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Advancing FAIR data towards comparable, organized, predictive AI-ready data for community validation.

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Title: Advancing FAIR data towards comparable, organized, predictive AI-ready data for community validation.
Authors: Wood-Charlson EM; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Åkerström WN; NBIS - National Bioinformatics Infrastructure Sweden, SciLifeLab, Uppsala University, Uppsala, Sweden., Anderson L; Pacific Northwest National Laboratory, Richland, WA, USA., Borton MA; Department of Food Science and Human Nutrition, Colorado State University, Fort Collins, CO, USA., Burley SK; Rutgers, The State University of New Jersey, Piscataway, NJ, USA., Byers N; DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Chandramouliswaran I; Office of Data Science Strategy, National Institute of Health, Bethesda, MD, USA., Costes SV; Trivedi Institute for Space and Global Biomedicine, University of Pittsburgh, Pittsburgh, PA, USA., Dehal PS; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Doktycz M; Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA., Eloe-Fadrosh E; DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Henry C; Computing, Environment, and Life Sciences Division, Argonne National Laboratory, Lemont, IL, USA., Fagnan K; DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Fiehn O; West Coast Metabolomics Center, University of California, Davis, Davis, CA, USA., Halappanavar M; Pacific Northwest National Laboratory, Richland, WA, USA., Hurwitz B; BIO5 Institute, The University of Arizona, Tucson, AZ, USA., Joachimiak MP; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Jungbluth S; Estuary and Ocean Science Center, San Francisco State University, Tiburon, CA, USA., Koblitz J; Leibniz Institute DSMZ-German Collection of Microorganisms and Cell Cultures, Braunschweig, Germany., Mahmud G; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., McCue LA; Pacific Northwest National Laboratory, Richland, WA, USA., Metz TO; Pacific Northwest National Laboratory, Richland, WA, USA., Mouncey N; DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Mungall CJ; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Nelson TM; Australian BioCommons, The University of Melbourne, Melbourne, Victoria, Australia., Skye V; DOE Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Saravia-Butler AM; Amentum Services, Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA, USA., Saripalli VR; Pacific Northwest National Laboratory, Richland, WA, USA., Tringe SG; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA., Van Den Bossche T; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.; VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium., Arkin AP; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA. aparkin@lbl.gov.
Source: Communications biology [Commun Biol] 2026 Jul 18; Vol. 9 (1). Date of Electronic Publication: 2026 Jul 18.
Publication Type: Journal Article; Review
Journal Info: Publisher: Nature Publishing Group UK Country of Publication: England NLM ID: 101719179 Publication Model: Electronic Cited Medium: Internet ISSN: 2399-3642 (Electronic) Linking ISSN: 23993642 NLM ISO Abbreviation: Commun Biol Subsets: MEDLINE
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Lawrence Berkeley National Laboratory, Berkeley, CA, USA.<br /><searchLink fieldCode="AU" term="%22Van+Den+Bossche+T%22">Van Den Bossche T</searchLink>; Department of Biomolecular Medicine, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.; VIB-UGent Center for Medical Biotechnology, VIB, Ghent, Belgium.<br /><searchLink fieldCode="AU" term="%22Arkin+AP%22">Arkin AP</searchLink>; Environmental Genomics and Systems Biology Division, E.O. Lawrence Berkeley National Laboratory, Berkeley, CA, USA. aparkin@lbl.gov.
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