From the Past to the Future: Unveiling the Impact of Extreme Climate on Vegetation Dynamics in Northern China Through Historical Trends and Future Projections by Yuxuan Zhang, Xiaojun Yao, Juan Zhang, Qin Ma

“…Vegetation restoration across most areas was primarily driven by short-term high temperatures and long-term precipitation patterns. Future projections under different emission scenarios (SSP245 and SSP585) suggest that extreme climate change will continue to follow historical trends. …”
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Landslide data sample augmentation and landslide susceptibility analysis in Nyingchi City based on the MCMC model by Lianchen Liu, Peiqing Wang, Libin Su, Feng Li

“…The results show that: (1) The SVM achieved 97.3% classification accuracy with the MCMC-augmented data, indicating the effectiveness of the generation method; (2) The LightGBM model trained on augmented data yielded a higher AUC value than that trained on original data; (3) The most influential factors for landslide susceptibility were distance to roads, aspect, and elevation; (4) Although there were minor differences in the susceptibility maps generated from the two datasets, their overall spatial patterns were similar. This study provides methodological insights for landslide risk assessment and disaster mitigation in resource-limited mountainous areas.…”
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Range dynamics of Anopheles mosquitoes in Africa suggest a significant increase in the malaria transmission risk by Peixiao Nie, Chunyan He, Jianmeng Feng

“…Through a unified scheme, we developed 21 species distribution models to predict the range dynamics of 21 major An. species in Africa under future scenarios and also examined their overall range dynamic patterns mainly through suitability overlap index and range overlap index. …”
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Mutualism and Dispersal Heterogeneity Shape Stability, Biodiversity, and Structure of Theoretical Plant–Pollinator Meta-Networks by Chinenye Assumpta Onyeagoziri, Henintsoa Onivola Minoarivelo, Cang Hui

“…These results highlight the pivotal role of both mutualism and spatial dispersal structure in shaping ecological networks. …”
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Deciphering the Mechanism of Better Predictions of Regional LSTM Models in Ungauged Basins by Qiang Yu, Liguang Jiang, Raphael Schneider, Yi Zheng, Junguo Liu

“…Furthermore, the findings indicate consistent spatial patterns and attribute distributions of enhanced catchments, as well as the notable improvement in reproducing low flow‐related hydrological signatures.…”
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Development of three-dimensional forward modeling and observation device for leakage electric field in the process of foundation pit pumping test. by Yufeng Chen, Hui Chen, Jiayong Yan, Yuexin You, Suiming Liu

“…This system employs current injection through groundwater observation wells while monitoring surface potential distribution patterns during dewatering processes, enabling rapid localization of leakage points. …”
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An algorithm of unordered wavefront propagation in terahertz phase retrieval with dense multiplane data acquisition by E.G. Tsiplakova, A. Chopard, N.S. Balbekin, O.A. Smolyanskaya, J.-B. Perraud, J.-P. Guillet, P. Mounaix, N.V. Petrov

“…Iterative phase retrieval algorithms from multiple diffraction patterns in the terahertz (THz) frequency range are a promising tool of computational imaging capable of providing high spatial resolution of reconstructed phase images. …”
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Evolution of dengue disease and entomological monitoring in Santa Cruz, Bolivia 2002 - 2008. by Philippe Brémond, Yelin Roca, Simone Frédérique Brenière, Annie Walter, Zaira Barja-Simon, Roberto Torres Fernández, Jorge Vargas

“…Here, we analyze these data and describe dengue patterns over 6 years (2002-2008), highlighting the spatial distribution of patients and vectors.…”
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Loss of polycystin-1 inhibits Bicc1 expression during mouse development. by Peiwen Lian, Ao Li, Yuan Li, Haichao Liu, Dan Liang, Bo Hu, De Lin, Tang Jiang, Gilbert Moeckel, Dahui Qin, Guanqing Wu

“…To this end, we generated a polyclonal antibody against Bicc1 and examined its spatial and temporal expression patterns during mouse embryogenesis and organogenesis. …”
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Assessing the Use of Electrical Resistivity for Monitoring Crude Oil Contaminant Distribution in Unsaturated Coastal Sands Under Varying Salinity by Margaret A. Adeniran, Michael A. Oladunjoye, Kennedy O. Doro

“…The crude oil migration patterns varied with porewater salinity as higher salinity enhanced the crude oil retention at shallow depth. …”
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Research on Multi-Step Prediction of Pipeline Corrosion Rate Based on Adaptive MTGNN Spatio-Temporal Correlation Analysis by Mingyang Sun, Shiwei Qin

“…Then, a dynamic adjacency matrix is adaptively learned to capture hidden spatial dependencies, while temporal convolution modules extract multi-scale temporal patterns, and the node sequences with integrated corrosion features are input into the adaptive MTGNN for prediction. …”
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Exploring restoration efforts from a social lens: statistical models reveal relationships between salmon habitat restoration efforts and ecological and social characteristics of th... by Brittany D King, Robert Fonner

“…We also estimated the specified models using data from other populated drainage basins in the region and found corroborating results for some patterns revealed in the Puget Sound basin. Our results provide insight for consideration when planning future restoration effects. …”
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An adaptive spatiotemporal dynamic graph convolutional network for traffic prediction by Zhiguo Xiao, Qi Shen, Changgen Li, Dongni Li, Qian Liu

“…However, the complex spatiotemporal characteristics of transportation networks pose significant challenges to precisely capturing their dynamic patterns. Existing methods predominantly rely on predefined static adjacency matrices and employ separate processing of spatial and temporal features, failing to adequately explore the intrinsic coupling relationships between them. …”
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Assessing the impacts of mitigation and geoengineering intervention scenarios on Earth system dynamics and climatological variability with multimodal simulations by Bradley A. Gay, Lukas Mandrake, Kimberley R. Miner, Charles E. Miller

“…Despite capturing significant departures in Tsurf, P, and [CH₄], replicating historical P teleconnections and spatial patterns of warming remained a challenge. …”
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User Trajectory Prediction in Cellular Networks Using Multi-Step LSTM Approaches: Case Study and Performance Evaluation by Iskandar, Hajiar Yuliana, Hendrawan, Adriel Timoteo, Fabian Rafinanda Benyamin, Naufal Bhanu Anargyarahman

“…While LSTM excels in capturing sequential temporal patterns, Transformer introduces multi-head attention mechanisms to model complex spatial and temporal dependencies, filling a significant research gap in trajectory prediction. …”
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Spatiotemporal Evolution of Air–Sea CO₂ Flux in the South China Sea and Its Response to Environmental Factors by Ying Chen, Hui Zhao, Hui Gao

“…This research analyzes the spatial and temporal patterns of air–sea CO₂ flux across four typical regions of the SCS: the northern SCS, western SCS, SCS basin, and northeastern SCS. …”
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Genetic micro-epidemiology of malaria in Papua Indonesia: Extensive P. vivax diversity and a distinct subpopulation of asymptomatic P. falciparum infections. by Zuleima Pava, Rintis Noviyanti, Irene Handayuni, Hidayat Trimarsanto, Leily Trianty, Faustina H Burdam, Enny Kenangalem, Retno A S Utami, Yusrifar K Tirta, Farah Coutrier, Jeanne R Poespoprodjo, Ric N Price, Jutta Marfurt, Sarah Auburn

“…These findings highlight the need for complimentary new surveillance strategies to identify transmission patterns that cannot be detected with traditional malariometric methods.…”
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Deep learning-based text generation for plant phenotyping and precision agriculture by Li Zhu, Long Tang, Shan Ren, Shan Ren

“…A hybrid generative model is used to capture complex spatial and temporal phenotypic patterns. A biologically-constrained optimization strategy is employed to improve both prediction accuracy and interpretability. …”
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METHODICAL APPROACHES TO THE ASSESSMENT OF THE IMPACT OF THE QUALITY OF TRANSFORMATION PROCESSES ON THE DEVELOPMENT OF THE FINANCIAL SECTOR by О. Baranovskyi, I. Boiarko, T. Zlunitsyna

“…An adequate methodical toolkit is proposed, which will allow to assess the potential of the domestic financial sector, to identify the patterns of transformation processes, and also to assess the impact of their quality on the functioning of financial intermediaries and to propose appropriate mechanisms for ensuring their further development. …”
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Biodiversity characteristics of large forest plots in Qinghai area of Qilian Mountain National Park by WANG Dinghui, SUONAN Cairang, YU Hongyan, DU Yangong

“…[Objective] Long-term monitoring of plant community dynamics in large forest plots helps reveal the spatial patterns and underlying mechanisms that sustain species diversity. …”
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