Sustainability indicators in high entropy alloy design: an economic, environmental, and societal database by Stéphane Gorsse, Théo Langlois, An-Chou Yeh, Matthew R. Barnett

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Genetic Identification of Lamprey Genera and Anadromous Ecotypes in Watersheds of the Northeastern Pacific Ocean by G. S. Silver, R. T. Lampman, N. Percival, N. Timoshevskaya, J. J. Smith, K. T. Bentley, J. Wade, S. R. Narum, J. E. Hess

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A Guide for Developing Demo‐Genetic Models to Simulate Genetic Rescue by Julian E. Beaman, Katie Gates, Frédérik Saltré, Carolyn J. Hogg, Katherine Belov, Kita Ashman, Karen Burke daSilva, Luciano B. Beheregaray, Corey J. A. Bradshaw

“…We then use a case study of threatened Australian marsupials to demonstrate that published genetic data can be used in one or all stages of model development and application, including parameterization, calibration, and validation. …”
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The governance of federated learning: a decision framework for organisational archetypes by Tom Barbereau, Joaquin Delgado Fernandez, Sergio Potenciano Menci

“…Consequently, organisational issues of governance might arise and hinder its adoption in both competitive and collaborative markets for data. In particular, the question of how to govern FL applications is recurring for practitioners. …”
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The salivary gland mRNA and protein datasets after diapause of the soybean hawkmoth, Clanis bilineata tsingtauica by Yehua Li, Feiyang Ji, Pengjun Zhang, Tingting Xiao

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Anticipating climate change-related mobility in Karachi and Ho Chi Minh City: lessons from a hybrid foresight approach by Aaron Martin, Boukje Kistemaker, Beth Allen, Bryan Jones

“…The innovative approach employed within this project offers valuable insights on foresight exercise design choices and their implications for effective stakeholder engagement, as well as the applicability and transferability of insights in support of policymaking. …”
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FAIR-Compliant Database for Soil Erosion Studies: The Marganai Forest Experiment by Filippo Giadrossich, Ilenia Murgia, Enrico Guastini, Antonio Ganga, Simone Di Prima, Laura Chessa, Raffaella Lovreglio, Roberto Scotti

“…The database, produced using NFS-DataDocumentationProcedure, is stored in an SQLite file, extensively exploiting the relational properties of the engine, enhancing data accessibility, interoperability and reusability.…”
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Identifying Cocoa Flower Visitors: A Deep Learning Dataset by Wenxiu Xu, Saba Ghorbani Barzegar, Dong Sheng, Manuel Toledo-Hernández, ZhenZhong Lan, Thomas Cherico Wanger

“…New embedded hardware and AI-based data analysis is advancing information on cocoa flower visitors, their identity and implications for yields. …”
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MUSeg: A multimodal semantic segmentation dataset for complex underground mine scenes by Shiyan Li, Qingqun Kong, Xuan Gao, Fangzhen Shi, Lianghui Li, Qi Zhang, Penghao Wang, Kehu Yang

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SDUST2023GRA_MSS: the new global marine gravity anomaly model determined from mean sea surface model by Jinyun Guo, Xuyang Wei, Zhen Li, Yongjun Jia, Xiaotao Chang, Xin Liu

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Paraly: An (annotated) dataset for exploring the concept of paralysis (fr. ‘paralysie’) in a digital corpus of French LiteratureMADATA by Daniela Kuschel, Renat Shigapov

“…A multilabel classifier was then trained using the annotated data and the flair-library, and an application with a graphical user interface was deployed at Hugging Face. …”
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Targeted Metabolomics in the REasons for Geographic and Racial Differences in Stroke (REGARDS) Study by Zsuzsanna Ament, Naruchorn Kijpaisalratana, Varun M. Bhave, Catharine A. Couch, Ana-Lucia Garcia Guarniz, Amit Patki, Mary Cushman, Suzanne E. Judd, M. Ryan Irvin, W. Taylor Kimberly

“…This dataset includes 2,377 baseline plasma samples collected between 2003 and 2007 from a stroke case-cohort sub-study, with 1,056 randomly selected cohort participants and 1,321 stroke cases. The resulting data provides a resource for investigating metabolic profiles and their potential implications for health outcomes and disparities.…”
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Deep learning-based reconstruction of monthly Antarctic surface air temperatures from 1979 to 2023 by Ziqi Ma, Jianbin Huang, Xiangdong Zhang, Yong Luo, Tingfeng Dou, Minghu Ding

“…Abstract Gridded surface air temperature (SAT) data for Antarctica is a crucial foundation for studying climate change in the region. …”
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Multi-dimensional Dataset of Stress Measurements based on Performance, Behavioural, and Perceptual Indicators by Ainhoa Apraiz, Graziana Blandino, Ali Tarhini, Pedro Pratas, Abdullah Al Noman, Hien Ngoc Nguyen, Ganix Lasa, Francesca Montagna

“…In this context, the NO-STRESS project aims to combine objective and subjective data collected during task execution to explore causes of work-related stress and propose solutions to mitigate them. …”
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Chromosome-level genome assembly of the small yellow croaker, Larimichthys polyactis (Perciformes: Sciaenidae) by Feng Liu, Wei Zhan, Dandan Guo, Ting Ye, Bao Lou

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KOMPSAT-3/3A Image-text Dataset for Training Large Multimodal Models by Han Oh, Dong-Bin Shin, Dae-Won Chung

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3D+t Multifocal Imaging Dataset of Human Sperm by Fernando Montoya, Andrés Bribiesca-Sánchez, Paul Hernández-Herrera, Dan Sidney Díaz-Guerrero, Ana Laura Gonzalez-Cota, Hermes Bloomfield-Gadelha, Alberto Darszon, Gabriel Corkidi

“…This collection enables detailed observation and analysis of 3D sperm flagellar motility patterns over time, offering novel insights into the capacitation process and its implications for fertility. Data were captured using a multifocal imaging (MFI) system based on an optical microscope equipped with a piezoelectric device that adjusts focus at various heights, recording sperm movement in a volumetric space. …”
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A high resolution gridded dataset for takeaway packaging waste in China by Pingda Lu, Ya Zhou, Qiuli Liu, Aiqun Guan, Zhifeng Yang

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Exploring the potentialities and challenges of deep learning for simulation and prediction of urban sprawl features by Ange Gabriel Belinga, Stéphane Cedric Tékouabou Koumetio, Mohamed El Haziti

“…Of course, this is not without major challenges, both in terms of data and models and in terms of strategic city planning policies.…”
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Genetic and Molecular Relationships Between Chronic Obstructive Pulmonary Disease and Abdominal Aortic Aneurysm: Insights from a Multi-Omics Approach by Jian Wang, Yuemeng Li, Yun Li, Jamol Uzokov, Zhaoxuan Zhang, Xiaoxu Zhang, Deying Jiang, Han Jiang, Azad Hussain, Chen Chen, Jian Zhang, Yanshuo Han

“…Single-cell sequencing data from GEO datasets were analyzed to identify differentially expressed genes. …”
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