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.
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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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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14
Cranfield University has launched a new soil and environmental online database and mapping tool, opening up detailed information about land in England and Wales. In collaboration with Defra, Cranfield's Land Information System ...
Molecular & Computational biology
May 3, 2026
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30
A new study co-authored by Virginia Tech and University of Vermont researchers offers one of the first, large-scale empirical looks at how Certified Crop Advisors (CCAs) across North America evaluate the next generation of ...
Biotechnology
Feb 25, 2026
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20
Every day, thousands of images and signals are collected at sea. Sonar, buoys, satellites, and cameras installed on ships generate enormous amounts of data. Artificial intelligence (AI) is already being used to interpret ...
Ecology
Jan 29, 2026
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21
Last week, Yale Center for Natural Carbon Capture (YCNCC) Scientific Leadership Team member and Earth & Planetary Sciences Professor Noah Planavsky co-authored a peer-reviewed comment in npj Climate Action titled "The importance ...
Environment
Jan 26, 2026
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Citizen science platforms, including iNaturalist, are leading to major new discoveries and are becoming crucial to the work of scientists. How do we make them even better?
Plants & Animals
Jan 19, 2026
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222
Norwegian municipalities are collecting more and more data on how what they do affects the natural world, but do not always know what to do with it. They wade in green facts, but continue to sacrifice the environment, coloring ...
Environment
Dec 4, 2025
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13
Australia's national science agency, CSIRO, together with its Australian National Soil Information System (ANSIS) partners, has launched a new online tool that makes soil data and information easier to access and interpret—helping ...
Biotechnology
Dec 4, 2025
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13
Antimicrobial resistance (AMR) is a growing health challenge, reducing the effectiveness of life-saving treatments and increasing the risk of complications from routine medical procedures.
Cell & Microbiology
Nov 18, 2025
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