Regarding the issue of the representation of denunciators in criminal proceedings by Habuda A., Repetskyi S.

“…The research employed the following methods of scientific cognition: terminological, logical-semantic, functional, systemic-structural, and logical-normative. …”
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MM-HiFuse: multi-modal multi-task hierarchical feature fusion for esophagus cancer staging and differentiation classification by Xiangzuo Huo, Shengwei Tian, Long Yu, Wendong Zhang, Aolun Li, Qimeng Yang, Jinmiao Song

“…The benefits of these features are the effective extraction of multi-modal representations at different semantic scales and the mutual complementarity of the multitask learning, leading to improved classification performance. …”
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MaDis-Stereo: Enhanced Stereo Matching via Distilled Masked Image Modeling by Jihye Ahn, Hyesong Choi, Soomin Kim, Dongbo Min

“…Our findings highlight the potential for extending this approach to other vision tasks, such as object detection and semantic segmentation, that require sufficient locality inductive bias in Transformer-based architectures. …”
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Tomato yellow leaf curl virus detection based on cross-domain shared attention and enhanced BiFPN by Henghui Mo, Linjing Wei

“…A Cross-Domain Shared Attention mechanism (CDSA) deconstructs the backbone network’s input feature map into two parts, each assigned different attention weights for spatial and channel domains, facilitating shared computation and redistribution, and reconstructing key information to capture subtle semantic features of leaf yellowing and curling. The network’s neck incorporates an enhanced Bidirectional Feature Pyramid Network (BiFPN), integrating feature maps of various scales to boost early symptom detection capabilities. …”
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A U-Net-based denoising method for semi-airborne transient electromagnetic data and its application by Dong LIU, Hao FENG, Yongxin WANG, Xiaosheng ZHOU, Yuhong YAO, Huaifeng SUN

“…By introducing skip connections to the symmetric layers in the encoder and the decoder, the U-Net-based method effectively integrates the low-level features bearing rich spatial information with the high-level features containing semantic information, thus achieving accurate denoising. …”
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Legal aspects of functional security standardisation of the Internet of Things by P. S. Klimushyn, V. Ye. Roh, T. P. Kolisnyk

“…An aspect model of IoT interoperability has been presented and examples of its application in terms of interrelated components (transport, syntactic, semantic, behavioural, and policy aspects) have been given. …”
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Cross-Modal Augmented Transformer for Automated Medical Report Generation by Yuhao Tang, Ye Yuan, Fei Tao, Minghao Tang

“…This system mimics manual diagnostic methods by combining fine-grained semantic alignment with dual-stream decoders.…”
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Liability issues for environmental damage caused by military aggression of a terrorist country by I. V. Kyrieieva

“…The research methods used, in particular, logical-semantic and dialectical, made it possible to consider the main features of the concept of “ecocide” as a crime against humanity and its direct connection with the genocide of the Ukrainian people. …”
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A Hybrid Contextual Embedding and Hierarchical Attention for Improving the Performance of Word Sense Disambiguation by Robbel Habtamu Yigzaw, Beakal Gizachew Assefa, Elefelious Getachew Belay

“…However, despite this positive progress, semantical and syntactical ambiguity remains a challenge, especially when dealing with polysomy words, and it is considered an AI-complete problem. …”
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The quality of education of the Russian political elite by N. N. Meshcheryakova, O. V. Kryshtanovskaya

“…The authors rely on two semantic concepts: “elite education” (based on the principles of selectivity and academic excellence) and “elitist” (aimed at preparing the establishment, forming social ties and securing status). …”
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The relationship between bats and human coronavirus: An exploratory review by Sajal BHATTACHARYA, Shakya SINHA, Rina TILAK, Sugeng Juwono MARDIHUSODO

“…Methods: A narrative review was conducted by using electronic databases- PubMed/Medline, Google scholar, Wiley Online Library, Semantic Scholar, and medXiriv- for searching all types of peer-reviewed and not peer-reviewed articles in English language, published from 2002 to 2020. …”
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How to Coordinate Urban Ecological Networks and Street Green Space Construction? Insights from a Multi-Scale Perspective by Shujun Hou, Ying Yu, Taeyeol Jung, Xin Han

“…This study examines the area within Chengdu’s Third Ring Road, employing the following methodologies: (1) constructing the regional ecological network using Morphological Spatial Pattern Analysis (MSPA), the Integrated Valuation of Ecosystem Services and Trade-offs (InVEST) model, and circuit theory; (2) analyzing the street green view index (GVI) through machine learning semantic segmentation techniques; and (3) identifying key areas for the coordinated development of urban ecological networks and street green spaces using bivariate spatial correlation analysis. …”
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Concept, features and types of corruption by L. I. Kalienichenko, D. V. Slynko

“…Among the special scientific methods logical-semantic and logical-legal were used. They allowed us to formulate the main features of corruption as a legal phenomenon. …”
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Health-related quality of life after prosthodontic rehabilitation in patients with COVID-19-associated mucormycosis: A systematic review by Gunjan Chouksey, Rupali Choure, Kritika Singhal

“…Comprehensive searches across databases such as PubMed, Cochrane Library, Google Scholar, and Semantic Scholar were done to include studies after the year 2020, written in English language, regardless of geographic location, which presented data on prosthodontic interventions for individuals affected by COVID-19-associated mucormycosis. …”
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Denunciator: type of applicant or individual participant in criminal proceedings by Oheruk I., Zahursky O.

“…The research employed the following scientific methods: terminological, logical-semantic, functional, systemic-structural, and logical-normative. …”
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ViT-Based Face Diagnosis Images Analysis for Schizophrenia Detection by Huilin Liu, Runmin Cao, Songze Li, Yifan Wang, Xiaohan Zhang, Hua Xu, Xirong Sun, Lijuan Wang, Peng Qian, Zhumei Sun, Kai Gao, Fufeng Li

“…Conclusions: Our method fully leverages semantic feature representations of first-introduced face diagnosis images in SZ, offering strong interpretability and visualization capabilities. …”
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Cross-cultural adaptation: South African Gestational Diabetes Mellitus Knowledge Questionnaire by Lorisha Manas, Tawanda Chivese, Ankia Coetzee, Magda Conradie, Linzette D. Morris

“…Pregnant women ≥ 18 years with GDM were consecutively sampled. Semantic equivalence between the original and adapted versions was assessed. …”
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Development and validation of a questionnaire for table tennis teaching in physical education by Miguel Ángel Ortega-Zayas, Antonio José Cardona-Linares, Alberto Quílez, Alejandro García-Giménez, Miguel Lecina, Francisco Pradas

“…The RSAS is a Spanish instrument developed using the Delphi method and consists of 42 questions divided into five subsections benefits of table tennis (TT), facilitators for the application of TT, barriers to applying tennis table in physical education (PE), difficulties in applying the tennis table as a PE content and positive attitude toward racket sports), designed to evaluate the use and impact of the practice of the racket sports, in particular TT, among PE teachers. The semantic validation process involved a panel of experts (n = 16), followed by an evaluation carried out by a group of teachers from various secondary schools (n = 20). …”
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CFO-CR: Carrier Frequency Offset Methodology for High-Rate Common Randomness Generation by Prashanth Kumar Herooru Sheshagiri, Martin Reisslein, Juan A. Cabrera, Frank H. P. Fitzek

“…., a low rate of CR bits per second is sufficient. However, emerging semantic communication paradigms, e.g., identification via channels, require high CR rates. …”
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PSYCHOLOGICAL FEATURES OF PROFESSIONAL IDENTITY CRISIS EXPERIENCE BY TEACHERS by N. O. Sadovnikova, F. Zannoni

“…However, for many teachers, the experience of a professional crisis is accompanied by a reflection of the content of professional activity, the need for reflection of own experiences and states, finding new semantic reference points, perception of own professional prospect. …”
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