Research on Data-driven PET-CT Gating Imaging Method by XU Shidong1, 2, 3, 4, SUN Xiaoli1, 3, 4, , LIU Shuangquan1, 3, 4, ZHENG Yushuang1, 3, 4, LI Mohan1, 3, 4, WEI Cunfeng1, 2, 3, 4

“…An improved data-driven gating method, partial data principal component analysis (PD-PCA), which optimizes the gating signal extraction approach and preprocesses the raw data was proposed. …”

Investigating the Relationship between Financialization and Long-Term Use of Short-Term Debt by Seyed Reza Seyed Nezhad Fahim

“…To explore the relationships among the variables, multiple linear regression analysis was conducted. The data were collected from firms' financial reports, the Codal system, and other reliable financial sources. …”
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A Review of Data for Compound Drought and Heatwave Stress Impacts on Crops: Current Progress, Knowledge Gaps, and Future Pathways by Ying Li, Ketema Zeleke, Bin Wang, De-Li Liu

“…These datasets include laboratory experiments, field trials, Earth system observations, statistical records, and model simulations. By employing a structured and integrative approach, this review aims to facilitate efficient data access and utilization for researchers. …”
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How to use relevant data for maximal benefit with minimal risk: digital health data governance to protect vulnerable populations in low-income and middle-income countries by Nicki Tiffin, Asha George, Amnesty Elizabeth LeFevre

“…The potential benefits of strengthening health systems and improving health outcomes through the digital health environment thus come with a concomitant need to implement strong data governance structures and ensure the ethical use and reuse of individuals’ data collected through digital health programmes. …”
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Core socioDemographic data variables in ICU Trials (CoDe-IT): a protocol for generating core data variables using a Delphi consensus process by Sangeeta Mehta, Srinivas Murthy, Karen E A Burns, Kirsten Fiest, John C Marshall, Fatima Sheikh, Alya Heirali, Karla D Krewulak, Katie O'Hearn, Kristine Russell, Scotty Kupsch, Christina Maratta

“…Introduction Sociodemographic variables influence health outcomes, either directly (ie, gender identity) or indirectly (eg, structural/systemic racism based on ethnoracial group). …”
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Challenges and opportunities for real-world evidence in clinical oncology—a view from the UK: proceedings of a national workshop by M. Craddock, C. Dempsey, D. Abdulwahid, J.P.C. Baldwin, K. Banfill, A. Carver, A. Chaturvedi, S. Cheeseman, G.W. Cowell, M. Daly, A. Dekker, S.R. Dubash, S. Duffield, I. Fornacon-Wood, M.A.C. Garcia, P. Goodley, H. Green, R.J. Holley, S. Ingram, S. Jones, J. Kennedy, A. Lighterness, C.K. McGarry, O. McLaughlin, R. Mir, B.W. Papiez, D.E.J. Snelling, S. Theophanous, S. Warren, K. Zucker, G. Price, C. Faivre-Finn

“…Despite issues of perceived poor data quality and the prevalence of unstructured data, 92% of survey respondents recognised the potential of RWD to provide novel evidence. …”
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589 Who you gonna call? The Data Group: Creating a team and process for responding to evolving data needs of a limited health benefits program by Danielle Stollar, Albeliz Santiago-Colón, Kendra Smith, Nicholas Chovancek, Ruiling Liu, Kevin Pressley, Rachael Shaw

“…These activities generate an abundance of administrative and surveillance data. The Data Group was formed to establish structures and processes that would be adaptable and efficient in leveraging these data. …”
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Quick-MIMIC: A Multimodal Data Extraction Pipeline for MIMIC with Parallelization by Yutao Dou, Wei Li, Yangtao Zheng, Xiaojun Yao, Huanxiang Liu, Albert Y. Zomaya, Shaoliang Peng

“…Our method can fully integrate different data structures into a time-series table, including structured, semi-structured, and unstructured data. …”
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SP-LCC — a dataset on the structure and properties of lignin-carbohydrate complexes from hardwood by Marie Alopaeus, Matthias Stosiek, Daryna Diment, Joakim Löfgren, MiJung Cho, Jarl Hemming, Teija Tirri, Andrey Pranovich, Patrik C. Eklund, Davide Rigo, Mikhail Balakshin, Chunlin Xu, Patrick Rinke

“…The resulting database, termed SP-LCC, includes structural information extracted from nuclear magnetic resonance measurements (NMR) and data on the molar mass distribution, antioxidant activity, glass transition temperature, thermal degradation, and surface tension. …”
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A global dataset of tree hydraulic and structural traits imputed from phylogenetic relationships by James Knighton, Pablo Sanchez-Martinez, Leander Anderegg

“…Abstract We present a dataset of plant hydraulic and structural traits imputed for 55,779 tree species based on TRY plant trait dataset observations and phylogenetic relationships. …”
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Dataset exploring the atomic scale structure and ionic dynamics of polyanion sodium cathode materials by Martin Hoffmann Petersen, Jin Hyun Chang, Arghya Bhowmik, Juan Maria García Lastra

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A dataset for surface defect detection on complex structured parts based on photometric stereo by Lin Wu, Yu Ran, Li Yan, Yixing Liu, You Song, Dongran Han

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Band structure database of layered intercalation compounds with various intercalant atoms and layered hosts by Naoto Kawaguchi, Kiyou Shibata, Teruyasu Mizoguchi

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China’s social fake news database release with brain structural, functional, and behavioural measures by Wanting Chen, Jia Shi, Qinghua He

“…The dataset includes T1 structural, resting-state, and task-based fMRI data from 43 college students, capturing brain activity during tasks involving sharing news and assessing its accuracy. …”
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NEBULA101: an open dataset for the study of language aptitude in behaviour, brain structure and function by Alessandra Rampinini, Irene Balboni, Olga Kepinska, Raphael Berthele, Narly Golestani

“…The NEBULA101 dataset offers brain structural, diffusion-weighted, task-based and resting-state MRI data, alongside extensive linguistic and non-linguistic behavioural measures to explore the complex interaction of language and cognition in a highly multilingual sample. …”
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MicroGlycoDB: A database of microbial glycans using Semantic Web technologies by Sunmyoung Lee, Louis-David Leclercq, Yann Guerardel, Christine M. Szymanski, Thomas Hurtaux, Tamara L. Doering, Takane Katayama, Kiyotaka Fujita, Kazuhiro Aoki, Kiyoko F. Aoki-Kinoshita

“…We have developed a MicroGlycoDB database to provide integrated glycan information on important model microorganisms. The data is described using Semantic Web Technologies, which allow microbial glycan data to be represented in a structured format accessible by machines, thus facilitating data sharing and integration with other resources that catalog features such as pathways, diseases, or interactions. …”
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Global Open Research Commons: Creating an International Model for Improved Interoperability and Collaboration by Andrew Treloar, Charles Joseph Woodford

“…In response to the global movement to implement national and cross-national or global commons, a Research Data Alliance (RDA) Interest Group was formed to work towards a community-developed typology for describing research commons. …”
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Navigae : un outil polyvalent pour valoriser et visualiser les données géographiques patrimoniales by Shadia Kilouchi, Julien Homo, Kevin Darty

“…It makes it possible to access and visualize digital data from research structures or libraries, according to query and cartographic visualization modes. …”
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Stratégies des Premiers Peuples au Canada concernant les données numériques : décolonisation et souveraineté by Karine GENTELET, Alexandra BAHARY-DIONNE

“…We present various observations that we believe would support the idea that First Peoples’ digital strategies that are based on traditional epistemologies and informational control structures would make it possible to implement a decolonized governance of the digital data that concerns them. …”
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Research data use in a digital society: a deliberative public engagement by Kim McGrail, Jack Teng, Colene Bentley, Kieran O'Doherty, Michael Burgess

“…Participants discussed whether data from electronic medical records should be used for research purposes, whether it is acceptable to combine data from public and private sources, who should authorise its use in research, and how a public advisory group on data use might be structured. …”
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