DRAF-Net: Dual-Branch Residual-Guided Multi-View Attention Fusion Network for Station-Level Numerical Weather Prediction Correction by Kaixin Chen, Jiaxin Chen, Mengqiu Xu, Ming Wu, Chuang Zhang

“…DRAF-Net introduces two key innovations: (1) a dual-branch residual structure that enhances the spatial sensitivity of deep high-dimensional features and improves output stability by connecting raw data and shallow features to deep features, respectively; and (2) a multi-view attention fusion mechanism that models spatiotemporal influences, temporal dynamics, and spatial associations, significantly improving the representation of complex dependencies. …”
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Tworzenie sytuacji sprzyjających zaangażowanej współpracy dzieci w wieku wczesnoszkolnym by Goretta Siadak

“…The main objective of the project was to develop (testing and popularisation) of an innovative work model for teachers/students with the student based on Lev Vygotsky’s Sociocultural Theory. …”
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Vehicle Flow Detection and Tracking Based on an Improved YOLOv8n and ByteTrack Framework by Jinjiang Liu, Yonghua Xie, Yu Zhang, Haoming Li

“…In the detection module, we introduce the innovative MSN-YOLO model, which combines the C2f_MLCA module, the Detect_SEAM module, and the NWD loss function to enhance feature fusion and improve cross-scale information processing. …”
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Exploring the intricacies of plant growth promoting rhizobacteria interactions: an omics review by Kamogelo Mmotla, Nompumelelo R. Sibanyoni, Farhahna Allie, Lungile Sitole, Thendo Mafuna, Manamele D. Mashabela, Msizi I. Mhlongo

“…By exploring transcriptomic and metabolomic alterations driven by these interactions, as well as the integration of advanced omics technologies, researchers can uncover new insights into decoding these complex processes, paving the way for innovative strategies to enhance sustainable agriculture.…”
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Improving UAV Aerial Imagery Detection Method via Superresolution Synergy by Dianwei Wang, Zehao Gao, Jie Fang, Yuanqing Li, Zhijie Xu

“…In addition, we propose an innovative adaptive feature fusion technique, which not only surpasses traditional concatenation methods in integrating multiscale features effectively but also demonstrates remarkable improvement in feature utilization and further refinement of the fusion process. …”
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Numerical investigation of welding deformation diminution for double shell structure using the layered inherent strain by Cheng Li, Hua Zhai, Lianwei Zhu, Zhihong Liu, Jianguo Ma, Xiaofeng Zhu, Qiong Liu

“…Cyclotron is a key scientific tool and indispensable research platform for conducting cutting-edge research in nuclear equipment development as well as innovative applications of nuclear technology. The shell component has a double-layer thick-walled structure with intricate ribs and high-density, full-penetration welded joints. …”
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Machine learning and public health policy evaluation: research dynamics and prospects for challenges by Zhengyin Li, Hui Zhou, Zhen Xu, Qingyang Ma

“…With the rise of big data, traditional evaluation methods face new challenges, requiring innovative approaches.MethodsThis article reviews the principles, scope, and limitations of traditional public health policy evaluation methods and explores the application of machine learning in evaluating public health policies. …”
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Russian authority and the Internet: safety vs freedom of speech by I. A. Lavrov, A. V. Sokol

“…For each such action an assessment of public opinion in relation to these innovations has been adduced. The compliance of the stated goals and objectives of the draft laws with their actual results has been considered. …”
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Psychosocial and Quality of Life Outcomes of Prosthetic Auricular Rehabilitation with CAD/CAM Technology by Chi Keung Tam, Colman Patrick McGrath, Samuel Mun Yin Ho, Edmond Ho Nang Pow, Henry Wai Kuen Luk, Lim Kwong Cheung

“…The aim of this study is to develop innovative techniques using CAD/CAM technology in prosthetic auricular rehabilitation and provide improvement in the treatment outcomes, including their psychology and QoL. …”
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Comparative Analysis of Re-Identification Methods of Multi-Criteria Decision Analysis Models by Bartlomiej Kizielewicz, Jakub Wieckowski, Bogdan Franczyk, Jaroslaw WaTrobski, Wojciech Salabun

“…In this paper, we present innovative methods for re-identifying MCDA models utilizing optimization and machine learning techniques. …”
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Osteoarthritis synovium as a nidus for monosodium urate crystal deposition inducing severe gout studied by label‐free stimulated Raman scattering combined with synovial organoids by Ziyi Chen, Wenjuan Wang, Yaxin Chen, Minbiao Ji, Yinghui Hua

“…Therefore, this study aimed to investigate whether OA synovium acts as a nidus for MSU crystal deposition inducing severe gout flares, using label‐free, highly‐specific stimulated Raman scattering (SRS) microscopy combined with innovative preclinical models—synovial organoids. Crystal deposition, cellular phagocytosis, and subsequent inflammation intensity was imaged in ex vivo synovial organoids using SRS microscopy and other biochemical techniques. …”
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PORTFOLIO CONSIDERED AS A PROCESS ENHANCE COGNITION OF MATHEMATICS DISCIPLINES AT UNIVERSITY by Lyudmila S. Klentak

“…As part of the transition to a federal state educational standards of higher education, which declared the formation of the mandatory electronic student portfolios, including the preservation of the student work, reviews and evaluations of these work by all participants in the educational process, it follows that there is a need to use this innovative approach. Within the framework of the Bologna Declaration, to which Russia joined in 2003, we outlined the basic principles underlying the formation of a single European educational space, including ensuring con-sistency and comparability of the quality of education. …”
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Exosome-loading miR-205: a two-pronged approach to ocular neovascularization therapy by Hui-ying Zhang, Qiu-yang Zhang, Qing Liu, Si-guo Feng, Yan Ma, Feng-sheng Wang, Yue Zhu, Jin Yao, Biao Yan

“…To improve delivery, we successfully loaded miR-205 into exosomes derived from mesenchymal stem cells. This innovative approach avoids cytotoxicity while preserving therapeutic efficacy in both cellular and animal models. …”
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A Novel Hybrid Dynamic Harris Hawks Optimized Gated Recurrent Unit Approach for Breast Cancer Prediction by Rajesh Natarajan, Sujatha Krishna, H. L. Gururaj, Francesco Flammini, Badria Sulaiman Alfurhood, C. M. Naveen Kumar

“…In this study, we develop an innovative forecasting framework called the Dynamic Harris Hawks Optimized Gated Recurrent Unit (DHH-GRU) for the prediction of BC. …”
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Lithium-doped calcium silicate cement regulates the immune microenvironment and promotes M2 macrophage polarization for enhancing bone regeneration by Yen-Hong Lin, Cheng-Yu Chen, Kun-Hao Chen, Ting-You Kuo, Tsung-Li Lin, Ming-You Shie

“…Abstract Bone defects present a significant challenge in orthopedics and trauma surgery, necessitating innovative approaches to stimulate effective bone regeneration. …”
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Catalysts of change: Immunotherapy's frontier in oral oncology by Shyamaladevi Babu, Madhan Krishnan

“…The future focus is on personalized medicine and innovative therapeutic strategies, with the goal of maximizing the effectiveness of therapy and improving patient outcomes in the management of oral cancer. …”
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Application of the numbered heads together learning model to improve learning outcomes of Christian religion education by Deflita R. N Lumi, Thofan Rame

“…To improve learning achievement in Christian Religious Education, it is necessary to have innovative learning models that can motivate students to be active in learning. …”
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Developing and evaluating a translanguaging-multiliteracies learning design (LDTMP) for student agency in a college English course in China by Jie Zhou, Jie Zhou, Sze Seau Lee, Sze Seau Lee, Si Na Kew

“…This approach is particularly suitable for integrating innovative pedagogies such as translanguaging and multiliteracies, which are central to the LDTMP framework. …”
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Advancing macromolecular structure determination with microsecond X-ray pulses at a 4th generation synchrotron by Julien Orlans, Samuel L. Rose, Gavin Ferguson, Marcus Oscarsson, Alejandro Homs Puron, Antonia Beteva, Samuel Debionne, Pascal Theveneau, Nicolas Coquelle, Jerome Kieffer, Paolo Busca, Jeremy Sinoir, Victor Armijo, Marcos Lopez Marrero, Franck Felisaz, Gergely Papp, Herve Gonzalez, Hugo Caserotto, Fabien Dobias, Jonathan Gigmes, Guillaume Lebon, Shibom Basu, Daniele de Sanctis

“…The cardinal combination of microsecond exposure times, innovative beam characteristics and adaptable sample environment provides high quality complete data, even from an exceptionally small amount of crystalline material, enabling what we collectively term serial microsecond crystallography (SµX). …”
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Strong inhibitory effects of Desmodesmus sp. on Microcystis blooms: Potential as a biological control agent in aquaculture by Bo Yang, Yuhua Li, Zihan Wang, Zhiguang Yue, Junqi Wen, Xueqin Zhao, Hu Zhang, Xianfeng Wang, Xiufen Wang, Man Zhang

“…As a result, Desmodesmus sp. shows potential as a biological control agent for controlling harmful Microcystis blooms, providing innovative technological support for the advancement of aquaculture.…”
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