Cross-User Electromyography Pattern Recognition Based on a Novel Spatial-Temporal Graph Convolutional Network by Mengjuan Xu, Xiang Chen, Yuwen Ruan, Xu Zhang

“…Given that high-density surface EMG (HD-sEMG) signal contains rich temporal and spatial information, the multi-view spatial-temporal graph convolutional network (MSTGCN)is adopted as the basic classifier, and a feature extraction convolutional neural network (CNN) module is designed and integrated into MSTGCN to generate a new model called CNN-MSTGCN. …”
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Integrating spatial mapping and metabolomics: A novel platform for bioactive compound discovery and saline land reclamation by Tushar Andriyas, Nisa Leksungnoen, Pichaya Pongchaidacha, Arashaporn Uthairangsee, Suwimon Uthairatsamee, Peerapat Doomnil, Yongkriat Ku-Or, Chatchai Ngernsaengsaruay, Sanyogita Andriyas, Arerut Yarnvudhi, Rossarin Tansawat

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A multi-visual measurement method for ultimate tensile elongation of steel strand based on spatial characteristics by Xiong Peng, Pengtao Wang, Bingxu Duan, Xingu Zhong, Guihua Wang, Chao Zhao

“…Unlike existing contact or single-camera systems, our approach captures real-time transverse and longitudinal deformations through synchronized multi-view imaging and processes them via an advanced spatial deformation model. Uniaxial tension tests were conducted on nine repeated samples of the same steel strand material, divided into three separate batches. …”
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Temporal and spatial hydrogeochemical evolution and lead isotopic composition of a contaminated stream of Taxco, Guerrero, Mexico by Natasha Mylena Quevedo-Castañón, Oscar Talavera Mendoza, Sergio Adrián Salgado-Souto, Joaquin Ruiz, Azucena Dótor-Almazán, Alejandro Hermelindo Ramírez-Guzmán, Laura Sampedro-Rosas, José Luis Rosas-Acevedo, José Daniel Chávez-González

“…The AMD shows significant spatial but smaller temporal variations. Flow of AMD through a culvert made of concrete produces the most important chemical changes recorded regardless of the time of year significantly decreasing the electrical conductance and the concentration of total and soluble potentially toxic elements. …”
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Spatially resolved transcriptomic signatures of hippocampal subregions and Arc-expressing ensembles in active place avoidance memory by Isaac Vingan, Shwetha Phatarpekar, Victoria Sook Keng Tung, Alejandro Iván Hernández, Alejandro Iván Hernández, Alejandro Iván Hernández, Oleg V. Evgrafov, Oleg V. Evgrafov, Oleg V. Evgrafov, Oleg V. Evgrafov, Juan Marcos Alarcon, Juan Marcos Alarcon, Juan Marcos Alarcon

“…We conducted bulk RNA sequencing and spatial transcriptomics experiments to measure gene expression changes in the dorsal hippocampus following the recall of active place avoidance (APA) memory. …”
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Camera trap-based estimates reveal spatial variability in African clawless otter population densities and behaviour by Candice B. Lewis, Tshepiso L. Majelantle, Natalie S. Haussmann, Trevor McIntyre

“…This highlights a need for broader spatial coverage of otter population assessments and future studies to assess potential environmental drivers of spatial, and potentially temporal, variation in population numbers and activity patterns.…”
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Traditional uses and importance of Strychnos L. (Loganiaceae): A cross-cultural and spatial variation study in Benin by Donald Djidohokpin, Gbèwonmèdéa Hospice Dassou, Gnimansou Abraham Favi, Octave Mathieu Zountangni, Jéronime Marie-Ange Sènami Ouachinou, Judicael Makponsè, Ghyslain Kpetikou, Gbèkponhami Monique Tossou, Hounnankpon Yédomonhan, Aristide Cossi Adomou

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Dangerous Glacial Lakes Identification With Property-Spatial Associations in High Mountain Asia From 1990 to 2022 by Hang Zhao, Dan Wang, Lingping An, Juan Cheng, Shuang Wang, Meimei Zhang, Chenglong Tao

“…In this work, we conducted an appraisal of GLOF risks in HMA by reasoning the association between the glacial lake spatial and property data. …”
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Spatial Patterns and Functional Diversity of Nearshore and Offshore Coral-Reef Fish Communities in the South China Sea by Chen Zhang, Simin Hu, Lintao Huang, Xianzhi Lin, Hui Huang, Sheng Liu

“…Significant spatial differences were observed in species composition, functional trait structure, and responses to environmental disturbance. …”
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Ecological risk assessment of oilfield soil through the use of machine learning combining with spatial interaction effects by Shihan Wang, Mingxia Zheng, Yushan Tian, Hongyu Ding, Lina Yan, Beidou Xi, Yuanyuan Sun, Jing Su

“…The potential ecological risk index (RI) method was utilized to assess ecological risks, and spatial autocorrelation analysis was conducted to determine the spatial distribution characteristics of the pollutants. …”
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Hotspot areas of tetanus-unprotected births and its associated factors in Ethiopia: Spatial analysis of EDHS data by Anteneh Mengist Dessie, Melkamu Aderajew Zemene, Asaye Alamneh Gebeyehu, Natnael Atnafu Gebeyehu, Getachew Asmare Adella, Gizachew Ambaw Kassie, Misganaw Asmamaw Mengstie, Mohammed Abdu Seid, Endeshaw Chekol Abebe, Molalegn Mesele Gesese, Yenealem Solomon Kebede, Natnael Moges, Berihun Bantie, Sefineh Fenta Feleke, Tadesse Asmamaw Dejenie, Ermias Sisay Chanie, Wubet Alebachew Bayih, Natnael Amare Tesfa, Eden Workneh Aychew, Begizew Yimenu Mekuriaw, Denekew Tenaw Anley

“…Spatial analysis was done using ArcGIS and SaTScan software. …”
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Effect of experimental and clinical pain on the spatial distribution of muscle activity: a systematic review and meta-analysis by Guillermo Mendez-Rebolledo, Ignacio Orozco-Chavez, Joaquín Salazar-Méndez, Juan Morales-Verdugo, Eduardo Martinez-Valdes

“…Accordingly, this study systematically evaluates the scientific evidence on alterations in the spatial distribution of muscle activity, quantified by shifts in the center of activity of high-density surface electromyography (HD-sEMG) signals, under experimental and clinical pain conditions.MethodsA comprehensive database search was conducted from inception to June 6, 2025. …”
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Radon survey in Chelyabinsk Oblast, Russia, in 2008–2011. Analysis of spatial variability of indoor radon concentration by A. M. Marennyy, D. V. Kononenko, A. E. Trufanova

“…An extensive radon survey was conducted in 2008-2011 in the framework of the Federal target program on the territory of 29 districts of Chelyabinsk Oblast. …”
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DEPDet: A Cross-Spatial Multiscale Lightweight Network for Ship Detection of SAR Images in Complex Scenes by Jing Zhang, Fan Deng, Yonghua Wang, Jie Gong, Ziyang Liu, Wenjun Liu, Yinmei Zeng, Zeqiang Chen

“…Finally, we introduce partial convolution to construct a lightweight detection head module PCHead, which can be employed to extract spatial features with greater efficiency. The publicly available SAR ship datasets, SAR Ship Detection Dataset and High-Resolution SAR Image Dataset, are employed for the purpose of conducting experiments. …”
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Le faux miroir de l’objectif : enquête sur la fabrication des données spatiales by Marvin Freyne

“…The following article deals with the production of spatial data by using drones and satellites with a particular emphasis on the civil and humanitarian sphere. …”
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Spatial transcriptomics reveals unique metabolic profile and key oncogenic regulators of cervical squamous cell carcinoma by Limin Zhou, Jiejie Liu, Peipei Yao, Xing Liu, Fei Chen, Yu Chen, Li Zhou, Chao Shen, You Zhou, Xin Du, Junbo Hu

“…To delve deeper into the understanding of CSCC development, our research focused on analyzing the tumor microenvironment and metabolic characteristics across different regions of tumor tissue. Methods Utilizing spatial transcriptomics (ST) sequencing technology, we conducted a study on FFPE (formalin-fixed paraffin-embedded) tumor samples from CSCC patients. …”
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Spatial variability in soil physicochemical properties across forest disturbances in the different forest divisions of Jharkhand, India by Shambhu Nath Mishra, S. Sivaranjani, Pramod Chandra Lakra, Shachi Pandey, Sanoj Kumar Patel, Vijender Pal Panwar

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R-MLGTI: A Grid- and R-Tree-Based Hybrid Index for Unevenly Distributed Spatial Data by Yuqin Li, Jining Yan, Xiaohui Huang, Xiangyou He, Ze Deng, Yunliang Chen

“…In recent years, with the development of sensor technology, the volume of spatial data has grown exponentially. However, this data is often unevenly distributed, and traditional indexing methods cannot predict the overall data distribution when data are continuously inserted into the database. …”
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Spatial variation of intimate partner violence and its public health implication: a cross-sectional study by Abisola Esther Babatope, Demilade Olusola Ibirongbe, Idowu Peter Adewumi, Damola Olanipekun Ajisafe, Oluwafunbi Ajoke Fadipe, Gbenga Omotade Popoola, Kayode Olayiwola Adepoju, Oluyemi Adewole Okunlola

“…Descriptive and inferential analyses were carried out on the data using Microsoft Excel dashboards, spatial map and random-intercept logistic regression. …”
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Spatial Information of Somatosensory Stimuli in the Brain: Multivariate Pattern Analysis of Functional Magnetic Resonance Imaging Data by In-Seon Lee, Won-mo Jung, Hi-Joon Park, Younbyoung Chae

“…., multiclass versus binary classification) on patterns of brain activity encoding spatial information of body parts have not yet been studied. …”
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