DEVELOPMENT OF THE CHARACTERISTICS OF THE INSTITUTIONAL ENVIRONMENT FOR THE MODELING OF SUSTAINABLE DEVELOPMENT OF REGIONS by N. A. Ivanov, I. V. Kozhushkina, M. S. Oborin, M. Yu. Sheresheva

“…The aim of the study is to develop the characteristics of the institutional environment to ensure the sustainable development of regions.Methods. …”
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Enhanced Localisation and Handwritten Digit Recognition Using ConvCARU by Sio-Kei Im, Ka-Hou Chan

“…Predicting the motion of handwritten digits in video sequences is challenging due to complex spatiotemporal dependencies, variable writing styles, and the need to preserve fine-grained visual details—all of which are essential for real-time handwriting recognition and digital learning applications. …”
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Trauma-informed care approach in developing companion robots: a preliminary observational study by Keren Mazuz, Ryuji Yamazaki

“…Self-compassion and self-efficacy emerged as essential to overcoming initial barriers, indicating that TIC-informed design features could facilitate better uptake and acceptance.DiscussionThe study emphasizes the importance of incorporating TIC principles to ensure these robots meet the complex needs of trauma survivors. …”
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Risk management in the construction industry in Ukraine by R.S. Makukha

“…The destruction of infrastructure, reduced demand for construction projects, and logistical difficulties pose complex challenges that require a comprehensive approach. …”
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Directions for Improving Administrative Legislation in the Sphere of State Security by S. F. Konstantinov

“…Secondly, the blurred boundaries between administrative and criminal liability are considered, which is manifested in the complexity of the qualification of acts (for example, between Article 173 of the Code of Ukraine on Administrative Offenses and Article 111 of the Criminal Code of Ukraine), uneven law enforcement, and inadequacy of procedural approaches. …”
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Etiology and management of uveitis-glaucoma-hyphema syndrome: a comprehensive review by Jing-Ting Luo, Zhao-Xun Feng, Cong Wang

“…In conclusion, UGH syndrome poses a complex clinical challenge, emphasizing the importance of understanding its etiology, accurate diagnosis, and personalized management strategies to mitigate its impact on visual function and ensure favorable outcomes.…”
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Voltage vulnerability curves: Data-driven dynamic security assessment of voltage stability and system strength in modern power systems by Aleksandar Boričić, Marjan Popov

“…Considering the stability challenges of modern power systems, grid operators need to be aware of any vulnerable grid sections and dangerous operating scenarios to always ensure system security and stability. Nevertheless, the rising complexity of modelling and analysis of dynamics in modern power systems makes this task increasingly challenging. …”
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Inhalation hazard of radioactive aerosols from dismantling in-core structural components in a pressurized heavy water reactor during decommissioning by Tanmay Sarkar, Chitra Subramanian, S Anand

“…Decommissioning of pressurized heavy water reactors (PHWRs) is a complex process involving safe shutdown, dismantling, decontamination, and disposal of reactor materials, while adhering to stringent international safety standards. …”
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Harnessing Technology to Drive Coopetition and Value Co-Creation: A Service-Dominant Perspective by Agostinho Antunes da Silva, Antonio J. Marques Cardoso

“…It contributes to the evolving discourse on strategic business networks, empowering organizations to harness the power of coopetition in an increasingly complex global marketplace.…”
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Enhancing action recognition in educational settings using AI-driven information systems for public health monitoring by Changchun Lu, Han Ruijuan

“…The approach integrates AKEN with a Dynamic Personalized Learning Strategy (DPLS) to model student behaviors, predict future actions, and optimize intervention strategies by incorporating factors such as engagement levels, learning progress, and environmental conditions.ResultsBy utilizing reinforcement learning and explainable AI techniques, the system not only refines recognition accuracy but also ensures transparency in decision-making. Real-time engagement monitoring enhances adaptability, allowing educators and policymakers to make informed interventions.DiscussionExperimental results validate the system's superior performance over conventional approaches, demonstrating its ability to recognize complex behavioral patterns in educational settings. …”
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Prioritizing perturbation-responsive gene patterns using interpretable deep learning by Yan Cui, Zhiyuan Yuan

“…Its spatially-informed modeling ensures scalability to large spatial datasets, and we further decouple spatial and non-spatial components to enhance interpretability. …”
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Structural Optimization-Based Enhancement of the Dynamic Performance for Horizontal Axis Wind Turbine Blade by Ahmed Zarzoor, Alaa Jaber, Ahmed Shandookh

“…This research aims to improve the efficiency and power of wind turbine blades in order to enhance the efficiency and power of the devices. It employs a complex optimization framework that combines aerodynamics and structural analysis via MATLAB and a genetic algorithm. …”
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STRUCTURE ANALYSIS AND OPTIMIZATION OF MAGNETIC POLE COMBINED PERMANENT MAGNETIC SCREW by SONG XiaoQing, ZHANG YongXin, ZHANG JiaChen, ZHANG XiaoDong

“…In order to improve the manufacturing difficulty of the complex helical-shape magnetic pole (HSMP) in permanent magnetic serew, the structure of HSMP is improved and replaced. …”
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Enhancing public transportation through user feedback: the case of Braamfontein, Johannesburg by Retsepile Kalaoane, Trynos Gumbo

“…Globally, transportation systems are under pressure to adopt and ensure more sustainable, inclusive, and efficient systems as cities become more complex and connected. …”
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Dimensionality reduction method based on spatial-spectral preservation and minimum noise fraction for hyperspectral images by Zhou Bing, Deng Lei, Ying Jiaju, Wang Qianghui, Cheng Yue

“…Hyperspectral images contain rich spatial distribution and spectral information of land features, but they also introduce high information redundancy and computational complexity. This paper proposes dimensionality reduction methods that integrate spatial-spectral preservation and minimum noise fraction (MNF) to better analyze and utilize the spatial and spectral information in hyperspectral images. …”
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OPTIMIZATION OF INFRASTRUCTURE PROJECT PRODUCT PARAMETERS by Nikolay Vereshchaka

“…Results: it was found that the parameters of the product of infrastructure projects, on the one hand, ensure its commercial relevance, on the other hand, they determine the characteristics of the project (cost, risks, life cycle duration, etc.), which forms a complex system of requirements and restrictions for product parameters. …”
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Investigation of Floating Offshore Wind Farm Layout Optimization Considering Mooring Line Constraints by Haiying Sun, Mingdan Li, Tianhui Fan, Chenzhi Cai

“…Floating offshore wind turbines (FOWTs) have become a promising solution for harnessing wind energy in deeper seas. However, the complex interplay between FOWT layout, mooring line patterns, and wake effects significantly influences the overall performance of a floating offshore wind farm (FOWF). …”
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Results of Using Spersal Chemical Meliorant to Improve The Reclamation State of Saline Soils in The Kashkadarya Region by Doniyorov Toshmamat Omonovich, Kuvatov Ulugbek Jalolovich

“…When applied to the soil before irrigation or mixed with irrigation water, SPERSAL induces an ion exchange reaction in the soil adsorption complex, displacing sodium cations with calcium and magnesium cations. …”
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Effective Algorithm for Biomedical Image Segmentation by Zhao Di, Tang Yi, A. B. Gourinovitch

“…Objects in medical images have different scales, types, complex backgrounds, and similar tissue appearances, making information extraction challenging. …”
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Interrelation of climatic factors of soil formation with the formation of chemical and physical-chemical properties of soil cover in agricultural landscapes of the Central Chernoze... by O. G. Chuyan, L. N. Karaulova

“…The research was carried out using a systemic analysis of the complex of agroclimatic and soil parameters. Soil properties were assessed by the weighted average characteristics of arable soils for the areas of the Central Chernozem Region. …”
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