{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T02:23:57Z","timestamp":1774491837301,"version":"3.50.1"},"reference-count":41,"publisher":"Ubiquity Press, Ltd.","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,11,17]]},"DOI":"10.5334\/dsj-2025-033","type":"journal-article","created":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T13:22:58Z","timestamp":1763385778000},"source":"Crossref","is-referenced-by-count":1,"title":["Digital Transformation in Materials Science: A User Journey of Nanoindentation, Image Analysis and Simulations"],"prefix":"10.5334","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7691-2856","authenticated-orcid":false,"given":"Hanna","family":"Tsybenko","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6776-1213","authenticated-orcid":false,"given":"Sarath","family":"Menon","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7890-0330","authenticated-orcid":false,"given":"Fei","family":"Chen","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7564-7990","authenticated-orcid":false,"given":"Abril Azocar","family":"Guzman","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7550-552X","authenticated-orcid":false,"given":"Katharina","family":"Gr\u00fcnwald","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0930-082X","authenticated-orcid":false,"given":"Steffen","family":"Brinckmann","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0698-4891","authenticated-orcid":false,"given":"Tilmann","family":"Hickel","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4060-7192","authenticated-orcid":false,"given":"Tim","family":"Dahmen","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5149-603X","authenticated-orcid":false,"given":"Volker","family":"Hofmann","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9560-4728","authenticated-orcid":false,"given":"Stefan","family":"Sandfeld","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8940-2361","authenticated-orcid":false,"given":"Ruth","family":"Schwaiger","sequence":"additional","affiliation":[]}],"member":"3285","reference":[{"key":"key20251117132253_B1","unstructured":"Apache CouchDB (2024) Apache CouchDB. Available at: https:\/\/couchdb.apache.org\/ (Accessed: 29 May 2024)."},{"key":"key20251117132253_B2","doi-asserted-by":"crossref","first-page":"452","DOI":"10.1038\/533452a","article-title":"\u20181,500 scientists lift the lid on reproducibility\u2019","volume":"533","year":"2016","journal-title":"Nature"},{"key":"key20251117132253_B3","article-title":"\u2018Introducing the FAIR Principles for research software\u2019","volume":"9","year":"2022","journal-title":"Scientific Data"},{"key":"key20251117132253_B4","article-title":"\u2018Towards FAIR protocols and workflows: the OpenPREDICT use case\u2019","volume":"6","year":"2020","journal-title":"PeerJ Computer Science"},{"key":"key20251117132253_B5","first-page":"1","article-title":"\u2018Chaldene: Towards Visual Programming Image Processing in Jupyter Notebooks\u2019","year":"2022"},{"key":"key20251117132253_B6","article-title":"\u2018FAIR Principles for Research Software (FAIR4RS Principles)\u2019","year":"2022"},{"key":"key20251117132253_B7","unstructured":"Coscine (2024) Coscine. Available at: https:\/\/about.coscine.de\/en\/ (Accessed: 29 May 2024)."},{"key":"key20251117132253_B8","author":"DataCite Metadata Working Group","year":"2016","journal-title":"DataCite Metadata Schema Documentation for the Publication and Citation of Research Data v4.0"},{"key":"key20251117132253_B9","article-title":"\u2018Ten quick tips for building FAIR workflows\u2019","volume":"19","year":"2023","journal-title":"PLoS Computational Biology"},{"key":"key20251117132253_B10","article-title":"\u2018Scientific AI in Materials Science: a Path to a Sustainable and Scalable Paradigm\u2019","volume":"1","year":"2020","journal-title":"Machine Learning: Science and Technology"},{"key":"key20251117132253_B11","author":"Deutsche Forschungsgemeinschaft","year":"2022"},{"key":"key20251117132253_B12","author":"German Research Foundation","year":"2022","journal-title":"Leitlinien zur Sicherung guter wissenschaftlicher Praxis"},{"key":"key20251117132253_B13","unstructured":"GitLab (2024) GitLab. Available at: https:\/\/about.gitlab.com\/ (Accessed: 29 May 2024)."},{"key":"key20251117132253_B14","unstructured":"Go-FAIR (2024) Go-FAIR Initiative. Available at: https:\/\/www.go-fair.org\/ (Accessed: 29 May 2024)."},{"key":"key20251117132253_B15","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1162\/dint_a_00033","article-title":"\u2018FAIR Computational Workflows\u2019","volume":"2","year":"2020","journal-title":"Data Intelligence"},{"key":"key20251117132253_B16","doi-asserted-by":"crossref","first-page":"179","DOI":"10.1038\/s41596-021-00645-8","article-title":"\u2018Considerations for implementing electronic laboratory notebooks in an academic research environment\u2019","volume":"17","year":"2022","journal-title":"Nature Protocols"},{"key":"key20251117132253_B17","article-title":"\u2018Data-driven materials science: status, challenges and perspectives\u2019","volume":"6","year":"2019","journal-title":"Advanced Science"},{"key":"key20251117132253_B18","doi-asserted-by":"crossref","first-page":"24","DOI":"10.1016\/j.commatsci.2018.07.043","article-title":"\u2018pyiron: An integrated development environment for computational materials science\u2019","volume":"163","year":"2019","journal-title":"Computational Materials Science"},{"key":"key20251117132253_B19","article-title":"\u2018Modified embedded atom method potential for Al, Si, Mg, Cu, and Fe alloys\u2019","volume":"85","year":"2012","journal-title":"Physical Review B"},{"key":"key20251117132253_B20","article-title":"\u2018Electronic lab notebooks: can they replace paper?\u2019","volume":"9","year":"2017","journal-title":"Journal of Cheminformatics"},{"key":"key20251117132253_B21","unstructured":"MatPortal: the ontology repository for materials science (2024) MatPortal: the ontology repository for materials science. Available at: https:\/\/matportal.org\/ (Accessed: 03 October 2024)."},{"key":"key20251117132253_B22","unstructured":"MatWerk Ontology templates (2024) MatWerk Ontology templates. Available at: https:\/\/git.rwth-aachen.de\/nfdi-matwerk\/ta-oms\/mste (Accessed: 03 October 2024)."},{"key":"key20251117132253_B23","unstructured":"MSE Knowledge Graph (2024) MSE Knowledge Graph. Available at: https:\/\/demo.fiz-karlsruhe.de\/matwerk\/ (Accessed: 29 May 2024)."},{"key":"key20251117132253_B24","doi-asserted-by":"crossref","first-page":"181","DOI":"10.2478\/s11534-011-0096-2","article-title":"\u2018Gwyddion: an open-source software for SPM data analysis\u2019","volume":"10","year":"2012","journal-title":"Open Physics"},{"key":"key20251117132253_B25","first-page":"1","article-title":"\u2018Building the I (Interoperability) of FAIR for Performance Reproducibility of Large-Scale Composable Workflows in RECUP\u2019","year":"2023"},{"key":"key20251117132253_B26","doi-asserted-by":"crossref","first-page":"1564","DOI":"10.1557\/JMR.1992.1564","article-title":"\u2018An improved technique for determining hardness and elastic modulus using load and displacement sensing indentation experiments\u2019","volume":"7","year":"1992","journal-title":"Journal of Materials Research"},{"key":"key20251117132253_B27","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1557\/jmr.2004.19.1.3","article-title":"\u2018Measurement of hardness and elastic modulus by instrumented indentation: Advances in understanding and refinements to methodology\u2019","volume":"19","year":"2004","journal-title":"Journal of Materials Research"},{"key":"key20251117132253_B28","unstructured":"PASTA-ELN (2024) PASTA-ELN. Available at: https:\/\/github.com\/PASTA-ELN\/pasta-eln (Accessed: 29 May 2024)."},{"key":"key20251117132253_B29","unstructured":"pyiron (2024) pyiron. Available at: https:\/\/github.com\/pyiron (Accessed: 29 May 2024)."},{"key":"key20251117132253_B30","article-title":"\u2018Big data and machine learning for materials science\u2019","volume":"1","year":"2021","journal-title":"Discover Materials"},{"key":"key20251117132253_B31","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1038\/s41586-022-04501-x","article-title":"\u2018FAIR data enabling new horizons for materials research\u2019","volume":"604","year":"2022","journal-title":"Nature"},{"key":"key20251117132253_B32","unstructured":"Schema.org (2024) Schema.org. Available at: https:\/\/schema.org\/ (Accessed: 03 October 2024)."},{"key":"key20251117132253_B33","volume-title":"RO-Crate Metadata Specification 1.1.3","year":"2023"},{"key":"key20251117132253_B34","doi-asserted-by":"crossref","first-page":"97","DOI":"10.3233\/DS-210053","article-title":"\u2018Packaging research artefacts with RO-Crate\u2019","volume":"5","year":"2022","journal-title":"DS"},{"key":"key20251117132253_B35","volume-title":"This is Service Design Thinking: Basics, Tools, Cases","year":"2012"},{"key":"key20251117132253_B36","unstructured":"The MatWerk Ontology (MWO) (2024) The MatWerk Ontology (MWO). Available at: http:\/\/purls.helmholtz-metadaten.de\/mwo (Accessed: 29 May 2024)."},{"key":"key20251117132253_B37","unstructured":"Tsybenko, H., Menon, S., Chen, F., Guzman, A., Gr\u00fcnwald, K., Brinckmann, S., Hickel, T. et al. (2023a) Project Data: Elastic properties of EN AW-1050A alloy: a scientific user journey built upon NFDI-MatWerk infrastructure solutions. Available at: http:\/\/hdl.handle.net\/21.11102\/4781e163-229d-4a2a-91c2-75e107c21730 (Accessed: 29 May 2024)."},{"key":"key20251117132253_B38","unstructured":"Tsybenko, H., Menon, S., Chen, F., Guzman, A., Gr\u00fcnwald, K., Brinckmann, S., Hickel, T. et al. (2023b) Project Data: Elastic properties of EN AW-1050A alloy: a scientific user journey built upon NFDI-MatWerk infrastructure solutions. Available at: https:\/\/git.rwth-aachen.de\/nfdi-matwerk\/ta-wsd1\/user-journey-indentation (Accessed: 17 October 2024)."},{"key":"key20251117132253_B39","article-title":"\u2018scikit-image: image processing in Python\u2019","volume":"2","year":"2014","journal-title":"PeerJ"},{"key":"key20251117132253_B40","article-title":"\u2018The FAIR Guiding Principles for scientific data management and stewardship\u2019","volume":"3","year":"2016","journal-title":"Scientific Data"},{"key":"key20251117132253_B41","first-page":"507","article-title":"\u2018F*** workflows: when parts of FAIR are missing\u2019","year":"2022"}],"container-title":["Data Science Journal"],"original-title":[],"language":"en","deposited":{"date-parts":[[2025,11,17]],"date-time":"2025-11-17T13:23:08Z","timestamp":1763385788000},"score":1,"resource":{"primary":{"URL":"https:\/\/datascience.codata.org\/articles\/10.5334\/dsj-2025-033\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":41,"alternative-id":["10.5334\/dsj-2025-033"],"URL":"https:\/\/doi.org\/10.5334\/dsj-2025-033","relation":{},"ISSN":["1683-1470"],"issn-type":[{"value":"1683-1470","type":"print"}],"subject":[],"published":{"date-parts":[[2025]]},"article-number":"33"}}