressive anemia (ΔHb: −1.7 g/dL) and renal deterioration (ΔCr: +0.52 mg/dL) were identified. The identification of dynamic phenotypes in patients with pulmonary TB can be used to establish early risk markers and contribute to individualized clinical surveillance. Full article
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34 pages, 19099 KB  
Article
From Ancient Aqueducts to Modern Turbines: Exploring the Impact of Nazca-Inspired Spiral Geometry on Gravitational Vortex Turbine Efficiency
by Juliana Carvajal Guerra, Ainhoa Rubio-Clemente and Edwin Chica
Sci 2026, 8(2), 34; https://doi.org/10.3390/sci8020034 - 5 Feb 2026
Viewed by 404
Abstract
This study investigates an inlet design for a gravitational vortex turbine (GVT), drawing inspiration from the ancient Nazca puquios. The puquios are ingenious subterranean aqueducts constructed by the Nazca culture (c. 100 BC–800 AD) in southern Peru, featuring spiral ojos de agua (water [...] Read more.
This study investigates an inlet design for a gravitational vortex turbine (GVT), drawing inspiration from the ancient Nazca puquios. The puquios are ingenious subterranean aqueducts constructed by the Nazca culture (c. 100 BC–800 AD) in southern Peru, featuring spiral ojos de agua (water eyes) used to access groundwater and stabilize flow.The primary objective was to enhance vortex stability and overall GVT efficiency under low-head, low-flow operating conditions. A parametric Nazca-type inlet feeding a conical basin was defined by two controlling factors: the number of turns (N) and the inclination angle (θ). The optimal geometry was determined through a 32 full factorial design, computational fluid dynamics (CFD) simulations, and response surface methodology (RSM), with vortex circulation (Γ) serving as the optimization metric. The best-performing inlet configuration (N=4, θ=13) yielded Γ=1.3459 m2/s. This circulation level is comparable to that reported for optimized conventional wrap-around inlets at similar flow rates, but uniquely produced a broader and more symmetric vortex structure. Subsequently, two four-bladed runners (one with twisted blades and one with curved cross-flow blades) were evaluated numerically and experimentally using a laboratory-scale prototype operated at a consistent flow rate (Q0.00143 m3/s). CFD predicted maximum efficiencies of 15.37% and 17.07% for the twisted and curved runners, respectively, while experimental tests achieved 8.70% and 11.61%, demonstrating similar efficiency (η) versus angular velocity (ω) characteristics. These results indicate reduced hydraulic effectiveness of the Nazca-inspired geometry for the GVT, with experimental efficiencies below those reported in the literature. Full article
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26 pages, 1847 KB  
Article
A Novel Nonlinear CPG-Based Oscillator Model for Quadruped Robotic Locomotion
by Edgar-Mario Rico-Mesa and Jesus-Antonio Hernandez-Riveros
Sci 2026, 8(2), 33; https://doi.org/10.3390/sci8020033 - 5 Feb 2026
Viewed by 439
Abstract
In recent decades, robotic locomotion has applied different techniques to emulate central pattern generators (CPGs). The theory of CPG explains the biological functions of motor control in living organisms. This paper presents an unpublished model for coupled nonlinear oscillators. This model employs a [...] Read more.
In recent decades, robotic locomotion has applied different techniques to emulate central pattern generators (CPGs). The theory of CPG explains the biological functions of motor control in living organisms. This paper presents an unpublished model for coupled nonlinear oscillators. This model employs a canonical nonlinear differential equation system to coordinate joint activity. The analysis, conducted under the criteria of chaos and bifurcation theory, determines that the new model is successful and without the presence of chaos. The new model is compared with other cases, including the Wilson–Cowan, Hopf, and Van Der Pol models, as well as with the operability of different robots. It highlights the new model’s advantages in terms of versatility, simplicity, and processing, as well as the comparisons of metrics of locomotion, such as support factor and symmetry index between hemibody metrics. The new model is applied to the locomotion of two quadruped robots (a crab and a dog) used in research on transitions between types of locomotion, considering both physical and computational limitations. Full article
(This article belongs to the Section Computer Science, Mathematics and AI)
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11 pages, 225 KB  
Article
Effects of a Phyto-Additive Mixture on Reproductive Performance in Male and Female Rabbits
by Francesco Vizzarri, Ivana Spevakova, Aneta Kisova, Jaroslav Slamecka, Andrej Balazi and Lubomir Ondruska
Sci 2026, 8(2), 32; https://doi.org/10.3390/sci8020032 - 5 Feb 2026
Cited by 1 | Viewed by 591
Abstract
The aim of this study was to investigate the effect of phyto-additive mixture supplementation on semen quality and on some reproductive parameters after artificial insemination in rabbits. The trial run 120 days on 20 adult New Zealand white rabbit bucks that were allocated [...] Read more.
The aim of this study was to investigate the effect of phyto-additive mixture supplementation on semen quality and on some reproductive parameters after artificial insemination in rabbits. The trial run 120 days on 20 adult New Zealand white rabbit bucks that were allocated into two different groups, first was control (CON; n = 10) fed with commercial pelleted-feed and second was considered experimental group (EXP; n = 10) which received in feed a natural feed additive mixture (0.1% of dried Chlorella vulgaris powder and 0.1% of dried Laurus nobilis leaves powder). Consequently, the quality assessment of semen by the Computer Assisted Semen Analyzer (CASA) system, samples were instrumentally inseminated on rabbit does for two consecutive reproductive cycles, and productive and reproductive indexes were evaluated. Results demonstrate that while spermatozoa concentration and ejaculate volume did not differ significantly among experimental groups or between reproduction cycles, spermatozoa motility parameters were significantly enhanced in rabbits receiving the phyto-additive mixture, as evidenced by increased total motility (87.83% vs. 70.63%) and progressive motility (75.68% vs. 50.10%) compared with the control group (p < 0.01). No differences were observed in prolificacy traits during the first reproductive cycle, whereas in the second cycle the phyto-additive treatment increased the number of kits born alive per litter (12.29 vs. 10.19; p < 0.05) and improved kit growth performance at birth (79.17 vs. 66.75 g), at weaning (1085.28 vs. 963.15 g), and in average daily gain (28.75 vs. 25.61 g/day). The study provides evidence of alternative practises based on feeding programme to enhance reproductive traits in rabbit production. The goal is to provide farmers with examples of good farming practise (such as precision farming), focused on sustainability and efficiency, and a certain transfer of knowledge. Full article
(This article belongs to the Section Biology Research and Life Sciences)
30 pages, 1643 KB  
Article
Elemental Composition of Ilex paraguariensis Grown in the Brazil–Paraguay Border Region
by Jacqueline Marques da Silva Gondim, Elaine Silva de Pádua Melo, Moisés Centenaro, Marta Aratuza Pereira Ancel and Valter Aragão do Nascimento
Sci 2026, 8(2), 31; https://doi.org/10.3390/sci8020031 - 4 Feb 2026
Viewed by 430
Abstract
The mineral composition of Ilex paraguariensis is strongly shaped by the physicochemical characteristics and natural fertility of the soils in which it is cultivated. This study evaluated macro- and microelement concentrations in fresh leaves from fourteen rural properties in Mato Grosso do Sul, [...] Read more.
The mineral composition of Ilex paraguariensis is strongly shaped by the physicochemical characteristics and natural fertility of the soils in which it is cultivated. This study evaluated macro- and microelement concentrations in fresh leaves from fourteen rural properties in Mato Grosso do Sul, Brazil, and examined how soil texture, pH, organic matter content, cation exchange capacity (CEC), and aluminum saturation influence nutrient availability and foliar accumulation. Soil, leaf, and environmental data were analyzed using ANOVA, intraclass correlation coefficients, Bayes factors, and principal component analysis (PCA). Sandy and dystrophic soils with low CEC and reduced organic matter showed greater variability in micronutrient retention and favored leaching, resulting in higher fluctuations in foliar Cu, Zn, and Mn. In contrast, clayey eutrophic soils with high CEC and higher organic matter promoted greater nutrient stability and more homogeneous foliar concentrations of K, Mg, and P. PCA confirmed that differences in soil geochemistry, particularly in Se, Cr, Mn, and Zn availability, were reflected in leaf composition. Chromium remained low in leaves despite elevated soil levels, indicating restricted uptake and translocation. Overall, the results demonstrate that edaphic conditions govern the nutritional profile of I. paraguariensis, emphasizing the need for region-specific soil management to maintain leaf quality in emerging cultivation areas. Full article
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20 pages, 878 KB  
Review
Green Hydrogen in Sustainable Agri-Food Systems: A Review of Applications in Agriculture and the Food Industry
by Ferruccio Giametta, Ruggero Angelico, Gianluca Tanucci, Pasquale Catalano and Biagio Bianchi
Sci 2026, 8(2), 30; https://doi.org/10.3390/sci8020030 - 3 Feb 2026
Viewed by 820
Abstract
The agri-food sector is a major contributor to global greenhouse gas emissions while facing increasing demand for food production driven by population growth. Transitioning towards sustainable and low-carbon agricultural systems is therefore critical. Green hydrogen, produced from renewable energy sources, holds significant promise [...] Read more.
The agri-food sector is a major contributor to global greenhouse gas emissions while facing increasing demand for food production driven by population growth. Transitioning towards sustainable and low-carbon agricultural systems is therefore critical. Green hydrogen, produced from renewable energy sources, holds significant promise as a clean energy carrier and chemical feedstock to decarbonize multiple stages of the agri-food supply chain. This systematic review is based on a structured analysis of peer-reviewed literature retrieved from Web of Science, Scopus, and Google Scholar, covering over 120 academic publications published between 2010 and 2025. This review provides a comprehensive overview of hydrogen’s current and prospective applications across agriculture and the food industry, highlighting opportunities to reduce fossil fuel dependence and greenhouse gas emissions. In agriculture, hydrogen-powered machinery, hydrogen-rich water treatments for crop enhancement, and the use of green hydrogen for sustainable fertilizer production are explored. Innovative waste-to-hydrogen strategies contribute to circular resource utilization within farming systems. In the food industry, hydrogen supports fat hydrogenation and modified atmosphere packaging to extend product shelf life and serves as a sustainable energy source for processing operations. The analysis indicates that near-term opportunities for green hydrogen deployment are concentrated in fertilizer production, food processing, and controlled-environment agriculture, while broader adoption in agricultural machinery remains constrained by cost, storage, and infrastructure limitations. Challenges such as scalability, economic viability, and infrastructure development are also discussed. Future research should prioritize field-scale demonstrations, technology-specific life-cycle and techno-economic assessments, and policy frameworks adapted to decentralized and rural agri-food contexts. The integration of hydrogen technologies offers a promising pathway to achieve carbon-neutral, resilient, and efficient agri-food systems that align with global sustainability goals and climate commitments. Full article
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21 pages, 3231 KB  
Article
Concrete Protection Against Carbonation by Traditional Coatings
by Rui Reis, Aires Camões, Manuel Ribeiro, Raphaele Malheiro and Élia Fernandes
Sci 2026, 8(2), 29; https://doi.org/10.3390/sci8020029 - 2 Feb 2026
Viewed by 654
Abstract
In contemporary construction practice, concrete surfaces are commonly coated; however, this factor is often disregarded in durability assessments, particularly with respect to carbonation. Such omission may lead to overly conservative designs and unnecessary material consumption. This study evaluates the actual performance of traditional [...] Read more.
In contemporary construction practice, concrete surfaces are commonly coated; however, this factor is often disregarded in durability assessments, particularly with respect to carbonation. Such omission may lead to overly conservative designs and unnecessary material consumption. This study evaluates the actual performance of traditional coatings applied to concrete, considering three types of concrete: ordinary Portland cement (OPC), high-volume fly ash (FA), and high-volume FA with a low water-to-binder ratio. The coatings investigated were mainly based on cement and hydrated lime, with the inclusion of a FA-based alternative. Accelerated carbonation tests were performed on coated and uncoated concretes, as well as on coating mortars, while a sensitivity analysis was undertaken using an empirical and semi-probabilistic model across different exposure classes to simulate real service conditions. The results demonstrate excellent performance, with coated concretes achieving on average more than 52% higher resistance compared with uncoated counterparts. These findings indicate that properly designed coatings can enable reductions in cement content while still satisfying durability requirements, thereby contributing to more sustainable reinforced concrete structures. Full article
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20 pages, 5120 KB  
Article
Compact Light-Harvesting System Based on a Glass Conical Waveguide Coupled to a Single Multimode Optical Fiber
by Daniel Toral-Acosta, Ricardo Chapa-Garcia, Romeo Selvas-Aguilar, Juan L. López, Arturo Castillo-Guzmán and Abraham Antonio González-Roque
Sci 2026, 8(2), 28; https://doi.org/10.3390/sci8020028 - 2 Feb 2026
Viewed by 662
Abstract
This research presents a lens-based light collection system that integrates a handmade glass conical waveguide (GCW) with a single silica multimodal optical fiber (SMMF) and a concentrator Fresnel lens (FL). The GCW functions as a secondary optical element (SOE), effectively expanding the fiber’s [...] Read more.
This research presents a lens-based light collection system that integrates a handmade glass conical waveguide (GCW) with a single silica multimodal optical fiber (SMMF) and a concentrator Fresnel lens (FL). The GCW functions as a secondary optical element (SOE), effectively expanding the fiber’s receptive area and enabling efficient coupling of concentrated light. Calibrated ray-tracing simulations confirm that the complete FL + GCW + SMMF configuration maintains low transmission losses, thereby validating efficient coupling into the SMMF. Experimental results demonstrated a maximum net optical efficiency of 41% at an FL numerical aperture (NA) of 0.08, with GCW transmission reaching 60% and splice losses to the SMMF around 34%. With a luminous flux input of 155 lumens, the system delivered up to 63 lumens at the fiber output. Importantly, the FL + GCW + SMMF configuration combines reproducible fabrication, straightforward assembly, and reliable characterization, establishing a scalable pathway for daylight harvesting. The major contribution of this work is the demonstration that a simple, manufacturable GCW can substantially expand the effective collection area of multimodal fibers while preserving low optical losses, thereby bridging practical design with efficient energy transfer for sustainable photonics applications. Full article
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24 pages, 531 KB  
Review
Artificial Intelligence and Orthopaedic Prosthetic Planning: A State-of-the-Art Review and Evolving Liability Perspectives
by Francesca Romana Guarnaccia, Federica Spadazzi, Miriam Ottaviani, Nicola Di Fazio, Gianpietro Volonnino, Lucio Di Mauro, Paola Frati and Raffaele La Russa
Sci 2026, 8(2), 27; https://doi.org/10.3390/sci8020027 - 29 Jan 2026
Viewed by 791
Abstract
Background and aim: Artificial intelligence (AI) is gaining increasing relevance in orthopaedic surgery, particularly in prosthetic surgery, due to its ability to support preoperative planning through advanced imaging analysis, implant size prediction, and outcome forecasting. However, recent literature shows considerable variability in employed [...] Read more.
Background and aim: Artificial intelligence (AI) is gaining increasing relevance in orthopaedic surgery, particularly in prosthetic surgery, due to its ability to support preoperative planning through advanced imaging analysis, implant size prediction, and outcome forecasting. However, recent literature shows considerable variability in employed models, evaluated outcomes, and clinical applicability. The objective of this scoping review is to map AI applications in preoperative planning for orthopaedic arthroplasties and to assess their impact on radiographic and clinical outcomes, also discussing key ethical and medicolegal implications within both Italian and international contexts. Materials and methods: A literature review was conducted following scoping review methodology. The bibliographic search (10 September 2025) was performed in PubMed and Scopus using the query “preoperative planning WITH artificial intelligence AND prosthesis orthopaedic surgery AND outcomes”, restricted to the years 2020–2025, English-language studies, and research focused specifically on real-world AI techniques applied to preoperative planning in prosthetic surgery, reporting radiographic and/or clinical outcomes related to planning. Exclusion criteria included intra/postoperative studies, non-orthopaedic applications, robotic surgery, studies lacking clinical outcomes, case reports, and articles without full-text availability. After PRISMA screening and selection, 42 primary studies were included. Results: Of the 42 studies included, 20 focused on the hip, 19 on the knee, and 3 on the shoulder. Available evidence indicates that AI may improve templating accuracy and prosthetic component positioning, with more robust results in hip and knee arthroplasty, while applications in shoulder arthroplasty remain emerging. Nonetheless, important methodological limitations persist, including algorithm heterogeneity. Discussion: Overall, the findings suggest a promising role for AI in preoperative planning; however, the heterogeneity and variable quality of the evidence call for caution in interpretation and highlight the need for more rigorous prospective research. These considerations also carry relevant medicolegal implications, as the reliability and standardisation of AI-based tools represent essential prerequisites for their safe and conscious integration within diverse regulatory frameworks. Conclusions: AI appears to be a promising tool in the preoperative planning of orthopaedic arthroplasties, although further clinical validation and methodological standardisation are required. The evidence gathered also provides a useful foundation for addressing the associated medicolegal and regulatory implications, particularly in light of evolving Italian and European regulations and their differences from U.S. models. Full article
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21 pages, 26913 KB  
Article
Regional Assessment of Arsenic Accumulation in Rice (Oryza sativa L.) Agroecosystems of the Tejo, Almansor and Sorraia Valleys, Portugal
by Manuela Simões, David Ferreira, Ana Coelho Marques and Ana Rita F. Coelho
Sci 2026, 8(2), 26; https://doi.org/10.3390/sci8020026 - 27 Jan 2026
Viewed by 427
Abstract
Arsenic (As) accumulation in rice (Oryza sativa L.) is considered a major environmental and food safety concern, particularly in flooded agroecosystems where reducing conditions mobilize As from soils. Portugal is one of Europe’s rice producers, especially in the Tejo, Almansor, and Sorraia [...] Read more.
Arsenic (As) accumulation in rice (Oryza sativa L.) is considered a major environmental and food safety concern, particularly in flooded agroecosystems where reducing conditions mobilize As from soils. Portugal is one of Europe’s rice producers, especially in the Tejo, Almansor, and Sorraia valleys. As such, this study evaluates As pathways across 5000 ha of rice fields in the Tagus, Sorraia, and Almansor alluvial plains by combining soil, water, and plant analyses with a geostatistical approach. The soils exhibited consistently elevated As concentrations (mean of 18.9 mg/kg), exceeding national reference values for agricultural soils (11 mg/kg) and forming a marked east–west gradient with the highest levels in the Tagus alluvium. Geochemical analysis showed that As is strongly correlated with Fe (r = 0.686), indicating an influence of Fe-oxyhydroxides under oxidizing conditions. The irrigation waters showed low As (mean of 2.84 μg/L for surface water and 3.51 μg/L for groundwater) and predominantly low sodicity facies, suggesting that irrigation water is not the main contamination vector. In rice plants, As accumulation follows the characteristic organ hierarchy roots > stems/leaves > grains, with root concentrations reaching up to 518 mg/kg and accumulating progressively in the maturity phase. Arsenic content in harvested rice grains was 266 μg/kg (with a maximum of 413.9 μg/kg), being close to EU maximum limits when considering typical inorganic As proportions, assuming 60 to 90% inorganic fraction. Together, the findings highlight that a combined approach is essential, and identify soil geochemistry (and not irrigation water) as the primary source of As transfer in those agroecosystems, due to the flooded conditions that trigger the reductive dissolution of Fe oxides, releasing As. Additionally, the results also identified the need for targeted monitoring in areas of elevated As content in soils and support future mitigation through As speciation analysis, cultivar selection, improved fertilization strategies, and water-management practices such as Alternate Wetting and Drying (AWD), to ensure the long-term food safety. Full article
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23 pages, 1109 KB  
Article
Validation of the Qualified Air System in the Pharmaceutical Industry
by Ignacio Emilio Chica Arrieta, Vladimir Llinás Chica, Angela Patricia González Parias, Ainhoa Rubio-Clemente and Edwin Chica
Sci 2026, 8(2), 25; https://doi.org/10.3390/sci8020025 - 24 Jan 2026
Viewed by 861
Abstract
The present study describes the ten-year (2014–2024) validation of a Class 100,000ISO 8 qualified air system used in the manufacture of non-sterile pharmaceutical dosage forms in a GMP-certified facility. The lifecycle evaluation included design, installation, qualification, continuous operation, environmental monitoring, cleaning and disinfection [...] Read more.
The present study describes the ten-year (2014–2024) validation of a Class 100,000ISO 8 qualified air system used in the manufacture of non-sterile pharmaceutical dosage forms in a GMP-certified facility. The lifecycle evaluation included design, installation, qualification, continuous operation, environmental monitoring, cleaning and disinfection verification, and annual third-party validation. The system was assessed for critical parameters, including air renewal rates, airflow directionality, the integrity of high-efficiency particulate air (HEPA) filters and ultra-low penetration air (ULPA) filters, environmental recovery times, and non-viable particle counts. Particle monitoring focused on 0.5 μm and 1.0 μm channels within the 0.5–5 μm range specified by ISO 14644-1 for ISO 8 areas. The 0.5–1.0 μm range was prioritized because it provides higher statistical representativeness for evaluating filter performance and controlling fine particulate dispersion, which is particularly relevant in non-sterile pharmaceutical production, while larger particles (>5 μm) are more critical in aseptic processes. The influence of personnel and air exchange rates on cleanliness was also assessed during the final years of the study. Results demonstrate that continuous, systematic validation ensures the controlled environmental conditions required for pharmaceutical production and supports the sustained quality and safety of the finished products. This study provides a technical reference for engineers, pharmacists, and quality professionals involved in cleanroom design, qualification, and regulatory compliance. Full article
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