Improvement of scientific data usability encompasses methodological approaches aimed at enhancing the findability, accessibility, interoperability, and reusability (FAIR principles) of research data throughout its lifecycle. Methods include standardized metadata schemas, controlled vocabularies, and ontologies to ensure semantic consistency; implementation of open, non-proprietary file formats; rigorous data curation, normalization, and quality control pipelines; and adoption of persistent identifiers and rich provenance tracking for reproducibility. Additional practices involve designing machine-actionable data structures (e.g., well-documented APIs, standardized tabular or hierarchical formats), applying community-agreed reporting standards, and integrating data into interoperable repositories that support advanced querying, federation, and downstream computational analysis.
Calculating a fossil's position throughout geological history is a complex process. In paleontology and other disciplines, determining a location in the past is a challenge that requires refined computational tools to process ...
Paleontology & Fossils
5 hours ago
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4
Researchers have copied massive quantities of publicly available climate and environmental data from NASA onto a Swiss supercomputer to train artificial intelligence models—and for safekeeping amid U.S. funding cuts.
Earth Sciences
12 hours ago
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5
An international research team led by the Science Policy and Internationalization Department at the Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures has published a practical guide in the journal ...
Biotechnology
Jul 16, 2026
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5
Citizen science is booming and could play a much greater role in tackling climate change, reef health, biodiversity and public health challenges by involving members of the public throughout the research process, according ...
Plants & Animals
Jul 7, 2026
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6
A major new resource that provides one of the most comprehensive pictures yet of what people are eating around the world has been introduced in a new study by a UCL and University of Oxford researcher.
Environment
Jul 6, 2026
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21
Everyone could contribute dramatically more to scientific knowledge if given better recognition, administrative support and funding stability, new research has found. An international collaboration of 16 organizations used ...
Ecology
Jul 6, 2026
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17
For more than three decades, researchers studying genomes have relied on foundational resources such as Repbase and, more recently, Dfam to identify and classify transposable elements—the mobile DNA sequences that shape genome ...
Biotechnology
Jun 29, 2026
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7
Scientists studying lipids—the fatty molecules that store energy, make up cell membranes and act as signals—produce enormous amounts of information. A single experiment can detect thousands of different lipid molecules, generating ...
Biotechnology
Jun 18, 2026
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4
Open-source artificial intelligence is advancing faster than the world can govern it, and the consequences could reshape the future of sustainability, democracy and global development. In a new comment published in Nature ...
Environment
Jun 11, 2026
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17
The UK-led OpenBind initiative has reached a major milestone with the release of its first publicly available dataset and predictive AI model, a groundbreaking step toward accelerating the discovery of new medicines using ...
Biotechnology
May 6, 2026
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