A Novel Hybrid Architecture With Fast Lightweight Encoder and Transformer Under Attention Fusion for the Enhancement of Sand Dust and Haze Image Restoration by Muhammad Khawaja Kashif Masood, Enrique Nava Baro, Pablo Otero

“…While Encoder-Decoder-based neural networks have shown noticeable improvements in image restoration, their ability to further improve the image quality still remains constrained. …”
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Affordable Condominium Housing by Rosa Elena Donoso Gomez

“…The “mixed method” approach was necessary to map the interaction between formal and informal institutions. …”
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The comprehensive potential of AQP1 as a tumor biomarker: evidence from kidney neoplasm cohorts, cell experiments and pan-cancer analysis by Yifan Liu, Donghao Lyu, Yuntao Yao, Jinming Cui, Jiangui Liu, Zikuan Bai, Zihui Zhao, Yuanan Li, Bingnan Lu, Keqin Dong, Xiuwu Pan

“…In the pan-cancer context, we explored AQP1’s competing endogenous RNAs network, protein-protein interactions, genomic changes, gene set enrichment analysis (GSEA), the correlation of AQP1 expression with survival outcomes, drug sensitivity, drug molecular docking, tumor purity and immunity. …”
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Criminal Law Challenged by Crossing into Virtual Reality by Mahdi Karimi

“…At another stage, in the transition to Web 3.0, another factor was added, meaning that in addition to the internet, the interactive factor - namely the capability of social networks for users to interact and communicate with each other - also intervened, which led to new forms of crimes in social media. …”
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Mapping serotonergic dynamics using drug-modulated molecular connectivity in rats by Tudor M Ionescu, Mario Amend, Rakibul Hafiz, Andreas Maurer, Bharat Biswal, Hans F Wehrl, Kristina Herfert

“…This innovative technique bridges the gap between functional magnetic resonance imaging (fMRI), known for its ability to monitor brain activity by tracking blood flow, and positron emission tomography (PET), which visualizes specific molecular changes. …”
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Comprehensive inventory of large hydropower systems in the Italian Alpine Region by A. Galletti, A. Galletti, S. Zarghami Dastjerdi, S. Zarghami Dastjerdi, B. Majone

“…While hydrological modeling represents an established tool for assessing the future evolution of water resources, a key challenge lies in its reliance on data describing the geometry and operation of hydropower systems interacting with the natural stream network. The Italian Alpine Region (IAR) is home to over 300 large hydropower systems (LHSs), and its hydrological cycle is expected to suffer major alterations due to climate change. …”
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Multiscale Contextual Mamba: Advancing Psychiatric Disorder Detection across Multisite Functional Magnetic Resonance Imaging Datasets via State Space Modeling by Shusheng Li, Yang Bo, Yuchu Chen, Jianfeng Cao, Bo Bi, Ting Ma, Chenfei Ye

“…Methods: We propose Multiscale Contextual Mamba (MSC-Mamba), a Mamba-based model designed for capturing long-term dependencies in multivariate time-series data while maintaining linear scalability, allowing us to account for long-range interactions and subtle dynamic patterns within the brain’s functional networks. …”
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Personalized prediction of anticancer potential of non-oncology drugs through learning from genome derived molecular pathways by Xiaobao Dong, Huanhuan Liu, Ting Tong, Liuxing Wu, Jianhua Wang, Tianyi You, Yongjian Wei, Xianfu Yi, Hongxi Yang, Jie Hu, Haitao Wang, Xiaoyan Wang, Mulin Jun Li

“…Utilizing protein–protein interaction networks, CHANCE harmonizes multilevel mutation annotations and integrates pharmacological information across different drugs into a single model. …”
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Silent Revolution in Research for Sustainability by Bruce Alder

“…Scientists have a long history of using pie charts, line graphs, and network diagrams to communicate among themselves. …”
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Identification and Validation of Serum Biomarkers to Improve Colorectal Cancer Diagnosis by Minha Lea Yoon, Hyelim Chun, HyunJu Lee, WooJeong Seo, Jung Young Lee, Jung Hwan Yoon

“…We identified differentially expressed genes (DEGs) and conducted further analyses, including Gene Ontology (GO) enrichment and Protein‐Protein Interaction (PPI) network construction. Five promising biomarkers—INHBA, MMP7, PSAT1, SLC7A5, and TGFBI—were selected based on their robust performance in Receiver Operating Characteristic (ROC) curve analysis. …”
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Self-management dilemmas and influencing factors of patients during the waiting period for heart transplantation in China based on the social ecosystem: a qualitative study by Juan Chen, Fei Li, Shan-Shan Liu, Xiao-Min Zhang, Yu-Hong Chen, Si-Yu Liu

“…These issues manifested as limited caregiving capacity within families, increased financial burdens on households, insufficient educational resources and guidance provided by medical staff, a lack of continuity in care across different settings and the absence of supportive social networks. At the macro level, systemic challenges such as the unequal distribution of medical resources and the absence of a comprehensive long-term follow-up mechanism were identified as significant barriers to effective patient management.Conclusion The dynamic interaction among the micro, meso and macro systems significantly influenced patients’ motivation and capacity for self-management, thereby ultimately affecting the progression of their disease and their overall quality of life. …”
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Reflective Processes and Social Orientation at Different Stages of Professionalisation (on the Example of Preparation for Medical Activity) by G. V. Manuilov, G. G. Gorelova, E. A. Rylskaya, S. V. Morozova, N. N. Vasyagina

“…In such fields of employment, the personal qualities of a specialist are extremely important, i. e. his or her ability to communication, productive interaction, which implies a certain type of reflection.The aim of the present research was to identify the role of reflection, when forming the social orientation of physicians at different stages of their specialty training and realisation of oneself in this or that specialty – from university education to the end of career.Methodology and research methods. …”
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Object-translocation induces event coding in the rat hippocampus by Ya-Li Duan, Shu-Yi Hu, Xiao-Fan Ge, Jia-Li Long, Chu Deng, Yu-Ming Sun, Cheng-Ji Li, Rong Zhang, Xing Cai, Li Lu

“…Abstract Episodic memory is the ability to recall personally experienced events that are situated within specific spatial contexts. …”
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On the Lattice Structure of Neutrosophic Open Sets for Risk Evaluation of Supply Chain Finance in International Cross-Border E-Commerce by Shiguang Zhang, Man Li

“…Extensive analysis proves the ability to offer a powerful, uncertainty-aware foundation for financial analytics as well as decisionmaking in dynamic corporate networks. …”
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Narrative Review of Multifaceted Approaches to Managing Recurrent Implantation Failure: Insights and Innovations by Xi Luo, Zhenlin He, Rui Ma, Na Lin, Lei Li, Yunxiu Li, Yang Ke, Xia Meng, Ze Wu

“…Mechanism: The development of RIF can be attributed to a complex causal network of factors. Chromosomal anomalies, such as aneuploidies, directly impact the genetic viability of embryos. …”
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Adaptive Strategy of the Perennial Halophyte Grass <i>Puccinellia tenuiflora</i> to Long-Term Salinity Stress by Lei Han, Zhanwu Gao, Luhao Li, Changyou Li, Houxing Yan, Binbin Xiao, Yimeng Ma, Huan Wang, Chunwu Yang, Hongwei Xun

“…We propose that abscisic acid, ethylene, cytokinins, and jasmonic acids may interact with each other to construct a salinity stress response network during the adaptation of <i>P. tenuiflora</i> to LSS, which mediates salinity stress response and significant metabolic changes. …”
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Transcriptomics of tissue exosomes to investigate miR-195-5p’s amelioration of endometrial fibrosis via the YAP-Smad7 pathway: an animal study by Jia-ming Chen, Qiao-yi Huang, Wei-hong Chen, Jin-xiang Wu, Ling-tao Zheng, Hui-jie You, Yan-chuan Shi, Shu Lin, Qi-rong Shi

“…This study aims to investigate the involvement of miR-195-5p and its regulatory network in IUAs through the analysis of tissue exosomes. …”
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Analyzing and explaining the reflective teacher approach and its role in improving curriculum knowledge: Developing an educational discourse at Farhangian University by Reza Masouminejad

“…Therefore, the curriculum identity is overshadowed by the mental experiences and personal creativity of the teachers, and the implemention of course materials is made according to the cognitive motivations and analytical ability of the teachers. Therefore, the relationship between the reflective teacher and the curriculum is a two-way relationship in wich the quality of interactions between teachers' reflection and the curriculum has an evolutionary process that leads to the improvement and greater efficiency of the quality of teachers' performance in the curriculum.       …”
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Altering the biophysical properties of ERC1/ELKS–driven condensates interferes with cell motility by Lucrezia Maria Ribolla, Marco Patrone, Massimo Degano, Martina Ramella, Ivan de Curtis

“…Surprisingly, deletion of ERC1(1-244) including an intrinsically disordered region did not abolish the ability of ERC1DΔN to form condensates. Although the interactions of ERC1ΔN with partners were unaffected, the biophysical properties of ERC1ΔN condensates were altered, with consequences on cell motility. …”
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New understanding of microbial growth cycle for efficient waste-activated sludge disposal by preserving microbial self-degradation activity during the decline phase by Xiqi Li, Aijie Wang, Zhe Yu, Hualin Wang, Hengzhi You, Jifei Xu, Jingyu Zhang, Wenzong Liu

“…Preserved and enriched sludge self-degradation microorganisms composed a critical part of the dominant community, including Mycobacterium, norank_f__Pirellulaceae, IMCC26207, norank_f__JG30-KF-CM45, and Petrimonas. The interaction network centered on them facilitated acidogenic metabolism by reinforcing pathways such as glycolysis, pyruvate metabolism, and the Stickland reaction in amino acid metabolism. …”
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