An Improved Segformer for Semantic Segmentation of UAV-Based Mine Restoration Scenes by Feng Wang, Lizhuo Zhang, Tao Jiang, Zhuqi Li, Wangyu Wu, Yingchun Kuang

“…Specifically, a multi-scale feature-enhanced feature pyramid network (MSFE-FPN) is introduced between the encoder and decoder to strengthen cross-level feature interaction. …”
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MTHFD1L is a novel prognostic marker and therapeutic target in cutaneous melanoma by Xinlian Xie, Guangfu Shi, Kebin Ning, Zhenjie Wu

“…Comprehensive bioinformatics analyses were conducted, including GO and KEGG pathway enrichment analyses, protein-protein interaction network construction, and evaluation of the relationship between MTHFD1L expression and immune infiltration. …”
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The Neural Correlates of Long-Term Carryover following Functional Electrical Stimulation for Stroke by Marta Gandolla, Nick S. Ward, Franco Molteni, Eleonora Guanziroli, Giancarlo Ferrigno, Alessandra Pedrocchi

“…Patients exhibited task-related activation in a complex network, sharing bilateral sensorimotor and supplementary motor activation with age-matched controls. …”
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Identification of a transcription factor AoMsn2 of the Hog1 signaling pathway contributes to fungal growth, development and pathogenicity in Arthrobotrys oligospora by Qianqian Liu, Kexin Jiang, Shipeng Duan, Na Zhao, Yanmei Shen, Lirong Zhu, Ke-Qin Zhang, Jinkui Yang

“…Introduction: Arthrobotrys oligospora has been utilized as a model strain to study the interaction between fungi and nematodes owing to its ability to capture nematodes by developing specialized traps. …”
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Unlocking the components of mitogen-activated protein kinase pathway in Glycine max activated during herbivory by Megha Kumari, Indrakant K. Singh, Kshama Sharma, Archana Singh

“…MPK circuits have significance in modulating plants’ ability to defend against herbivory or mechanical damage. …”
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Identification of Aberrantly Expressed Genes during Aging in Rat Nucleus Pulposus Cells by Shi Cheng, Xiaochuan Li, Linghan Lin, Zhiwei Jia, Yachao Zhao, Deli Wang, Dike Ruan, Yu Zhang

“…Furthermore, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis were conducted and revealed numerous number of enriched GO terms and signaling pathways associated with senescence of NPCs. A protein-protein interaction (PPI) network of the DEGs was constructed using the Search Tool for the Retrieval of Interacting Genes (STRING) database and Cytoscape software. …”
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Cross-modal learning with multi-modal model for video action recognition based on adaptive weight training by Qingguo Zhou, Yufeng Hou, Rui Zhou, Yan Li, JinQiang Wang, Zhen Wu, Hung-Wei Li, Tien-Hsiung Weng

“…The canonical video action recognition methods usually label categories with numbers or one-hot vectors and train neural networks to classify a fixed set of predefined categories, thereby constraining their ability to recognise complex actions and transferable ability to unseen concepts. …”
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The Problem of Shaping the Capacity of Sovereign Powers of a State in the Digital Age by S. V. Korostelev

“…The global architecture of computer networks poses a security dilemma: while modern information and communication technologies allow adversaries to challenge the exclusive power of states over “his own” cyberspace, following traditional notions of sovereignty, respectively, may limit the ability of states to actively counter challenges and threats in global networks. …”
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Genome-wide identification, characterization and expression pattern analysis of the VDAC gene family reveals likely roles in rapid shoot growth and abiotic stress in Moso bamboo ((... by Zhen Yu, Sijia Cai, Xueyun Xuan, Shiying Su, Jiaqi Tan, Zhijun Zhang

“…Additionally, we predicted the transcription factors that regulate VDAC-related transcripts, performed protein interaction analysis and initially constructed a VDAC-related regulatory and interaction network. …”
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A fine-grained human facial key feature extraction and fusion method for emotion recognition by Shiwei Li, Jisen Wang, Linbo Tian, Jianqiang Wang, Yan Huang

“…Finally, a two-branch convolutional neural network is designed to integrate both global and local facial feature datasets, enhancing the model’s ability to recognize facial characteristics accurately. …”
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Advances in brain and religion studies: a review and synthesis of recent representative studies by Patrick McNamara, Patrick McNamara, Patrick McNamara, Jordan Grafman, Jordan Grafman

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Needs of persons with disabilities for competences that expand employment opportunities in the conditions of society digitalisation by V. N. Kozlov, D. F. Romanenkova

“…As a result, professional competencies were identified that expand their employment opportunities for people in this category: practical professional skills; professional knowledge in the subject area; digital competencies and information technology skills; the ability to work in the media space, including social networks; knowledge of interaction technologies, self-presentation and effective communication; the ability to tell a wide audience about their services, skills, about themselves as a specialist; the ability to promote themselves, their professional competencies and services. …”
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Hybrid model for predicting microsatellite instability in colorectal cancer using hematoxylin & eosin-stained images and clinical features by Hangping Wei, Xiaowei Zhang, Zhen Zhou, Jianbin Xie, Weidong Han, Xiaofang Dong

“…Furthermore, to investigate genes associated with MSI, we performed enrichment analysis and constructed a protein-protein interaction (PPI) network using mRNA sequencing data obtained from the TCGA database.ResultsThe fully-supervised pathological model demonstrated promising performance, achieving an AUC of 0.928 in the internal validation cohort, compared to the semi-supervised pathological model’s AUC of 0.786. …”
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Endosulfan promotes cell growth, migration and invasion via CCL5/CCR5 axis in MCF-7 cells by Zeming Liu, Xiaolin Ding, Boxiang Zhang, Yue Pang, Yuhui Wang, Dan Xu, Hailong Wang

“…We utilized Cytoscape software to construct protein-protein interaction (PPI) network when exposure to endosulfan, and identified 47 highly connected genes in the network diagram centered on CCL5. …”
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International trade market forecasting and decision-making system: multimodal data fusion under meta-learning by Yiming Bai, Muhammad Asif

“…For image data, the convolutional block attention module (CBAM) is incorporated to capture both channel-wise and spatial attention, thereby improving the model’s ability to focus on market-relevant information. In the feature fusion stage, a meta-learning bidirectional feature pyramid network (ML-BiFPN) is proposed to refine the interaction of multi-scale information via a bidirectional feature pyramid structure. …”
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IMViT: Adjacency Matrix-Based Lightweight Plain Vision Transformer by Qihao Chen, Yunfeng Yan, Xianbo Wang, Jishen Peng

“…While extensive experiments prove its outstanding ability for large models, transformers with small sizes are not comparable with convolutional neural networks in various downstream tasks due to its lack of inductive bias which can benefit image understanding. …”
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Development of intelligent packaging from xyloglucan-chitosan modified film with betalains from dragon fruit (Hylocereus undatus) peels by Lasuardi Permana, Pongsert Sriprom, Woatthichai Narkrugsa, Kanjana Manamoongmongkol, Pornsawan Assawasaengrat

“…Zeta potential and Fourier transform infrared (FTIR) spectroscopy confirmed that the interaction between xyloglucan, chitosan, and betalain were governed by ionic interactions and hydrogen bonding, which stabilized the colloidal network and influenced film microstructure. …”
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Clinical application and immune infiltration landscape of stemness‐related genes in heart failure by Wenting Yan, Yanling Li, Gang Wang, Yuan Huang, Ping Xie

“…The immune infiltration landscape in HF was investigated, and the interaction network of key genes was analysed to predict potential targets and molecular mechanisms. …”
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Cognitive model of the national financial market: creating process and prospects for assessing the security of its functioning by E. A. Loktionova

“…At the same time, within the framework of the existing networks of the interaction of the financial market, exogenous stress impulses will intensify and lead to a violation of its effective performance of the function of capital circulation. …”
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Students’ Perceptions of the Literature Circles Method in English Learning at SMKN 1 Toraja Utara by Demma Palulun, Yizrel Nani Sallata, Linerda Tulaktondok

“… This study investigates students’ perceptions of the integration of Literature Circles as a strategy in English language learning among eleventh-grade students in the TKJ (Computer and Network Engineering) program at SMKN 1 Toraja Utara, Indonesia. …”
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