Data management in balance – a decade of balancing pragmatism, sustainability and innovation at plant research center IPK Gatersleben by Schüler Danuta, Lange Matthias, Altmann Thomas, Cuacos Maria, Arend Daniel, D’Auria John Charles, Fiebig Anne, Kumlehn Jochen, Neumann Kerstin, Melzer Michael, Rey-Mazón Elena, Rolletschek Hardy, Scholz Uwe, Willner Evelin, Reif Jochen C.

“…Under the leadership of a team of data stewards, a research data infrastructure, process landscape, capacity building, and governance structures were successfully established. …”
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Pharmacovigilance in the digital age: gaining insight from social media data by Fan Dong, Wenjing Guo, Jie Liu, Tucker A. Patterson, Huixiao Hong

“…However, the unstructured nature of social media content presents challenges in data analysis, including variability and potential biases. …”
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Generative AI Models in Time-Varying Biomedical Data: Scoping Review by Rosemary He, Varuni Sarwal, Xinru Qiu, Yongwen Zhuang, Le Zhang, Yue Liu, Jeffrey Chiang

“…MethodsWe surveyed peer-reviewed papers on generative AI models with specific applications to time-series health data. Our search included single- and multimodal generative AI models that operated over structured and unstructured data, physiological waveforms, medical imaging, and multi-omics data. …”
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Application of Data Mining Methods in the Design and Creation of New Products and Services by A. A. Bryzgalov, E. V. Yaroshenko

“…If you use unstructured data, you can consider other methods for extracting knowledge described in this article.Conclusion. …”
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Market and cadastral data comparison for the real estate market value forecasting by M. B. Laskin, P. A. Cherkesova

“…Another aspect that determines the actuality of the study is the discrepancy between well-structured cadastral databases and market data dispersed between different owners of information resources, and the unstructured nature of market data, which in most cases is focused on advertising, rather than on analytical market research.Materials and methods. …”
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GARFIELD, a toolkit for interpreting ultrafast electron diffraction data of imperfect quasi-single crystals by Alexander Marx, Sascha W. Epp

“…The analysis of ultrafast electron diffraction (UED) data from low-symmetry single crystals of small molecules is often challenged by the difficulty of assigning unique Laue indices to the observed Bragg reflections. …”
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Survey on user’s mobility behavior modelling in urban environment by Fengli XU, Yong LI

“…Urban environment has become a typical scenario for areas of mobile communication,transportation scheduling,disease controlling and so on,and modelling user’s mobility behavior plays an important role in these key applications.The research development in this area was combed and summarized,which provided a literature review for related works.Firstly,the main challenges in urban mobility modelling were discussed as well as the corresponding key scientific problems,which included mobility data augmentation,urban structure-aware mobility behavior discovering,multi-scale mobility behavior prediction and mobility data privacy protection.Furthermore,according to these key scientific problems,the recent developments and up-to-date scientific output in this area were summarized,which paved the way for future research.…”
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Practice on data application and security protection in the field of natural resources in Beijing under the digital intelligence transformation by WEI Lili, GU Jin, WANG Jing

“…Finally, the implementation path of Beijing in improving the efficiency of natural resources data application and ensuring data security was presented, and further optimization ideas for natural resources data management and security protection were explored from the perspectives of organizational structure, institutional norms, and technical support.…”
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Practice on data application and security protection in the field of natural resources in Beijing under the digital intelligence transformation by WEI Lili, GU Jin, WANG Jing

“…Finally, the implementation path of Beijing in improving the efficiency of natural resources data application and ensuring data security was presented, and further optimization ideas for natural resources data management and security protection were explored from the perspectives of organizational structure, institutional norms, and technical support.…”
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Evaluating suitability of regression models in small data regimes using concrete with recycled copper tailings as a case study by Ahed Habib, Samer Barakat, Samir Dirar, Salah Al-Toubat, Zaid A. Al-Sadoon

SYNTHETIC HISTOPATHOLOGY LYMPHOCYTE IMAGES AUGMENTATION USING CONDITIONAL GENERATIVE ADVERSARIAL NETWORKS by Alexandra-Georgiana ANDREI, Bogdan IONESCU

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An efficient and high-performance WSNs restoration algorithm for fault nodes based on FT in data aggregation scheduling by Cheng Li, Guoyin Zhang

“…In wireless sensor networks(WSNs), data aggregation effectively reduces network traffic, thereby reducing energy consumption and improving network life cycle. …”
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A Comprehensive Review: Molecular and Genealogical Methods for Preserving the Genetic Diversity of Pigs by Vladimir Margeta, Dubravko Škorput, Ivona Djurkin Kušec, Zlata Kralik, Goran Kušec, Kristina Gvozdanović

“…To reduce possible errors, it is necessary to combine genealogical data with molecular data. An integrated approach using genealogical and molecular data leads to the optimization of breeding programs while controlling the inbreeding that can occur within the population of domestic animals. …”
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Integration of data sets for modelling gender violence and perception of insecurityZenodo by Sandra Lucía Hernández Zetina, Ana Belén Anquela Julián, Ángel Esteban Martín Furones, Carlos Martinez Montes, Santos Fernández Noguerol

“…The collection includes quantitative and qualitative variables obtained and processed from open data, georeferenced publications from a social media platform, and points located through participatory mapping sessions.The data is structured in raw format, organized by country and city, and categorized according to the data source used while processing, which allows unrestricted access with most data analysis software and it does not depend on specific licenses. …”
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A Hybrid Regression–Kriging–Machine Learning Framework for Imputing Missing TROPOMI NO₂ Data over Taiwan by Alyssa Valerio, Yi-Chun Chen, Chian-Yi Liu, Yi-Ying Chen, Chuan-Yao Lin

“…As the first RK–ML application for TROPOMI data in Taiwan, this study establishes a regional benchmark and offers a transferable methodology for satellite data imputation. …”
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Whole genome sequencing and structural variations provide insights into the body size traits of Hu sheep by Xin Xiang, Yujiao Guo, Liran Zhao, Wei Gao, Mao Li, Pengju Zhao, Zhengguang Wang

“…A total of 9.53 T of high-quality sequencing data was generated. After quality controlled, Q30 range of clean reads was 86.76% to 95.46%, and GC range was 41.52% to 44.48%. …”
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Correction: A global dataset of tree hydraulic and structural traits imputed from phylogenetic relationships by James Knighton, Pablo Sanchez-Martinez, Leander Anderegg

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A structured-illumination reflectance imaging dataset for woody breast assessment of broiler meatZenodo by Yuzhen Lu, Hamed Sardari

“…An image dataset was created to assess WB conditions in broiler breast fillets using structured-illumination reflectance imaging (SIRI) as a non-destructive, objective means for WB assessment. …”
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An open-access lumbosacral spine MRI dataset with enhanced spinal nerve root structure resolution by Jionghui Liu, Wenqi Zhang, Yuxing Zhou, Linhao Xu, Ying-Hua Chu, Fumin Jia

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Supply Chain Data Governance Optimization Based on Fuzzy DEMATEL-ISM by Yaoxi Liu, Jinyu Wei, Xiaoxuan Wang

“…This study aims to clarify the mechanism of supply chain data governance structure and solve the data governance challenges faced by the whole supply chain, in order to promote the sustainable development of supply chain data governance ecosystem and realize the value-added of supply chain. …”
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