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. …”

Data Fusion and Dimensionality Reduction for Pest Management in Pitahaya Cultivation by Wilson Chango, Mónica Mazón-Fierro, Juan Erazo, Guido Mazón-Fierro, Santiago Logroño, Pedro Peñafiel, Jaime Sayago

“…This study addresses the critical need for effective data fusion strategies in pest prediction for pitahaya (dragon fruit) cultivation in the Ecuadorian Amazon, where heterogeneous data sources—such as environmental sensors and chlorophyll measurements—offer complementary but fragmented insights. …”
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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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An innovative Data sharing and Visualisation Tool (DAVIT) to improve domestic abuse data insight and multi-agency collaborations: An explorative study of acceptability, relevance a... by N. Gityamwi, M. Toma, C. Bertoncin, S. Dicerto, O. Lapite, J. Armes

“…A clear data governance structure and data sharing framework will help the implementation of DAVIT.…”
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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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A Survey of Holistic Approaches for Distributed Database Systems: From Conceptual Model to Deployment by Goncalo Carvalho, Jorge Bernardino, Bruno Cabral, Vasco Pereira

“…Database modeling defines the logical design, structure, and specifications for data storage and access within a DataBase Management System (DBMS), a core component of any Information System (IS). …”
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Quantum Data-Driven Modeling of Interactions and Vibrational Spectral Bands in Cationic Light Noble-Gas Hydrides: [He₂H]⁺ and [Ne₂H]⁺ by María Judit Montes de Oca-Estévez, Álvaro Valdés, Rita Prosmiti

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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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Information and informational provision in 21st century: megatrends and path of development by D. V. Firsov

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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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A Qualitative Study of Researchers Perspective on the Use and Risks of Open Government Data by Emigawaty Emigawaty, Dinda Sukmaningrum, Wiji Nurastuti

“…Using qualitative method with structured interviews, this study involved five potential researchers who actively used open data between May and August 2023. …”
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Integrated GNSS and InSAR Analysis for Monitoring the Shoulder Structures of the MOSE System in Venice, Italy by Massimo Fabris, Mario Floris

“…GNSS data were collected from 36 continuous GNSS (CGNSS) stations located at the corners of the emerged shoulder structures in the Treporti, San Nicolò, Malamocco, and Chioggia barriers. …”
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