{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,15]],"date-time":"2025-03-15T04:11:59Z","timestamp":1742011919071,"version":"3.38.0"},"reference-count":54,"publisher":"China Science Publishing & Media Ltd.","issue":"2","license":[{"start":{"date-parts":[[2023,11,7]],"date-time":"2023-11-07T00:00:00Z","timestamp":1699315200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["direct.mit.edu"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2024,5,1]]},"abstract":"<jats:title>ABSTRACT<\/jats:title>\n               <jats:p>Since 2014, \u201cBring Your Own Data\u201d workshops (BYODs) have been organised to inform people about the process and benefits of making resources Findable, Accessible, Interoperable, and Reusable (FAIR, and the FAIRification process). The BYOD workshops\u2019 content and format differ depending on their goal, context, and the background and needs of participants. Data-focused BYODs educate domain experts on how to make their data FAIR to find new answers to research questions. Management-focused BYODs promote the benefits of making data FAIR and instruct project managers and policy-makers on the characteristics of FAIRification projects. Software-focused BYODs gather software developers and experts on FAIR to implement or improve software resources that are used to support FAIRification. Overall, these BYODs intend to foster collaboration between different types of stakeholders involved in data management, curation, and reuse (e.g. domain experts, trainers, developers, data owners, data analysts, FAIR experts). The BYODs also serve as an opportunity to learn what kind of support for FAIRification is needed from different communities and to develop teaching materials based on practical examples and experience. In this paper, we detail the three different structures of the BYODs and describe examples of early BYODs related to plant breeding data, and rare disease registries and biobanks, which have shaped the structure of the workshops. We discuss the latest insights into making BYODs more productive by leveraging our almost ten years of training experience in these workshops, including successes and encountered challenges. Finally, we examine how the participants\u2019 feedback has motivated the research on FAIR, including the development of workflows and software.<\/jats:p>","DOI":"10.1162\/dint_a_00236","type":"journal-article","created":{"date-parts":[[2023,11,7]],"date-time":"2023-11-07T01:27:00Z","timestamp":1699320420000},"page":"429-456","update-policy":"https:\/\/doi.org\/10.1162\/mitpressjournals.corrections.policy","source":"Crossref","is-referenced-by-count":0,"title":["Building Expertise on FAIR Through Evolving Bring Your Own Data (BYOD) Workshops: Describing the Data, Software, and Management-focused Approaches and Their Evolution"],"prefix":"10.3724","volume":"6","author":[{"given":"C\u00e9sar H.","family":"Bernab\u00e9","sequence":"first","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]},{"given":"Lieze","family":"Thielemans","sequence":"additional","affiliation":[{"name":"NIHR Academic Fellow in General Practice, University College London and The Royal Free NHS Foundation Trust"}]},{"given":"Rajaram","family":"Kaliyaperumal","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]},{"given":"Claudio","family":"Carta","sequence":"additional","affiliation":[{"name":"National Centre for Rare Diseases, Istituto Superiore di Sanit\u00e0, Rome, Italy"}]},{"given":"Shuxin","family":"Zhang","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"},{"name":"Amsterdam Public Health, Methodology & Digital Health, Amsterdam, The Netherlands"}]},{"given":"Celia W.G.","family":"van Gelder","sequence":"additional","affiliation":[{"name":"Health-RI, Utrecht, The Netherlands"}]},{"given":"Nirupama","family":"Benis","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"},{"name":"Amsterdam Public Health, Methodology & Digital Health, Amsterdam, The Netherlands"}]},{"given":"Luiz Olavo Bonino","family":"da Silva Santos","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"},{"name":"Semantics, Services and Cybersecurity group, University of Twente, Enschede, The Netherlands"}]},{"given":"Ronald","family":"Cornet","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"},{"name":"Amsterdam Public Health, Methodology & Digital Health, Amsterdam, The Netherlands"}]},{"given":"Bruna","family":"dos Santos Vieira","sequence":"additional","affiliation":[{"name":"Department of Medical Imaging, Radboud Institute for Health Sciences, Radboud University Medical Center, Nijmegen, The Netherlands"},{"name":"Department of Medical BioSciences, Radboud University Medical Center, Nijmegen, The Netherlands"}]},{"given":"Nawel","family":"Lalout","sequence":"additional","affiliation":[{"name":"Department of Medical BioSciences, Radboud University Medical Center, Nijmegen, The Netherlands"},{"name":"The Duchenne Parent Project, Veneendaal, The Netherlands"}]},{"given":"Ines","family":"Henriques","sequence":"additional","affiliation":[{"name":"Department of Medical BioSciences, Radboud University Medical Center, Nijmegen, The Netherlands"}]},{"given":"Alberto C\u00e1mara","family":"Ballesteros","sequence":"additional","affiliation":[{"name":"Departamento de Biotecnolog\u00eda-Biolog\u00eda Vegetal, Escuela T\u00e9cnica Superior de Ingenier\u00eda Agron\u00f3mica, Alimentaria y de Biosistemas, Centro de Biotecnolog\u00eda y Gen\u00f3mica de Plantas. Universidad Polit\u00e9cnica de Madrid (UPM) - Instituto Nacional de Investigac\u00edon y Tecnolog\u00eda Agraria y Alimentaria-CSIC (INIA-CSIC). Campus Montegancedo, Pozuelo de Alarc\u00f3n (Madrid), Spain."}]},{"given":"Kees","family":"Burger","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]},{"given":"Martijn G.","family":"Kersloot","sequence":"additional","affiliation":[{"name":"Department of Medical Informatics, Amsterdam UMC location University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands"},{"name":"Amsterdam Public Health, Methodology & Digital Health, Amsterdam, The Netherlands"},{"name":"Castor, Amsterdam, The Netherlands"}]},{"given":"Friederike","family":"Ehrhart","sequence":"additional","affiliation":[{"name":"Department of Bioinformatics - BiGCaT, Maastricht University, Maastricht, The Netherlands"}]},{"given":"Esther","family":"van Enckevort","sequence":"additional","affiliation":[{"name":"University Medical Center Groningen, University of Groningen, Groningen, The Netherlands"}]},{"given":"Chris T.","family":"Evelo","sequence":"additional","affiliation":[{"name":"Department of Bioinformatics - BiGCaT, Maastricht University, Maastricht, The Netherlands"},{"name":"Maastricht Centre for Systems Biology (MaCSBio), Maastricht University, Maastricht, The Netherlands"}]},{"given":"Alasdair J. G.","family":"Gray","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Heriot-Watt University, Edinburgh, UK"}]},{"given":"Marc","family":"Hanauer","sequence":"additional","affiliation":[{"name":"INSERM, US14\u2014Orphanet, Plateforme Maladies Rares, Paris, France"}]},{"given":"Kristina","family":"Hettne","sequence":"additional","affiliation":[{"name":"Centre for Digital Scholarship, Leiden University Libraries, The Netherlands"}]},{"given":"Joep","family":"de Ligt","sequence":"additional","affiliation":[{"name":"Center for Molecular Medicine, Cancer Genomics Netherlands, Department of Genetics, University Medical Center Utrecht, University Utrecht, The Netherlands"}]},{"given":"Arnaldo","family":"Pereira","sequence":"additional","affiliation":[{"name":"University of Aveiro, DETI\/IEETA, Aveiro, Portugal"}]},{"given":"N\u00faria","family":"Queralt-Rosinach","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]},{"given":"Erik","family":"Schultes","sequence":"additional","affiliation":[{"name":"GO FAIR Foundation, Leiden, The Netherlands"},{"name":"The Leiden Academic Center for Drug Research, Leiden, The Netherlands"}]},{"given":"Domenica","family":"Taruscio","sequence":"additional","affiliation":[{"name":"National Centre for Rare Diseases, Istituto Superiore di Sanit\u00e0, Rome, Italy"}]},{"given":"Andra","family":"Waagmeester","sequence":"additional","affiliation":[{"name":"Micelio, Ekeren-Antwerp, Belgium"}]},{"given":"Mark D.","family":"Wilkinson","sequence":"additional","affiliation":[{"name":"Departamento de Biotecnolog\u00eda-Biolog\u00eda Vegetal, Escuela T\u00e9cnica Superior de Ingenier\u00eda Agron\u00f3mica, Alimentaria y de Biosistemas, Centro de Biotecnolog\u00eda y Gen\u00f3mica de Plantas. Universidad Polit\u00e9cnica de Madrid (UPM) - Instituto Nacional de Investigac\u00edon y Tecnolog\u00eda Agraria y Alimentaria-CSIC (INIA-CSIC). Campus Montegancedo, Pozuelo de Alarc\u00f3n (Madrid), Spain."}]},{"given":"Egon L.","family":"Willighagen","sequence":"additional","affiliation":[{"name":"Department of Bioinformatics - BiGCaT, Maastricht University, Maastricht, The Netherlands"}]},{"given":"Mascha","family":"Jansen","sequence":"additional","affiliation":[{"name":"Health-RI, Utrecht, The Netherlands"}]},{"given":"Barend","family":"Mons","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"},{"name":"GO FAIR Foundation, Leiden, The Netherlands"}]},{"given":"Marco","family":"Roos","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]},{"given":"Annika","family":"Jacobsen","sequence":"additional","affiliation":[{"name":"Biosemantics Group, Department of Human Genetics, Leiden University Medical Centre, Leiden, The Netherlands"}]}],"member":"2026","published-online":{"date-parts":[[2024,5,1]]},"reference":[{"key":"2024071119544861300_ref1","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1038\/sdata.2016.18","article-title":"The FAIR Guiding Principles for scientific data management and stewardship","volume":"3","author":"Wilkinson","year":"2016","journal-title":"Scientific Data"},{"volume-title":"Lorentz Center at Snellius","author":"Lusher","article-title":"Jointly designing a data FAIRPORT (2014)","key":"2024071119544861300_ref2"},{"key":"2024071119544861300_ref3","first-page":"1","article-title":"FAIR Data Point: A FAIR-oriented approach for metadata publication","volume-title":"Data Intelligence","author":"da Silva Santos","year":"2022"},{"issue":"1-2","key":"2024071119544861300_ref4","doi-asserted-by":"crossref","first-page":"56","DOI":"10.1162\/dint_a_00028","article-title":"A generic workflow for the data FAIRification process","volume":"2","author":"Jacobsen","year":"2020","journal-title":"Data Intelligence"},{"issue":"1","key":"2024071119544861300_ref5","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s13023-021-02004-y","article-title":"The de novo FAIRification process of a registry for vascular anomalies","volume":"16","author":"Groenen","year":"2021","journal-title":"Orphanet Journal of Rare Diseases"},{"volume-title":"FAIR Evaluation Services","year":"2023","author":"Wilkinson","key":"2024071119544861300_ref6"},{"volume-title":"FAIRAssist","year":"2023","author":"FAIRSharing Team and Data Readiness Group","key":"2024071119544861300_ref7"},{"volume-title":"FAIRifier","year":"2023","author":"FAIR Data Team","key":"2024071119544861300_ref8"},{"key":"2024071119544861300_ref9","doi-asserted-by":"crossref","first-page":"103897","DOI":"10.1016\/j.jbi.2021.103897","article-title":"De-novo FAIRification via an Electronic Data Capture system by automated transformation of filled electronic Case Report Forms into machine-readable data","volume":"122","author":"Kersloot","year":"2021","journal-title":"Journal of Biomedical Informatics"},{"issue":"6","key":"2024071119544861300_ref10","doi-asserted-by":"crossref","first-page":"1076","DOI":"10.1093\/bioinformatics\/bty742","article-title":"MOLGENIS research: Advanced bioinformatics data software for non-bioinformaticians","volume":"35","author":"van der Velde","year":"2019","journal-title":"Bioinformatics"},{"volume-title":"Data Catalog Vocabulary (DCAT) - Version 2. 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