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There has been a large focus in recent years on making assets in scientific research findable, accessible, interoperable and reusable, collectively known as the FAIR principles. A particular area of focus lies in applying these principles…

According to the FAIR (findability, accessibility, interoperability, and reusability) principles, scientific data should always be stored with machine-readable descriptive metadata. Existing solutions to store data with metadata, such as…

数据库 · 计算机科学 2024-09-12 Albert K. Engstfeld , Johannes M. Hermann , Nicolas G. Hörmann , Julian Rüth

The way in which data are shared can affect their utility and reusability. Here, we demonstrate how data that we had previously shared in bulk can be mobilized further through a knowledge graph that allows for much more granular exploration…

计算工程、金融与科学 · 计算机科学 2025-01-07 Sheeba Samuel , Daniel Mietchen

Digital research data management is increasingly integrated across universities and research institutions, addressing the handling of research data throughout its lifecycle according to the FAIR data principles (Findable, Accessible,…

等离子体物理 · 物理学 2025-05-29 Ihda Chaerony Siffa , Robert Wagner , Markus M. Becker

Knowledge graphs and ontologies are becoming increasingly important in the context of making data and metadata findable, accessible, interoperable, and reusable (FAIR). We introduce the concept of Semantic Units for organizing Knowledge…

数据库 · 计算机科学 2023-11-09 Lars Vogt

Significant efforts have been made to understand and document knowledge related to scientific measurements. Many of those efforts resulted in one or more high-quality ontologies that describe some aspects of scientific measurements, but not…

人工智能 · 计算机科学 2017-04-07 Paulo Pinheiro , Deborah L. McGuinness , Henrique Santos

The importance of improving the FAIRness (findability, accessibility, interoperability, reusability) of research data is undeniable, especially in the face of large, complex datasets currently being produced by omics technologies.…

Individuals and organizations cope with an always-growing amount of data, which is heterogeneous in its contents and formats. An adequate data management process yielding data quality and control over its lifecycle is a prerequisite to…

Given the challenge of giant knowledge graphs created by major eco-nomic actors, which could virtually replace research in the Humani-ties and Social Sciences (HSS) in responding to public concerns, thequestion arises of how to increase the…

信息论 · 计算机科学 2024-02-13 Francesco Beretta

Describing the processes involved in analyzing data from electrophysiology experiments to investigate the function of neural systems is inherently challenging. On the one hand, data can be analyzed by distinct methods that serve a similar…

定量方法 · 定量生物学 2024-12-09 Cristiano André Köhler , Sonja Grün , Michael Denker

Scientists strive to make their datasets available in open repositories, with the goal that they be findable, accessible, interoperable, and reusable (FAIR). Although it is hard for most investigators to remember all the guiding principles…

数字图书馆 · 计算机科学 2025-07-31 Mark A. Musen , Martin J. O'Connor , Josef Hardi , Marcos Martinez-Romero

As the number of scientific publications and preprints is growing exponentially, several attempts have been made to navigate this complex and increasingly detailed landscape. These have almost exclusively taken unsupervised approaches that…

The reuse of atomistic simulation data is often limited by heterogeneous formats, incomplete metadata, and a lack of standardized representations of workflows and provenance. Here we present an ontology-based infrastructure for representing…

数据库 · 计算机科学 2026-04-09 Abril Azocar Guzman , Sarath Menon , Tilmann Hickel , Stefan Sandfeld

The promise of large-scale, high-resolution datasets from Electron Microscopy (EM) and X-ray Microtomography (XRM) lies in their ability to reveal neural structures and synaptic connectivity, which is critical for understanding the brain.…

Machines need data and metadata to be machine-actionable and FAIR (findable, accessible, interoperable, reusable) to manage increasing data volumes. Knowledge graphs and ontologies are key to this, but their use is hampered by high access…

With the adoption of Semantic Web technologies, an increasing number of vocabularies and ontologies have been developed in different domains, ranging from Biology to Agronomy or Geosciences. However, many of these ontologies are still…

数字图书馆 · 计算机科学 2020-03-31 Daniel Garijo , María Poveda-Villalón

While the publication of datasets in scientific repositories has become broadly recognised, the repositories tend to have increasing semantic-related problems. For instance, they present various data reuse obstacles for machine-actionable…

数据库 · 计算机科学 2021-11-19 Matheus Feijoó , Rodrigo Jardim , Sergio Serra , Maria Luiza Campos

Electronic Health Records are electronic data generated during or as a byproduct of routine patient care. Structured, semi-structured and unstructured EHR offer researchers unprecedented phenotypic breadth and depth and have the potential…

人工智能 · 计算机科学 2017-07-26 Vaclav Papez , Spiros Denaxas , Harry Hemingway

Reproducibility, traceability, and transparency in testing cyber-physical energy systems are crucial for scientific advancement and cross-laboratory collaboration. Current experimentation and test documentation practices lack formal…

系统与控制 · 电气工程与系统科学 2026-04-22 Kai Heussen , Jawad Kazmi , Narges Mehran , Artjoms Obushevs , Terence O'Donnell , Thomas I. Strasser
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