Quantifying Urban Vitality in Guangzhou Through Multi-Source Data: A Comprehensive Analysis of Land Use Change, Streetscape Elements, POI Distribution, and Smartphone-GPS Data by Hongjin Chen, Jingyi Ge, Wei He

“…However, existing studies often rely on single-source data or subjective evaluation methods, making it challenging to comprehensively and objectively capture the spatial-temporal characteristics of urban vitality. …”
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A Multi-Level SAR-Guided Contextual Attention Network for Satellite Images Cloud Removal by Ganchao Liu, Jiawei Qiu, Yuan Yuan

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Adversarial learning network for multi-source change detection in built-up areas: integrating VHR RGB and multispectral imagery by Amel Oubara, Falin Wu, Guoxin Qu, Reza Maleki, Gongliu Yang

“…The existing deep learning (DL) methods often focus on single-source images, such as very high-resolution (VHR) RGB images, but struggle due to the limited spectral information and imaging inconsistencies within them. …”
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Deep learning-based automated classification of choroidal layers in en face swept-source optical coherence tomography images by Je Moon Yoon, Ji Young Lim, Hoon Noh, Seung Wan Nam, Jee-Hyong Lee, Don-Il Ham

“…Methods A cohort of 117 healthy subjects (117 eyes), underwent SS-OCT volume scans covering a 12 × 9 mm range. …”
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Multi-source data fusion-based knowledge transfer for unmanned aerial vehicle flight data anomaly detection and recovery by Lei Yang, Shaobo Li, Liya Yu, Caichao Zhu, Congbao Wang

“…Then, the model is fine-tuned using limited training samples in the target domain through model-based transfer learning method and is evaluated using test data of the target domain. …”
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Source dynamics and environmental risk of street dust as a vector of human exposure to potentially toxic elements in Istanbul, Türkiye by Tuna Öncü, Mehmet Metin Yazman, Fikret Ustaoğlu, Elena Hristova, Bayram Yüksel

“…Using geochemical and statistical methods, this study aimed to investigate the concentrations, spatial distribution, ecological risks, sources, and associated health risks of selected PTEs (Al, As, Cd, Co, Cr, Cu, Fe, Mn, Ni, Pb, Zn) in < 63 μm street dust samples collected from 29 locations across Istanbul, Türkiye. …”
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Spatiotemporal patterns of wet–dry encounters between water source and receiving areas in the South-to-North water transfer project by Yuping Han, Jinhang Li, Mengdie Zhao

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Field apple scab susceptibility of a diverse Malus germplasm collection identifies potential sources of resistance for apple breeding by David Papp, Liqiang Gao, Ranjita Thapa, Dan Olmstead, Awais Khan

“…Abstract Background Breeding for resistance to apple scab (caused by Venturia inaequalis), the most devastating fungal disease of apples, relies on genetic resources maintained in germplasm collections. Methods To identify new sources of scab resistance, we evaluated 177 Malus accessions, including 27 primary and 13 hybrid Malus species from diverse geographical origins, in an orchard at Geneva, New York. …”
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Vapor pressure deficit (VPD) downscaling based on multi-source remote sensing, in-situ observation, and machine learning in China by Mi Wang, Zhuowei Hu, Xiangping Liu, Wenxing Hou

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Self-healing graphene-based composite hydrogels for motion Sensing: Source, fabrication, and applications in assistive technologies – A review by Munasir, Aditya Prapanca, Mohamad Fikri Aliansah, Frizky Audis Paramudhita, Nuhaa Faaizatunnisa, Muhammad Naufal Ariesta, Ahmad Taufiq

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Assessing the quality of myopia prevention videos on Chinese short video platforms: a cross-sectional content analysis by source by Tao Li, Xiaodong Zhou, Kun Wang, Yulu Zhou, Meilin Li, Rong-Bin Liang, Rundong Yang

“…Content completeness was evaluated across six predefined domains. Videos were categorised by source (healthcare professionals vs non-healthcare professionals), and intergroup differences were statistically analysed.Results Of the 284 videos, 48.9% were uploaded by healthcare professionals and 51.1% by non-healthcare professionals. …”
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Facilitating comprehensive child health monitoring within REDCap - an open-source code for real-time Z-score assessments by Priyanka Mendon, Michael Witsch, Marianne Becker, Aurélie Adamski, Michel Vaillant

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Substitution of manure source and aerator in nursery media on sandy loam topsoil and their fertility indices 4 months after formulation by C. V. Adubasim, C. M. Igwenagu, G. O. Josiah, S. E. Obalum, U. M. Okonkwo, I. M. Uzoh, S. Sato

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Source apportionment, ecological and toxicological risk assessment of trace metals in agricultural soils of Wabane, South West Region, Cameroon by Guedjeo Christian Suh, Ngambu Aloysius Afahnwie, Anicet Feudjio Tiabou, Kouankap Nono Gus Djibril, Adze Rene Meniemoh, Lemnyuy Prosper Yiika

“…Methods: The soil samples were analyzed by ICP-OES (Inductively Coupled Plasma-Optical Emission Spectrometry). …”
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Characterization and source analysis of trace metal pollution in coastal shallow marine sediments, Wanning area, Hainan Island, China by Suimiao Wang, Suimiao Wang, Xianqin Wang, Xianqin Wang, Zhaofan Wang, Zhaofan Wang, Guangfei Guo, Guangfei Guo, Liang Chen, Liang Chen, Zanhui Huang, Zanhui Huang, Dinghui Fu, Dinghui Fu, Pingru Li, Pingru Li, Xiuyu Yun, Xiuyu Yun

“…Pollution levels were evaluated using the Nemero multifactor pollution index, and source apportionment was conducted through the Positive Matrix Factorization (PMF) model.ResultsThe average concentrations of As, Hg, Cu, Zn, Cd, Pb, and Cr were 11.40, 0.037, 11.36, 51.69, 0.10, 24.53, and 45.86 mg/kg, respectively, which generally comply with China’s Class I Marine Sediment Quality Standard. …”
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Sources of uncertainty in the SPITFIRE global fire model: development of LPJmL-SPITFIRE1.9 and directions for future improvements by L. Oberhagemann, L. Oberhagemann, M. Billing, W. von Bloh, M. Drüke, M. Drüke, M. Forrest, S. P. K. Bowring, J. Hetzer, J. Ribalaygua Batalla, K. Thonicke

“…We seek to augment this work with new validation methods and extend it by completing a thorough review of the theory underlying the SPITFIRE model to better identify and understand sources of modelling uncertainty. …”
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Essential aid made fully visible: understanding the proCHW financing landscape analysing accessible donor data sources by James O’Donovan, Daniel Palazuelos, Madeleine Ballard, Mallika Raghavan, Stephanie Rapp, Ash Rogers, Carla López Castañeda, Benedicte Razafinjato, Matthew French, Cleo Baskin, Sarah Lindsay, Carey Carpenter Westgate, Laura Shellaby, Rachel Hofmann, Pauline Picho Keronyai, Niloofar Ganjian, Sonia Tiedt, Diana Nambatya Nsubuga, Jude Aidam

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Swept-source optical coherence tomography features of choroidal tumors and tumor mimics: A 5-year retrospective study by Ruiheng Zhang, Yitong Li, Li Dong, Wenda Zhou, Wenbin Wei, Yueming Liu

“…Background: These lack a thorough comparison of swept-source optical coherence tomography (SS-OCT) features among different kinds of choroidal tumors and tumor mimics. …”
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A Framework for High-Spatiotemporal-Resolution Soil Moisture Retrieval in China Using Multi-Source Remote Sensing Data by Zhuangzhuang Feng, Xingming Zheng, Xiaofeng Li, Chunmei Wang, Jinfeng Song, Lei Li, Tianhao Guo, Jia Zheng

“…This study validates the effectiveness of combining multi-source RS data with auxiliary data in large-scale SM monitoring and provides new methods for improving SM retrieval accuracy and spatiotemporal coverage.…”
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A Semi-portable Enclosure to Measure Emission Rates from Small Fugitive Sources: Leaf Blower Dust Example by Dennis Fitz, David Pankratz, Sally Pederson, James Bristow

“…Emission rates were determined as a function of surface type and cleaning tool used. The method would be appropriate for many types of small fugitive dust sources.…”
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