Deep learning-based image classification for AI-assisted integration of pathology and radiology in medical imaging by Lanting He, Lan Luan, Dan Hu

“…IntroductionThe integration of pathology and radiology through artificial intelligence (AI) represents a groundbreaking advancement in medical imaging, providing a powerful tool for accurate diagnostics and the optimization of clinical workflows. Traditional image classification methods encounter substantial challenges due to the inherent complexity and heterogeneity of medical imaging datasets, which include multi-modal data sources, imbalanced class distributions, and the critical need for interpretability in clinical decision-making.MethodsAddressing these limitations, this study introduces an innovative deep learning-based framework tailored for AI-assisted medical imaging tasks. …”
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The Evolution of the Industrial Specialization of the Radio Electronics Industry of Saint-Petersburg by D. V. Klushantsev

“…The article uses the following methods: analysis, synthesis, grouping, comparison, observation, generalization.Results: the literature devoted to the radio electronics industry, its transformation and development is critically analyzed. …”
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Regenerative Strategies in Dentistry: Harnessing Stem Cells, Biomaterials and Bioactive Materials for Tissue Repair by Vidhya Rekha Umapathy, Prabhu Manickam Natarajan, Bhuminathan Swamikannu

“…As we move forward, the prospects for regenerative dentistry are in subsequent developments of stem cell technology, biomaterial optimization, and individualized treatment methods, which might become increasingly integrated in dental practices globally. …”
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Chip Design of PTP Time Synchronization for Industrial IoT by Yee-Shao Chen, Yuan-Sun Chu, da-Wei Lo, Yen-Ting Chiang, Ting-Chao Hou

“…In order to improve time accuracy and reduce delays caused by network protocol stacking, this study designed the chip on the data link layer and optimized the original IEEE 1588 protocol. These optimization methods include compensating clock skew and removing run-trip delay Time is too large mechanism. …”
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MEFL: Meta-Equilibrize Federated Learning for Imbalanced Data in IoT by Jialu Tang, Yali Gao, Xiaoyong Li, Jia Jia

“…Our work addresses these critical challenges by proposing a novel method, Meta-Equilibrized Federated Learning (MEFL), which integrates meta-learning with gradient-descent preservation and an equilibrated optimization aggregation mechanism based on gradient similarity and variance weighted adjustment. …”
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Integrated Multi-Sectoral Approach for Planning of Carbon Capture and Storage Projects by Tianyuan Zhou, Guopeng Zhang, Zhiwei Li, Kathleen B. Aviso, Raymond R. Tan, Xiaoping Jia, Fang Wang

“…Carbon capture and storage technologies are the important means of carbon sequestration. To optimally match the sources and sinks, an integrated approach which combines process integration with orthogonal experimental design method is developed. …”
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The use of bone autoplasty for false joints of the humerus diaphysis by K. I. Khorak, P. G. Kogan, D. G. Parfeev, A. I. Avdeev, A. M. Morozov, M. E. Piskareva

“…There are many different methods of surgical treatment of false joints. The main purpose of bone-plastic materials application in traumatology and orthopedics is optimization of reparative osteogenesis.Conclusion. …”
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THE FORMATION AND DEVELOPMENT OF CORPORATE CULTURE OF THE MEDICAL ORGANIZATIONS by O. L. Zadvornaya, V. Alekseev, K. Borisov

“…In conducting this study used data from official sources, a literature review, a systematic approach, comparative analysis, historical, sociological, statistical research methods. …”
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Research activity as a factor in the formation of professional competence of future teachers in the context of digital transformation by Tatyana A. Toreeva

“…Methodology . The main research methods were critical analysis of scientific and pedagogical sources, systematization, classification, and questionnaire method. …”
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Progress towards the Sustainable Development Goal 14 (Life below water) in the context of Brazil: A multicriteria approach by Vinicius Moretti, Natália Ramos Corraini, Everton Luiz Melo, Marinez Eymael Garcia Scherer, João Carlos Colmenero

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L0-Norm based Image Pansharpening by using population-based algorithms by Mehmet Akif Günen, María-Luisa Pérez-Delgado, Erkan Beşdok

“…Earth observation satellites capture panchromatic images at high spatial resolution and multispectral images at lower resolution to optimize the use of their onboard energy sources. This results in a technical necessity to synthesize high-resolution multispectral images from these data. …”
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Automatic fused multimodal deep learning for plant identification by Alfreds Lapkovskis, Natalia Nefedova, Ali Beikmohammadi

“…This shift introduces the challenge of determining the optimal point for modality fusion.MethodsIn this paper, we introduce a pioneering multimodal DL-based approach for plant classification with automatic modality fusion. …”
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Advancements in end treatment techniques and applications of acid mine drainage in coal mines: A research review by Qiaohui CHE, Song DU, Degao ZHANG, Yinglin FAN, Xiao ZHANG, Fengli WANG

“…According to the actual application cases, the treatment ideas and optimization methods of domestic AMD end treatment methods are summarized. …”
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Accurate Determination of 24 Water-Soluble Synthetic Colorants in Premade Cocktail Using Ultra-Performance Liquid Chromatography with Diode Array Detection by Kang Ma, Yiwen Zhang, Taipeng Wu

“…Finally, the method was successfully applied to the analysis of colorants in premade cocktails from different sources.…”
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Extended Blahut–Arimoto Algorithm for Semantic Rate-Distortion Function by Yuxin Han, Yang Liu, Yaping Sun, Kai Niu, Nan Ma, Shuguang Cui, Ping Zhang

“…In this paper, we extend the Blahut–Arimoto (BA) algorithm, a fundamental method in classical information theory (CIT) for computing the rate-distortion (RD) function, to semantic communication by proposing the extended Blahut–Arimoto (EBA) algorithm, which iteratively updates transition and reconstruction distributions to calculate the semantic RD function based on synonymous mapping in semantic information theory (SIT). …”
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Utilization of plastic and glass waste mixed with sand as an alternative brick materials by Badiea A. Mahyoub, Amer H. Abdu, Adel A. Ahmed, Ibtisam M. Kamal

“…TGA and DSC analysis showed that the plastic brick prepared has a good thermal stability and the decomposition is in the limited and acceptable range. Optimization of the two effective variables (plastic/sand and galas ratios) has been made and correlating the results obtained using Box-Wilson statistical method to create a model for describing the predictable properties of a new product.…”
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Deep Reinforcement Learning-Based Energy Management Strategy for Green Ships Considering Photovoltaic Uncertainty by Yunxiang Zhao, Shuli Wen, Qiang Zhao, Bing Zhang, Yuqing Huang

“…To verify the effectiveness of the proposed method, real-world data for a hybrid hydrogen- and PV-driven ship are selected for conducting case studies under various sailing conditions. …”
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Intermittent control and retinal optic flow when maintaining a curvilinear path by Björnborg Nguyen, Ola Benderius

“…In addition, a novel method of identifying constituent ballistic correction using particle swarm optimization was demonstrated to analyze the incremental correction-based behavior. …”
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SMART Based Multi-Point Matching Assisted Approximation of Renewable Interconnected Power System by Umesh Kumar Yadav, V. P. Singh, Luigi Fortuna, Umesh Kumar Sahu

“…In the interconnected power systems, the renewable based hydro power generating plants are generally used as one of the effective renewable energy source due to its capability of high response time against the variable loading conditions in comparison with other renewable based energy sources. …”
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Coordinated Volt-Var Control of Reconfigurable Microgrids with Power-to-Hydrogen Systems by Khalil Gholami, Ali Azizivahed, Ali Arefi, Li Li, Mohammad Taufiqul Arif, Md Enamul Haque

“…Given the inherent unpredictability linked to resources, the unscented transformation method is employed to account for these uncertainties in the proposed voltage and reactive power management. …”
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