A continuous multi-night sleep database for exploring sleep structure similarity by Shaofei Ying, Junze Fu, Lin Wang, Haokai Zhang, Yue Yu, Hongqiong Wang, Jiaxin Xie, Tiejun Liu

“…Abstract The sleep structure of healthy adults varies across continuous nights but exhibits periodicity and regularity. …”
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A comprehensive dataset of therapeutic peptides on multi-function property and structure information by Baichuan Xiao, Yixiang Zhou, Long Zhao, Haodong Huang, Xuwen Fei, Yong-Biao Zhang

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A new chapter for RCSB Protein Data Bank Molecule of the Month in 2025 by Janet Iwasa, David S. Goodsell, Stephen K. Burley, Christine Zardecki

“…Goodsell and published by the Research Collaboratory for Structural Biology Protein Data Bank at PDB101.RCSB.org has highlighted stories about the biomolecular structures driving fundamental biology, biomedicine, bioenergy, and biotechnology since January 2000. …”
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Transcatheter Tricuspid Valve Clinical Trials: Incomplete Data and FDA-Approved Devices by Deborah Furman, MD, Brian Whisenant, MD

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From access and transparency to refusal: Three responses to algorithmic governance by Alexandra James, Danielle Hynes, Andrew Whelan, Tanja Dreher, Justine Humphry

“…The third response, one of data justice, abolition and refusal, seeks to address the limitations to achieving social justice through prioritising digital access, inclusion and transparency. …”
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Adapting historical clinical genetic test records for anonymised data linkage: obstacles and opportunities by Robert Maddison, Karen R. Reed, Rebecca Cannings-John, Fiona Lugg-Widger, Thomas Stoneman, Sarah Anderson, Andrew E. Fry

“…The mixing of unique identifiers with clinical data in heterogeneous, unstructured free text combined with a lack of automated tools meant that manual annotation was required to adhere to the separation principle. …”
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Tools Aimed at Improving the Quality of Information Support of Management in Conditions of Digitalization by Yu. V. Zhurov

“…The author confirmed an opportunity to improve the quality of information support of management through getting new information by using visualization of structured data.…”
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Streaming Database System for Deaf People by Ammar Thaher Yaseen Taha Al Abd Alazeez

“…The main characteristics of streaming database are continuous record of new data input, update the database status in real time, and answer online queries with consistency of database state. …”
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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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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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Analysis of Retinal Thickness in Patients With Chronic Diseases Using Standardized Optical Coherence Tomography Data: Database Study Based on the Radiology Common Data Model by ChulHyoung Park, So Hee Lee, Da Yun Lee, Seoyoon Choi, Seng Chan You, Ja Young Jeon, Sang Jun Park, Rae Woong Park

“…However, since it does not standardize unstructured data, such as medical imaging, using this data in multi-institutional collaborative research becomes challenging. …”
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An integrated data pipeline for semantic data representation of the flame spray pyrolysis process [version 2; peer review: 1 approved, 2 approved with reservations] by Lutz Mädler, Norbert Riefler, Henk Birkholz, Jannis Grundmann, Keno Krieger, Manuel Vollbrecht

“…Ontologies have emerged as powerful tools for establishing interoperable and reusable data structures from inconsistent data structures. …”
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Best practices for clinical trials data harmonization and sharing on NHLBI bioData catalyst (BDC) learned from CONNECTS network COVID-19 studies by Jeran K. Stratford, Huaqin Helen Pan, Alex Mainor, Edvin Music, Joshua Froess, Alex C. Cheng, Alexandra Weissman, David T. Huang, Elizabeth C. Oelsner, Sonia M. Thomas

“…Our findings highlight the importance of establishing standardized data formats, adopting common data elements and creating and maintaining robust data governance structures that address common challenges (i.e., data privacy and data-sharing limitations resulting from informed consent). …”
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Developing Data Workflows: From Conceptual Blueprints to Physical Implementation by Bruno Oliveira, Óscar Oliveira

“…Data workflows are an important component of modern analytical systems, enabling structured data extraction, transformation, integration, and delivery across diverse applications. …”
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Layers upon layers: data sharing & reuse challenges in archaeological contexts by Michael Olsson, Olle Sköld, Lisa Andersson

“…This short paper presents preliminary findings from a study of archaeologist’s information practices relating to data sharing and reuse. Method. Semi-structured remote interviews were carried out with 16 archaeologists relating to their research interests, their data creation, use and reuse practices, as well as the general views on the importance of data sharing and reuse in archaeology. …”
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Biomechanically influenced mobile and participatory pedestrian data for bridge monitoring by Ekin Ozer, Maria Q Feng

“…In this article, pedestrians’ smartphone data are used to conduct force estimation and modal identification for structural health monitoring purposes. …”
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“We need workable micronutrient data!”: a qualitative study assessing the need for integrated micronutrient data to support evidence-based decisions by Indian food system stakehold... by Rupinder Sahota, Jaswant S. Khokhar, Aakash Deep, Aakash Deep, Katherine P. Adams, Arindam Das, E. Louise Ander, E. Louise Ander, Edward J. M. Joy, Edward J. M. Joy

“…A qualitative, descriptive study was conducted, with purposive sampling of stakeholders from state and national-level government, development agencies, non-governmental organisations, research institutes, private organisations, and academia. Data were generated through focus group discussions and semi-structured key informant interviews. …”
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Unraveling the Influence of Structural Complexity, Environmental, and Geographic Factors on Multi‐Trophic Biodiversity in Forested Landscapes by Ayanna St. Rose, Kusum Naithani

“…Here, we introduce a new method to calculate a combined terrain and canopy structural complexity metric using LiDAR data, enabling the prediction of multi‐trophic diversity—a combined diversity metric that integrates diversity across trophic levels. …”
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Multi-stage hashing network storage structure for intelligent routing by Feng ZHU, Qun HUANG

“…Network data collection and storage are fundamental for intelligent routing control,providing massive flow data for model training and decision-making.However,as the key device in network storage system,switches have very limited memory size and design flexibility,which can’t satisfy the needs of intelligent routing control for comprehensive high-precision data and lightweight storage system,thus reducing the effectiveness of intelligent routing control.A multi-stage hashing network storage structure (MHNSS) was proposed for intelligent routing control,which fully utilized the limited memory resource of switch and completed network data storage with low collision rate.The number of candidate buckets of the flow key was augmented by multi-stage hash table,thus reducing collision rate and improving memory load ratio.Hash collision was resolved via coarse-grained timestamp LRU algorithm,which always stored most recently used data and cleared least recently used data to avoid subsequent collisions as far as possible.Trace-driven experiments showed that compared with widely used single hash table,MHNSS had significant performance advantage in collision rate and load ratio.…”
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Analysis of the structure of palliative pathology in children of the Voronezh region in 2021 by Yu. Yu. Razuvaeva, V. S. Ledneva, L. V. Ulyanova

“…In the Voronezh region, the largest number of patients with palliative pathology is located in the Novousmansky district, which can be attributed to the immediate proximity of the district to the city. According to the structure of the detected palliative pathologies, non-oncological diseases prevail in children of the Voronezh region, which is compared with statistical data for Russia. …”
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