Stress within local community on the Polish-Belarusian border – a case study of the town of Włodawa, Poland by Anisiewicz Renata, Michalski Tomasz, Brosz Maciej, Grabowski Jakub

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IFNet: An Interactive Frequency Convolutional Neural Network for Enhancing Motor Imagery Decoding From EEG by Jiaheng Wang, Lin Yao, Yueming Wang

“…IFNet first extracts spectro-spatial features in low and high-frequency bands, respectively. …”
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Le paradoxe de Lima : une réflexion sur les conséquences de la mobilité sociale des secteurs populaires by Émilie Doré

“…Drawing on two field investigations conducted in a popular neighbourhood and in a middle-class area, Émilie Doré examines the evolution of the processes of spatial segregation and racism: does the new economic situation contribute to mitigate these phenomena? …”
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Les potentialités écotouristiques dans la préfecture de Doufelgou (Togo, Afrique de l’Ouest) by Dabitora Koumantiga, Kpérkouma Wala, Komlan Batawila, Koffi Akpagana

“…This study was conducted in the cantons of Doufelgou prefecture in Northern Togo. …”
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Tumor-specific MHC-II guides anthracycline exemption and immunotherapy benefit in breast cancer by Zehao Wang, Yanhui Wang, Zhishuang Gao, Yue Zhou, Xiaoting Chen, Rui Xu, Yangsiyuan Zhao, Yi Zhang, Bingqiu Xiu, Jing Liu, Zhiming Shao, Shengmei Gu, Jingyan Xue, Jiong Wu

“…Identifying biomarkers to guide anthracycline exemption without compromising efficacy has remained an unresolved clinical challenge for decades. Methods We conducted multi-cohort spatial-omics and clinical validation integrating 345 early-stage triple-negative breast cancer (eTNBC) and 167 HER2 + breast cancer patients from Fudan University Shanghai Cancer Center (FUSCC) cohorts, alongside 150 eTNBC patients from a validation cohort. …”
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An integrative systems-biology approach defines mechanisms of Alzheimer’s disease neurodegeneration by Matthew J. Leventhal, Camila A. Zanella, Byunguk Kang, Jiajie Peng, David Gritsch, Zhixiang Liao, Hassan Bukhari, Tao Wang, Ping-Chieh Pao, Serwah Danquah, Joseph Benetatos, Ralda Nehme, Samouil Farhi, Li-Huei Tsai, Xianjun Dong, Clemens R. Scherzer, Mel B. Feany, Ernest Fraenkel

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Effects of extreme climate on agriculture in paddy field area in West Java Province (Indonesia) using multitemporal scenarios, GIS, and remote sensing by Riantini Virtriana, Tania Septi Anggraini, Kalingga Titon Nur Ihsan, Irwan Meilano, Dyah Ayu Retnowati, Agung Budi Harto, Albertus Deliar, Akhmad Riqqi, Anjar Dimara Sakti, Deni Suwardhi, Budhy Soeksmantono, Ketut Wikantika

“…One way to reduce the impact is by providing a need for information on areas affected by agricultural hazards so that it can be used for decision making in food security. This research conducts spatial modelling of agricultural hazards in rice fields integrates DEM, land cover, and precipitation data to determine flood and drought affected areas. …”
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Edge-Enhanced GCIFFNet: A Multiclass Semantic Segmentation Network Based on Edge Enhancement and Multiscale Attention Mechanism by Long Chen, Zhiyuan Qu, Yao Zhang, Jingyang Liu, Ruwen Wang, Dezheng Zhang

“…Finally, we conduct experiments using the Yinchuan dataset and the LoveDA dataset. …”
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Single-cell transcriptome sequencing reveals new epithelial-stromal associated mesenchymal-like subsets in recurrent gliomas by Jinwei Li, Shengrong Long, Yang Zhang, Shuangqi Yu, Hongyu Xu, Rui Liang, Quan Liu, Jinnan Zhang, Xiang Li, Yixin Fu, Tao Xin, Yinyan Wang

“…Functional validation was conducted using gene knockdown experiments, followed by xenograft studies. …”
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Evaluating Spatiotemporal Variation of Groundwater Depth/Level in Beijing Plain, a Groundwater-Fed Area from 2001 to 2010 by Yuyan Zhou, Weihua Xiao, Jianhua Wang, Yong Zhao, Ya Huang, Jiyang Tian, Yan Chen

“…However, few previous researches have revealed the spatial variation of groundwater level within Beijing Plain. …”
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Assessment of stable carbon isotope ratios and source characterization of aerosols in ambient PM2.5 from the Indian COALESCE network by Debajyoti Paul, Gyanesh Kumar Singh, Tarun Gupta, Abhijit Chatterjee, Binoy K Saikia, Ramya Sunder Raman, Gazala Habib, Harish Phuleria, Chandra Venkataraman

“…The δ 13C values of aerosols exhibit distinct spatial/temporal isotopic variabilities between background and polluted (urban) sites, and indicate an origin primarily from C3-biomass, fossil fuels, vehicular emission sources, etc. …”
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Multilevel Feature Cross-Fusion-Based High-Resolution Remote Sensing Wetland Landscape Classification and Landscape Pattern Evolution Analysis by Sijia Sun, Biao Wang, Zhenghao Jiang, Ziyan Li, Sheng Xu, Chengrong Pan, Jun Qin, Yanlan Wu, Peng Zhang

“…However, the complex landscape types and spatial structures of wetlands pose challenges, including interclass similarity and intraclass spatial heterogeneity, leading to the low separability of landscapes and difficulties in identifying fragmented and small objects. …”
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BinaryViT: Binary Vision Transformer for Hyperspectral Image Classification by Xiang Hu, Taolin Liu, Zhe Guo, Yuxiang Tang, Yuanxi Peng, Tong Zhou

“…Experiments conducted on seven benchmark hyperspectral datasets demonstrate the effectiveness of our approach in balancing computational efficiency and classification performance.…”
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DAKBNet: Multiscale Fusion With Dynamic Assembly Kernels and Bilateral Feature Enhancement for Land Use Classification of Remote Sensing Images by Chenke Yue, Yin Zhang, Junhua Yan, Zhaolong Luo, Yong Liu, Pengyu Guo

“…Due to the complex textures, spatial layouts, and scale variations of images, many methods solve these problems by ignoring the bias between low-level and high-level features caused by multiple semantic information associated with each pixel and the effectiveness of multiscale fusion. …”
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Geoelectric Joint Inversion for 3D Imaging of Vineyard Ground by Nicola Lopane, Matteo Albéri, Alessio Barbagli, Enrico Chiarelli, Tommaso Colonna, Fabio Gallorini, Enrico Guastaldi, Fabio Mantovani, Dario Petrone, Silvio Pierini, Kassandra Giulia Cristina Raptis, Virginia Strati

“…The joint inversion produced a high spatial resolution 3D resistivity model with a density of 20.21 data/m³. …”
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Schemes of multi-parameter stations in the Bering and Chukchi Seas and North Pacific made in research cruises of TINRO (1986–2019) by A. F. Volkov

“…Spatial distribution of stations made in research expeditions conducted by Pacific Res. …”
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RSNet: Compact-Align Detection Head Embedded Lightweight Network for Small Object Detection in Remote Sensing by Qing Dong, Tianxin Han, Gang Wu, Baiyou Qiao, Lina Sun

“…To preserve features during spatial downsampling, we introduce the Adaptive Downsampling module (ADown), which effectively balances computational efficiency with semantic retention. …”
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Spatiotemporal characteristics and interactive effect between ecology and economy in forest ecological protection area: conflict or coordination? by Yilin Zhang, Xiangli Wu, Zhixuan Xue, Xi Wang

“…However, certain ecological indicators, such as the normalized difference vegetation index (NDVI), showed conflicting interactions with EDQ. From the spatial and correlation differentiation between the two qualities, there was spatial heterogeneity in the 9 protection areas. …”
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Incorporating Community Knowledge Into Analysis of Air Quality Monitoring Network Data by R. Gardner‐Frolick, S. Jain, N. Martinussen, S. Chambliss, D. Jackson, N. Zimmerman, A. Giang

“…Abstract We conducted a pilot study to explore methods of incorporating qualitative community knowledge into quantitative assessment of temporal and spatial air quality patterns in a neighborhood in Vancouver, British Columbia. …”
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Spatiotemporal Evolution of Precipitation Concentration in the Yangtze River Basin (1960–2019): Associations with Extreme Heavy Precipitation and Validation Using GPM IMERG by Tao Jin, Yuliang Zhou, Ping Zhou, Ziling Zheng, Rongxing Zhou, Yanqi Wei, Yuliang Zhang, Juliang Jin

“…Key methods include Mann–Kendall trend tests for detecting changes, Hurst exponents for persistence, Pettitt detection for abrupt shifts, random forest modeling to assess atmospheric teleconnections, and hot spot analysis for spatial clustering. Results show a significant basin-wide decrease in PCID, driven by increased frequency of small-to-moderate rainfall events, with strong spatial synchrony to extreme heavy precipitation indices. …”
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