The fortified defence of the west of the Santaver Cora through geographic information systems (GIS): a multidisciplinary study by Leonor Parra-Aguilar

“…The GIS study has made it possible to evaluate the defensive patterns created. One of these patterns shows the existence of towers capable of observing over a long distance: 50 km. …”
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Analysis of hot spots and trends in urban resilience research based on CiteSpace by Dong Yanan, Wang Fei

“…This study integrates bibliometric knowledge graphs with the theory of discipline evolution dynamics, employing CiteSpace software to analyze international literature data since 1990, revealing the research stages and evolution patterns. The findings show that: (1) International research has consistently grown since the 1990s, forming a research framework centered around ecological construction and sustainable development, with a core author network demonstrating close collaboration; (2) The evolution of the discipline exhibits a gradient development, with research entering a mature stage and a multi-dimensional research paradigm emerging; (3) Current research primarily focuses on ecological construction and sustainable development, with a strong emphasis on empirical studies, while also showing signs of maturation as it diversifies into various directions. …”
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Emotion-Aware Ensemble Learning (EAEL): Revolutionizing Mental Health Diagnosis of Corporate Professionals via Intelligent Integration of Multi-Modal Data Sources and Ensemble Tech... by Gaurav Yadav, Mohammad Ubaidullah Bokhari, Saleh I. Alzahrani, Shadab Alam, Mohammed Shuaib

“…EAEL integrates machine learning and deep learning paradigms to process multimodal data, including facial expression analysis and typing pattern recognition, offering a holistic evaluation of emotional well-being. …”
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The status and trends of type 2 diabetic osteoporosis research: a global bibliometric and visualization analysis over the past 20 years by Haiyan Hou, Liying Zhu

“…Unlike classical osteoporosis, patients with T2DOP often exhibit a paradoxical pattern: they have normal or even elevated bone mineral density (BMD) in early stages despite deterioration in bone microarchitecture. …”
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Global Research Trends and Developments on Intangible Cultural Heritage by Silkvi Kheir Rahma, Ute Lies Siti Khadijah, Rully Khairul Anwar

“…A bibliometric approach with descriptive analysis and social network mapping was employed to examine 590 articles published between 2019 and 2023. …”
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China’s efforts on the CSEP and a retrospective case by Huaizhong Yu, Jingxue Zhang, Yue Liu, Yongxian Zhang, Chieh-Hung Chen, Rui Yan, Gang Li, Zeping Li, Yuchuan Ma, Zhengyi Yuan, Wen Yang, Donghui Jia, Binbin Zhao

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Construction of symbiosis corridors for heritage resources and optimization of conservation strategies in the basin: A case study of the Yellow River basin in Shandong, China by Ying Yu, Bin Yu, Xinwen Zhang, Lin Ma, Caijun Zhao, Yanyan Jia, Shujun Hou, Xin Han, Kun Li, Xinchuang Chen, Chuanrong Li, Bing Liu

“…The study focuses on the Yellow River Basin in Shandong (YRB-SD) applying ecosystem services (ES), morphological spatial pattern analysis (MSPA) and the comprehensive evaluation model (CEM) to identify source areas. …”
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SPECIALIZED MAPPING OF CRUSTAL FAULT ZONES. PART 2: MAIN STAGES AND PROSPECTS by K. Zh. Seminsky

“…There are three stages in the special mapping method (Fig. 3) as follows:Stage I: Preparation and analysis of previously published data on the regional fault structure (Fig. 1, А–Г), establishment of a networks of stations to conduct structural geological monitoring and mass measurements of joints, re­cord of rock data (Fig. 2, А), general state of the fault network (Fig. 1, Д–З), fracture density (Fig. 2, Б) and, if any, structures of the above-jointing level (Fig. 1, Е, З; Fig. 2, А).Stage II is aimed at processing of field data and includes activities in four groups (II.1–II.4) as follows: Group II.1: construction of circle diagrams, specification of characteristics of joint systems and their typical scatters (Fig. 4, А), identification of simple (generally tipple) paragenesises, and determination of dynamic settings of their formation (translocal rank) (Table 1), evaluation of densities and complexity of the joint networks, analysis of their spacial patterns within the site under mapping, and identification of the most intensively destructed zones in the rock massif (Fig. 2, Б–В). …”
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Smart Organization of Imbalanced Traffic Datasets for Long-Term Traffic Forecasting by Mustafa M. Kara, H. Irem Turkmen, M. Amac Guvensan

“…We evaluated these strategies using four popular model types: long short-term memory (LSTM), gated recurrent unit networks (GRUs), bi-directional LSTM, and convolutional neural networks (CNNs). …”
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UAV rice panicle blast detection based on enhanced feature representation and optimized attention mechanism by Shaodan Lin, Deyao Huang, Libin Wu, Zuxin Cheng, Dapeng Ye, Haiyong Weng

“…Results The ConvGAM model, leveraging the ConvNeXt-Large backbone network and the Global Attention Mechanism (GAM), achieves outstanding performance in feature extraction, crucial for detecting small and complex disease patterns. …”
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Research on load labeling method for big data in novel power system by ZHANG Ximing, XU Huan, YANG Qiuyong

“…Unique evaluation indicators are also identified to measure the performance of the composite dataset. …”
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Diagnosis of depression based on facial multimodal data by Nani Jin, Renjia Ye, Peng Li

“…We use spatiotemporal attention module to enhance the extraction of visual features and combine the Graph Convolutional Network (GCN) and the Long and Short Term Memory (LSTM) to analyze the audio features. …”
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Spatial mismatch between in-situ conservation and diversity hotspots of Chinese native useful vascular plants by Siqing Zhao, Yinkun Guo, Xiang Zhao

“…Highlighting the importance of multi-family and multi-use plants, this research identified the spatial distribution pattern and diversity hotspots of NUVPs, evaluated the in-situ conservation effectiveness and provided the future conservation priority scheme. …”
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Multi-scale spatial differentiation and formation mechanisms of rural settlements (RS): a Geodetector-based analysis in the middle-lower yellow river basin (ML-YRB), China by Xiaoping Zhang, Xiaoping Zhang, Lu Yu, Xin Wen, Lijing Li, Huabin Xiao, Xunxi Yin

“…Using nearest neighbor analysis, kernel density estimation and spatial autocorrelation, the study systematically reveals the spatial distribution patterns and scale-dependent differences of RS in ML-YRB at city, county, and town scales. …”
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Cardiorenal outcomes after herpes zoster reactivation in COVID-19 survivors from a global TriNetX study by Chien-Lin Lu, Joshua Wang, Ya-Chieh Chang, Kuo-Cheng Lu

“…This retrospective cohort study utilized the TriNetX Global Collaborative Network to evaluate whether HZ reactivation after COVID-19 is associated with increased risks of mortality, cardiovascular, and renal outcomes. …”
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Identification of biomarkers related to Escherichia coli infection for the diagnosis of gastrointestinal tumors applying machine learning methods by Tingting Ge, Wei Wang, Dandan Zhang, Xubo Le, Lumei Shi

“…Weighted correlation network analysis (WGCNA) and differentially expressed genes (DEGs) analysis were used to identify genes related to E. coli infection in gastrointestinal tumors. …”
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Molecular insights into the rescue mechanism of an HERG activator against severe LQT2 mutations by Amit Kumawat, Elisa Tavazzani, Giovanni Lentini, Alessandro Trancuccio, Deni Kukavica, Amanda Oldani, Marco Denegri, Silvia G. Priori, Carlo Camilloni

“…Finally, in silico data showed that ICA-105574 stabilizes a pattern of interactions similar to gain-of-function SQT1 mutations and can reverse the G628S modifications, through an allosteric network linking the binding site to the selectivity filter and the S5P turret helix, thereby restoring its K+ ion permeability. …”
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Development of a hip osteoarthritis index for gait quality assessment: a data-driven comparative study by Kamyar Rahmani, Mansour Davoudi, Mohammad Sajjad Alamdar, Rezvan Nasiri

“…Additionally, we employed multi-layer perceptron (MLP) and deep recurrent neural network (RNN) models to evaluate the efficacy of our linear model. …”
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CLN3 disease disrupts very early postnatal hippocampal maturation by Jeet B. Singh, Devin M. Burris, Sangeetha Bhuyan, Tegan Thurston, Anna Oschmann, Connor Jankowski, Wenyun Lu, Joshua D. Rabinowitz, Rebecca C. Ahrens-Nicklas

“…Previous studies have demonstrated that network-level excitability differences are present in mouse models prior to significant lysosomal storage accumulation. …”
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Spatial optimization of hierarchical healthcare facilities driven by multi-source data: a case study of Shenyang, China by Yifei Wang, Duanqiang Zhai, Duanqiang Zhai, Wuqi Xie, Shan Huang

“…Through kernel density estimation, bivariate spatial autocorrelation, and service area network analysis, the spatial distribution and accessibility patterns of healthcare facilities across tertiary, secondary, and primary levels are comprehensively evaluated. …”
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