Deep Multi-Component Neural Network Architecture by Chafik Boulealam, Hajar Filali, Jamal Riffi, Adnane Mohamed Mahraz, Hamid Tairi

“…Existing neural network architectures often struggle with two critical limitations: (1) information loss during dataset length standardization, where variable-length samples are forced into fixed dimensions, and (2) inefficient feature selection in single-modal systems, which treats all features equally regardless of relevance. To address these issues, this paper introduces the Deep Multi-Components Neural Network (DMCNN), a novel architecture that processes variable-length data by regrouping samples into components of similar lengths, thereby preserving information that traditional methods discard. …”
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Improving capacity and flow in a children and young people’s Community Eating Disorder Service (CEDS): how a quality improvement initiative led to a reduction in waiting times in t... by Sophia Ulhaq, Kamel Cheradi, Abab Ahmed, Kitty Thanki, Mark Dalby

“…Additionally, there have been long wait times to access treatment, including therapy and psychiatry support.A quality improvement (QI) framework was used in June 2022 to tackle the issues with capacity and flow with an aim to reduce wait times for routine referral from 17 weeks to 2 weeks in 12 months.A QI project team was formed which sought to understand the demands and capacity of the system using process mapping.From this, the team created a driver diagram and used Plan, Do, Study, Act cycles to test change iteratively. …”
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A structural health monitoring data reconstruction method based on VMD and SSA-optimized GRU model by Xiaoliang Jia, Guoyan Zhang, Zhiqiang Wang, Huacong Li, Jing Hu, Songlin Zhu, Caiwei Liu

“…However, data loss due to sensor failures, transmission interruptions, or hardware issues is a common problem. To address this challenge, this study develops a method combining Variational Mode Decomposition (VMD) and Sparrow Search Algorithm (SSA)-optimized Gate Recurrent Unit (GRU) for recovering structural response data. …”
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Structural and Spatial-Functional Changes in the Development of Enterprises in Ukraine by Ivan Burtnyak, Oleksandr Kusnir, Roman Kashevskyi

“…The main goal of this study is to analyze the growth rates of the number of enterprises and the structure of enterprises in sectors with different functional characteristics, which allows us to obtain information about the transformations that occur in the context of the above-mentioned issues. This also allows us to distinguish the processes of concentration and deconcentration of economic functions in accordance with their relative position in relation to the administrative hierarchy, the main regions of development or other structural and functional units, defined in terms of the specificity and intensity of spatial development. …”
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Characteristics of the In Situ Stress Field and Engineering Effect along the Lijiang to Shangri-La Railway on the Southeastern Tibetan Plateau, China by Chunyang Chai, Sixiang Ling, Xiyong Wu, Ting Hu, Dai Sun

“…This study has significance for understanding the regional fault activity and issues related to the construction of deeply buried tunnels along the Lijiang to Shangri-La railway.…”
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Thermodynamics and the Fuel Qualities of Produced Biodiesel From Nonedible Biomaterials: RStudio and Central Composite Design Approach by Sunday C. Iweka, Jeremiah L. Chukwuneke, Emmanuel Chuka Chinwuko

“…Thus, this produced eco‐friendly biodiesel can be used to power diesel engines without any issues for the betterment of the world at large.…”
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Radiation diagnostics of the state of ventilation and pulmonary circulation in patients with COPD by O. S. Sementsov, S. V. Stepanenko

“…The purpose of the study is to analyze the available literature sources to establish the current state of the problem of radiological diagnosis of COPD, to identify problematic issues. Based on the analysis of literature data, it can be concluded that for a comprehensive examination of patients with COPD or suspected COPD, and assessment of external respiration - clinical examination and spirometry, especially in the early stages of the disease - is not enough. …”
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Two‐Way Gateway Designs to Allow Free Movement Between Safe Havens for Bettongs: A Captive Trial by Xin Lei Pan, Julia M. Hoy, Megan J. Brady, Adrian D. Manning, Megan C. Edwards

“…The efficacy of conservation fencing means this tool is increasingly used to counteract species decline; however, there is growing awareness that fences can also contribute to issues such as overpopulation, prey naivety and restrictions to natural dispersal and genetic diversity. …”
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Exploring the experiences of department heads in promoting positive work ethics among educators by Peter Babajide Oloba, Melisha Govender

“…Data were collected through semi-structured interviews and analyzed using qualitative content analysis. Process of argumentation: Through the voices of department heads, the study develops an understanding of how ethical leadership is enacted in challenging school environments. …”
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Ethical dimensions of artificial intelligence in graphic design: challenges, opportunities and the future of creative practice by Sandra Dedijer, Nemanja Kašiković, Magdolna Pál, Ivana Jurič, Živko Pavlović, Saša Petrović, Gala Golubović

“…However, the rapid development and implementation of AI in design practices also bring forth a series of challenges that must be critically examined. Issues such as authenticity, originality, and authorship of AI-generated content are becoming increasingly relevant, and it is crucial that we address these challenges head-on. …”
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Multiscale Task-Decoupled Oriented SAR Ship Detection Network Based on Size-Aware Balanced Strategy by Shun He, Ruirui Yuan, Zhiwei Yang, Jiaxue Liu

“…Meanwhile, the triple-attention module is introduced to establish the remote channel dependence to alleviate the issue of small target feature annihilation, which can effectively enhance the feature characterization ability of the model. …”
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ON OPERATION OF 740 M LONG FREIGHT TRAINS ON CZECH TEN-T RAILWAY NETWORK by Michal Drábek, Vít Janoš, Zdeněk Michl

“…The data was collected from station schemes from Collection of Official Requisites for 2015/16 Timetable, issued by SŽDC, Czech state Infrastructure Manager. …”
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Research on the Real-Time Scoring of Chest Ring Target Based on Transfer Learning and Improved Lightweight Neural Network by Minghui Meng, Chuande Zhou

“…To enable efficient and high-precision real-time bullet hole detection, the paper lightweight processes the YOLOv10n end-to-end regression framework. …”
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The Expansion of Value Engineering Theory and Its Application in the Intelligent Automotive Industry by Guangyu Zhu, Fuquan Zhao, Wang Zhang, Zongwei Liu

“…It also provides a new analysis process for the VE theory to better address systemic and complex issues. …”
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Modern trends in the health care system of Russia: drop or rise by Yuliya Zh. Sadykova

“…The tools for the study were tables and graphs of visualizing informative data, as well as various formulas that form the basis of health statistics, and analytical methods for studying the processes occurring in a given medium. Based on the results of the study, a number of specific patterns between the phenomena and indexes were identified, as well as a description of the current trends in the sphere of the Russian medicine in the context of the bed capacity for individual medical specializations, the number of hospitals and medical practitioners.…”
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Interstitial lung diseases and autoimmunity by E. L. Nasonov, L. P. Ananyeva, A. S. Belevsky

“…Lung disease is one of the most common manifestations of systemic autoimmune rheumatic diseases (SARDs), involving all parts of the respiratory system in the pathological process. Interstitial lung diseases (ILD) are of great importance and often lead to the development of progressive pulmonary fibrosis (PPF). …”
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Bioconversion of food waste into compost using rotary drum composter for agricultural utilization by Hrishikesh Shivam, Mulbah Rufus Flomo, Dayanand Sharma, Tushar Bansal, Pooja Jha

“…The study's methods are simple enough to be replicated within communities, offering a practical solution to food waste management issues. …”
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Research on the reconstruction of global high-tech mineral industry chain and supply chain by LI Huajiao, LI Zheng, ZHENG Xinxin, CHEN Congxi, ZHANG Yuqi, LIU Meng, MENG Ziyu, HAN Shitong

“…Furthermore, from the perspectives of research and management, this study presents relevant frontier issues: (1) The dynamic definition of high-tech mineral resources and the theoretical framework of its industry and supply chains; (2) Scientific interpretation of the competition for high-tech mineral resources and the process of industry and supply chain reconstruction among great powers; (3) Risk assessment, monitoring, and early warning of multiple reconstruction of the primary and recycled resource industry chain and supply chain; (4) Coordinated management and security measures for the primary and recycled resource industry chain and supply chain.…”
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News Media Effects on Policy Priorities: A Second-Level Agenda-Setting Analysis of Belt and Road Initiative (BRI) Projects in Myanmar by Zeyar Oo, Yonghong Dai

“…The results also suggest examining the broader media portrayal of governance issues and conducting extensive research on the media’s impact on public opinion.…”
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A review of C/EBP α: a potential novel target for solid tumor intervention by Xin Li, Tengkun Dai, Jiamin Zhao, Yidan Liang, Longqing Chen, Chao Chen, Mengmeng Guo, Yong Han, Lin Xu, Juanjuan Zhao

“…Abnormal expression of C/EBPα has been observed in various tumor types, such as liver, breast, pancreatic, gastric, and lung cancers, where it regulates tumor cell proliferation, differentiation, and other processes through signaling pathways including EGFR/β-catenin, Wnt, and so on. …”
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